diff --git a/.gitignore b/.gitignore
index dbe2dcc..ee121ee 100644
--- a/.gitignore
+++ b/.gitignore
@@ -19,4 +19,5 @@
renv/*
slurm*
run*
-data/*
\ No newline at end of file
+data/*
+results/*
diff --git a/renv.lock b/renv.lock
index ec24f2c..ff44fe9 100644
--- a/renv.lock
+++ b/renv.lock
@@ -232,6 +232,30 @@
"crayon"
]
},
+ "ComplexHeatmap": {
+ "Package": "ComplexHeatmap",
+ "Version": "2.10.0",
+ "Source": "Bioconductor",
+ "git_url": "https://git.bioconductor.org/packages/ComplexHeatmap",
+ "git_branch": "RELEASE_3_14",
+ "git_last_commit": "170df82",
+ "git_last_commit_date": "2021-10-26",
+ "Hash": "964941c376127a2eccfb0d89d43442d2",
+ "Requirements": [
+ "GetoptLong",
+ "GlobalOptions",
+ "IRanges",
+ "RColorBrewer",
+ "circlize",
+ "clue",
+ "colorspace",
+ "digest",
+ "doParallel",
+ "foreach",
+ "matrixStats",
+ "png"
+ ]
+ },
"DBI": {
"Package": "DBI",
"Version": "1.1.2",
@@ -518,6 +542,26 @@
"XVector"
]
},
+ "GetoptLong": {
+ "Package": "GetoptLong",
+ "Version": "1.0.5",
+ "Source": "Repository",
+ "Repository": "CRAN",
+ "Hash": "61fac01c73abf03ac72e88dc3952c1e3",
+ "Requirements": [
+ "GlobalOptions",
+ "crayon",
+ "rjson"
+ ]
+ },
+ "GlobalOptions": {
+ "Package": "GlobalOptions",
+ "Version": "0.1.2",
+ "Source": "Repository",
+ "Repository": "CRAN",
+ "Hash": "c3f7b221e60c28f5f3533d74c6fef024",
+ "Requirements": []
+ },
"HDInterval": {
"Package": "HDInterval",
"Version": "0.2.2",
@@ -737,10 +781,10 @@
},
"Rcpp": {
"Package": "Rcpp",
- "Version": "1.0.7",
+ "Version": "1.0.10",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "dab19adae4440ae55aa8a9d238b246bb",
+ "Hash": "e749cae40fa9ef469b6050959517453c",
"Requirements": []
},
"RcppArmadillo": {
@@ -766,10 +810,10 @@
},
"RcppParallel": {
"Package": "RcppParallel",
- "Version": "5.1.5",
+ "Version": "5.1.7",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "f3e94e34ff656a7c8336ce01207bc2b8",
+ "Hash": "a45594a00f5dbb073d5ec9f48592a08a",
"Requirements": []
},
"RedeR": {
@@ -905,6 +949,21 @@
"S4Vectors"
]
},
+ "TreeAndLeaf": {
+ "Package": "TreeAndLeaf",
+ "Version": "1.6.1",
+ "Source": "Bioconductor",
+ "git_url": "https://git.bioconductor.org/packages/TreeAndLeaf",
+ "git_branch": "RELEASE_3_14",
+ "git_last_commit": "171d519",
+ "git_last_commit_date": "2021-10-27",
+ "Hash": "b8f10ab9082a4c3cbcc136006706ef4e",
+ "Requirements": [
+ "RedeR",
+ "ape",
+ "igraph"
+ ]
+ },
"UpSetR": {
"Package": "UpSetR",
"Version": "1.4.0",
@@ -1191,17 +1250,17 @@
},
"broom": {
"Package": "broom",
- "Version": "0.7.11",
+ "Version": "1.0.4",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "e4487657db580ae1fe0f85237a88ff1f",
+ "Hash": "f62b2504021369a2449c54bbda362d30",
"Requirements": [
"backports",
"dplyr",
"ellipsis",
"generics",
- "ggplot2",
"glue",
+ "lifecycle",
"purrr",
"rlang",
"stringr",
@@ -1323,6 +1382,18 @@
"backports"
]
},
+ "circlize": {
+ "Package": "circlize",
+ "Version": "0.4.15",
+ "Source": "Repository",
+ "Repository": "CRAN",
+ "Hash": "2bb47a2fe6ab009b1dcc5566d8c3a988",
+ "Requirements": [
+ "GlobalOptions",
+ "colorspace",
+ "shape"
+ ]
+ },
"class": {
"Package": "class",
"Version": "7.3-19",
@@ -1335,13 +1406,11 @@
},
"cli": {
"Package": "cli",
- "Version": "3.1.0",
+ "Version": "3.6.1",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "66a3834e54593c89d8beefb312347e58",
- "Requirements": [
- "glue"
- ]
+ "Hash": "89e6d8219950eac806ae0c489052048a",
+ "Requirements": []
},
"clipr": {
"Package": "clipr",
@@ -1351,6 +1420,37 @@
"Hash": "ebaa97ac99cc2daf04e77eecc7b781d7",
"Requirements": []
},
+ "clock": {
+ "Package": "clock",
+ "Version": "0.6.1",
+ "Source": "Repository",
+ "Repository": "CRAN",
+ "Hash": "db6b0e88fa092982ecf56322b47be0fe",
+ "Requirements": [
+ "cpp11",
+ "rlang",
+ "tzdb",
+ "vctrs"
+ ]
+ },
+ "clue": {
+ "Package": "clue",
+ "Version": "0.3-64",
+ "Source": "Repository",
+ "Repository": "CRAN",
+ "Hash": "f013e45eb656a4bb17b39cb24827a51f",
+ "Requirements": [
+ "cluster"
+ ]
+ },
+ "cluster": {
+ "Package": "cluster",
+ "Version": "2.1.4",
+ "Source": "Repository",
+ "Repository": "CRAN",
+ "Hash": "5edbbabab6ce0bf7900a74fd4358628e",
+ "Requirements": []
+ },
"clusterProfiler": {
"Package": "clusterProfiler",
"Version": "4.2.1",
@@ -1516,13 +1616,13 @@
},
"desc": {
"Package": "desc",
- "Version": "1.4.0",
+ "Version": "1.4.2",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "28763d08fadd0b733e3cee9dab4e12fe",
+ "Hash": "6b9602c7ebbe87101a9c8edb6e8b6d21",
"Requirements": [
"R6",
- "crayon",
+ "cli",
"rprojroot"
]
},
@@ -1604,13 +1704,13 @@
},
"dplyr": {
"Package": "dplyr",
- "Version": "1.0.7",
+ "Version": "1.1.2",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "36f1ae62f026c8ba9f9b5c9a08c03297",
+ "Hash": "dea6970ff715ca541c387de363ff405e",
"Requirements": [
"R6",
- "ellipsis",
+ "cli",
"generics",
"glue",
"lifecycle",
@@ -1664,6 +1764,19 @@
"proxy"
]
},
+ "easylayout": {
+ "Package": "easylayout",
+ "Version": "0.1.0",
+ "Source": "GitHub",
+ "RemoteType": "github",
+ "RemoteHost": "api.github.com",
+ "RemoteRepo": "easylayout",
+ "RemoteUsername": "daniloimparato",
+ "RemoteRef": "dadamorais",
+ "RemoteSha": "fdb800aec4852dddcdaec11a4bae1dc1c5d770b9",
+ "Hash": "555092182283a7b6537406811f0053a6",
+ "Requirements": []
+ },
"edgeR": {
"Package": "edgeR",
"Version": "3.36.0",
@@ -2004,10 +2117,10 @@
},
"generics": {
"Package": "generics",
- "Version": "0.1.1",
+ "Version": "0.1.3",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "3f6bcfb0ee5d671d9fd1893d2faa79cb",
+ "Hash": "15e9634c0fcd294799e9b2e929ed1b86",
"Requirements": []
},
"ggdist": {
@@ -2086,20 +2199,22 @@
},
"ggplot2": {
"Package": "ggplot2",
- "Version": "3.3.5",
+ "Version": "3.4.2",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "d7566c471c7b17e095dd023b9ef155ad",
+ "Hash": "3a147ee02e85a8941aad9909f1b43b7b",
"Requirements": [
"MASS",
- "digest",
+ "cli",
"glue",
"gtable",
"isoband",
+ "lifecycle",
"mgcv",
"rlang",
"scales",
"tibble",
+ "vctrs",
"withr"
]
},
@@ -2156,12 +2271,13 @@
"Package": "ggtree",
"Version": "3.2.1",
"Source": "Bioconductor",
+ "RemoteType": "bioconductor",
"Remotes": "GuangchuangYu/treeio",
"git_url": "https://git.bioconductor.org/packages/ggtree",
"git_branch": "RELEASE_3_14",
"git_last_commit": "d3747e6",
"git_last_commit_date": "2021-11-14",
- "Hash": "f156c85173024c88e2fdfd63ccca3fd7",
+ "Hash": "5711c057a04e53ed1c70909939dd9ad9",
"Requirements": [
"ape",
"aplot",
@@ -2201,10 +2317,10 @@
},
"glue": {
"Package": "glue",
- "Version": "1.6.0",
+ "Version": "1.6.2",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "b8bb7aaf248e45bac08ebed86f3a0aa4",
+ "Hash": "4f2596dfb05dac67b9dc558e5c6fba2e",
"Requirements": []
},
"googledrive": {
@@ -2346,6 +2462,20 @@
"urltools"
]
},
+ "hardhat": {
+ "Package": "hardhat",
+ "Version": "1.3.0",
+ "Source": "Repository",
+ "Repository": "CRAN",
+ "Hash": "b56b42c50bb7c76a683e8e61f415d828",
+ "Requirements": [
+ "cli",
+ "glue",
+ "rlang",
+ "tibble",
+ "vctrs"
+ ]
+ },
"haven": {
"Package": "haven",
"Version": "2.4.3",
@@ -2534,6 +2664,27 @@
"Hash": "64778782a89480e9a644f69aad9a2877",
"Requirements": []
},
+ "janitor": {
+ "Package": "janitor",
+ "Version": "2.2.0",
+ "Source": "Repository",
+ "Repository": "CRAN",
+ "Hash": "5baae149f1082f466df9d1442ba7aa65",
+ "Requirements": [
+ "dplyr",
+ "hms",
+ "lifecycle",
+ "lubridate",
+ "magrittr",
+ "purrr",
+ "rlang",
+ "snakecase",
+ "stringi",
+ "stringr",
+ "tidyr",
+ "tidyselect"
+ ]
+ },
"jquerylib": {
"Package": "jquerylib",
"Version": "0.1.4",
@@ -2638,11 +2789,12 @@
},
"lifecycle": {
"Package": "lifecycle",
- "Version": "1.0.1",
+ "Version": "1.0.3",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "a6b6d352e3ed897373ab19d8395c98d0",
+ "Hash": "001cecbeac1cff9301bdc3775ee46a86",
"Requirements": [
+ "cli",
"glue",
"rlang"
]
@@ -2901,14 +3053,26 @@
},
"openssl": {
"Package": "openssl",
- "Version": "1.4.6",
+ "Version": "2.0.6",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "69fdf291af288f32fd4cd93315084ea8",
+ "Hash": "0f7cd2962e3044bb940cca4f4b5cecbe",
"Requirements": [
"askpass"
]
},
+ "openxlsx": {
+ "Package": "openxlsx",
+ "Version": "4.2.5.2",
+ "Source": "Repository",
+ "Repository": "CRAN",
+ "Hash": "c03b4c18d42da881fb8e15a085c2b9d6",
+ "Requirements": [
+ "Rcpp",
+ "stringi",
+ "zip"
+ ]
+ },
"org.Hs.eg.db": {
"Package": "org.Hs.eg.db",
"Version": "3.14.0",
@@ -3002,15 +3166,14 @@
},
"pillar": {
"Package": "pillar",
- "Version": "1.6.4",
+ "Version": "1.9.0",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "60200b6aa32314ac457d3efbb5ccbd98",
+ "Hash": "15da5a8412f317beeee6175fbc76f4bb",
"Requirements": [
"cli",
- "crayon",
- "ellipsis",
"fansi",
+ "glue",
"lifecycle",
"rlang",
"utf8",
@@ -3054,17 +3217,18 @@
},
"pkgload": {
"Package": "pkgload",
- "Version": "1.2.4",
+ "Version": "1.3.2",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "7533cd805940821bf23eaf3c8d4c1735",
+ "Hash": "6b0c222c5071efe0f3baf3dae9aa40e2",
"Requirements": [
"cli",
"crayon",
"desc",
+ "fs",
+ "glue",
"rlang",
"rprojroot",
- "rstudioapi",
"withr"
]
},
@@ -3247,13 +3411,16 @@
},
"purrr": {
"Package": "purrr",
- "Version": "0.3.4",
+ "Version": "1.0.1",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "97def703420c8ab10d8f0e6c72101e02",
+ "Hash": "d71c815267c640f17ddbf7f16144b4bb",
"Requirements": [
+ "cli",
+ "lifecycle",
"magrittr",
- "rlang"
+ "rlang",
+ "vctrs"
]
},
"quadprog": {
@@ -3346,17 +3513,20 @@
},
"recipes": {
"Package": "recipes",
- "Version": "0.1.17",
+ "Version": "1.0.6",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "443951ef5d9e72a96405cbb0157bb1d4",
+ "Hash": "eb53ffc9674dc9a52c3a7e22d96d3f56",
"Requirements": [
"Matrix",
+ "cli",
+ "clock",
"dplyr",
"ellipsis",
"generics",
"glue",
"gower",
+ "hardhat",
"ipred",
"lifecycle",
"lubridate",
@@ -3452,10 +3622,10 @@
},
"rlang": {
"Package": "rlang",
- "Version": "0.4.12",
+ "Version": "1.1.0",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "0879f5388fe6e4d56d7ef0b7ccb031e5",
+ "Hash": "dc079ccd156cde8647360f473c1fa718",
"Requirements": []
},
"rmarkdown": {
@@ -3548,10 +3718,10 @@
},
"rstudioapi": {
"Package": "rstudioapi",
- "Version": "0.13",
+ "Version": "0.14",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "06c85365a03fdaf699966cc1d3cf53ea",
+ "Hash": "690bd2acc42a9166ce34845884459320",
"Requirements": []
},
"rsvd": {
@@ -3622,10 +3792,10 @@
},
"scales": {
"Package": "scales",
- "Version": "1.1.1",
+ "Version": "1.2.1",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "6f76f71042411426ec8df6c54f34e6dd",
+ "Hash": "906cb23d2f1c5680b8ce439b44c6fa63",
"Requirements": [
"R6",
"RColorBrewer",
@@ -3633,6 +3803,7 @@
"labeling",
"lifecycle",
"munsell",
+ "rlang",
"viridisLite"
]
},
@@ -3672,6 +3843,14 @@
"scales"
]
},
+ "shape": {
+ "Package": "shape",
+ "Version": "1.4.6",
+ "Source": "Repository",
+ "Repository": "CRAN",
+ "Hash": "9067f962730f58b14d8ae54ca885509f",
+ "Requirements": []
+ },
"shiny": {
"Package": "shiny",
"Version": "1.7.1",
@@ -3711,6 +3890,17 @@
"Rcpp"
]
},
+ "snakecase": {
+ "Package": "snakecase",
+ "Version": "0.11.0",
+ "Source": "Repository",
+ "Repository": "CRAN",
+ "Hash": "4079070fc210c7901c0832a3aeab894f",
+ "Requirements": [
+ "stringi",
+ "stringr"
+ ]
+ },
"snow": {
"Package": "snow",
"Version": "0.4-4",
@@ -3784,14 +3974,18 @@
},
"stringr": {
"Package": "stringr",
- "Version": "1.4.0",
+ "Version": "1.5.0",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "0759e6b6c0957edb1311028a49a35e76",
+ "Hash": "671a4d384ae9d32fc47a14e98bfa3dc8",
"Requirements": [
+ "cli",
"glue",
+ "lifecycle",
"magrittr",
- "stringi"
+ "rlang",
+ "stringi",
+ "vctrs"
]
},
"survival": {
@@ -3830,16 +4024,15 @@
},
"testthat": {
"Package": "testthat",
- "Version": "3.1.1",
+ "Version": "3.1.7",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "2a5c5646456762131ce40272964599d3",
+ "Hash": "7eb5fd202a61d2fb78af5869b6c08998",
"Requirements": [
"R6",
"brio",
"callr",
"cli",
- "crayon",
"desc",
"digest",
"ellipsis",
@@ -3858,12 +4051,11 @@
},
"tibble": {
"Package": "tibble",
- "Version": "3.1.6",
+ "Version": "3.2.1",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "8a8f02d1934dfd6431c671361510dd0b",
+ "Hash": "a84e2cc86d07289b3b6f5069df7a004c",
"Requirements": [
- "ellipsis",
"fansi",
"lifecycle",
"magrittr",
@@ -3915,19 +4107,20 @@
},
"tidyr": {
"Package": "tidyr",
- "Version": "1.1.4",
+ "Version": "1.3.0",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "c8fbdbd9fcac223d6c6fe8e406f368e1",
+ "Hash": "e47debdc7ce599b070c8e78e8ac0cfcf",
"Requirements": [
+ "cli",
"cpp11",
"dplyr",
- "ellipsis",
"glue",
"lifecycle",
"magrittr",
"purrr",
"rlang",
+ "stringr",
"tibble",
"tidyselect",
"vctrs"
@@ -3935,16 +4128,17 @@
},
"tidyselect": {
"Package": "tidyselect",
- "Version": "1.1.1",
+ "Version": "1.2.0",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "7243004a708d06d4716717fa1ff5b2fe",
+ "Hash": "79540e5fcd9e0435af547d885f184fd5",
"Requirements": [
- "ellipsis",
+ "cli",
"glue",
- "purrr",
+ "lifecycle",
"rlang",
- "vctrs"
+ "vctrs",
+ "withr"
]
},
"tidytree": {
@@ -4103,10 +4297,10 @@
},
"tzdb": {
"Package": "tzdb",
- "Version": "0.2.0",
+ "Version": "0.3.0",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "5e069fb033daf2317bd628d3100b75c5",
+ "Hash": "b2e1cbce7c903eaf23ec05c58e59fb5e",
"Requirements": [
"cpp11"
]
@@ -4152,13 +4346,14 @@
},
"vctrs": {
"Package": "vctrs",
- "Version": "0.3.8",
+ "Version": "0.6.2",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "ecf749a1b39ea72bd9b51b76292261f1",
+ "Hash": "a745bda7aff4734c17294bb41d4e4607",
"Requirements": [
- "ellipsis",
+ "cli",
"glue",
+ "lifecycle",
"rlang"
]
},
@@ -4207,10 +4402,10 @@
},
"waldo": {
"Package": "waldo",
- "Version": "0.3.1",
+ "Version": "0.4.0",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "ad8cfff5694ac5b3c354f8f2044bd976",
+ "Hash": "035fba89d0c86e2113120f93301b98ad",
"Requirements": [
"cli",
"diffobj",
@@ -4223,10 +4418,10 @@
},
"withr": {
"Package": "withr",
- "Version": "2.4.3",
+ "Version": "2.5.0",
"Source": "Repository",
"Repository": "CRAN",
- "Hash": "a376b424c4817cda4920bbbeb3364e85",
+ "Hash": "c0e49a9760983e81e55cdd9be92e7182",
"Requirements": []
},
"xfun": {
@@ -4269,6 +4464,14 @@
"Hash": "922e11dcf40bb5dfcf3fe5e714d0dc35",
"Requirements": []
},
+ "zip": {
+ "Package": "zip",
+ "Version": "2.3.0",
+ "Source": "Repository",
+ "Repository": "CRAN",
+ "Hash": "d98c94dacb7e0efcf83b0a133a705504",
+ "Requirements": []
+ },
"zlibbioc": {
"Package": "zlibbioc",
"Version": "1.40.0",
diff --git a/results/networks/edges2 b/results/networks/edges2
deleted file mode 100644
index e167bbd..0000000
--- a/results/networks/edges2
+++ /dev/null
@@ -1,2135 +0,0 @@
-node_a node_b weight
-0 1 0.0
-0 2 0.0
-0 3 0.0
-0 4 0.0
-0 5 0.0
-0 6 0.0
-0 7 0.0
-0 8 0.0
-0 9 0.0
-0 10 0.0
-11 12 0.0
-13 14 0.0
-13 15 0.0
-13 16 0.0
-13 17 0.0
-13 18 0.0
-13 19 0.0
-13 20 0.0
-13 21 0.0
-13 22 0.0
-13 23 0.0
-13 24 0.0
-13 25 0.0
-13 26 0.0
-13 27 0.0
-13 28 0.0
-29 30 0.0
-31 32 0.0
-33 34 0.0
-35 36 0.0
-37 38 0.0
-37 39 0.0
-37 40 0.0
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diff --git a/results/networks/model_edges.txt b/results/networks/model_edges.txt
new file mode 100644
index 0000000..bb85423
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\ No newline at end of file
diff --git a/results/networks/model_nodes.txt b/results/networks/model_nodes.txt
new file mode 100644
index 0000000..bfebb0e
--- /dev/null
+++ b/results/networks/model_nodes.txt
@@ -0,0 +1,600 @@
+node_id alias shape size color x y weight
+0 HSPB6 ELLIPSE 2.5 #ffcccc 496.75 683.82 0.0
+1 CRYAB ELLIPSE 2.5 #ffcccc 342.36 550.18 0.0
+2 TARBP1 ELLIPSE 2.5 #ffcccc 633.25 351.66 0.0
+3 BRIX1 ELLIPSE 2.5 #ffcccc 627.0 197.84 0.0
+4 DDX24 ELLIPSE 2.5 #ffcccc 681.49 177.02 0.0
+5 RPL26 ELLIPSE 2.5 #ffcccc 552.51 160.54 0.0
+6 RPL3 ELLIPSE 2.5 #ffcccc 509.95 124.3 0.0
+7 RPL13A ELLIPSE 2.5 #ffcccc 519.98 149.72 0.0
+8 RPL23 ELLIPSE 2.5 #ffcccc 538.14 85.03 0.0
+9 WDR3 ELLIPSE 2.5 #ffcccc 487.3 172.58 0.0
+10 PUS7L ELLIPSE 2.5 #ffcccc 472.13 330.16 0.0
+11 VAMP3 ELLIPSE 2.5 #ffcccc 412.52 -46.29 0.0
+12 BAIAP2L2 ELLIPSE 2.5 #ffcccc 204.48 -311.68 0.0
+13 FAM169A ELLIPSE 2.5 #ffcccc 73.31 59.37 0.0
+14 MYO9B ELLIPSE 2.5 #ffcccc 756.11 366.87 0.0
+15 PKN2 ELLIPSE 2.5 #ffcccc 937.28 39.21 0.0
+16 SGIP1 ELLIPSE 2.5 #ffcccc 125.02 -130.87 0.0
+17 RPS27A ELLIPSE 2.5 #ffcccc 615.57 33.37 0.0
+18 UBB ELLIPSE 2.5 #ffcccc 626.83 19.71 0.0
+19 AP2S1 ELLIPSE 2.5 #ffcccc 314.35 -227.4 0.0
+20 AP2A1 ELLIPSE 2.5 #ffcccc 203.23 -130.96 0.0
+21 VPS53 ELLIPSE 2.5 #ffcccc 935.48 145.85 0.0
+22 PICALM ELLIPSE 2.5 #ffcccc 388.37 -245.14 0.0
+23 SNAP47 ELLIPSE 2.5 #ffcccc -99.93 -78.59 0.0
+24 STX5 ELLIPSE 2.5 #ffcccc 197.61 -157.35 0.0
+25 PKP2 ELLIPSE 2.5 #ffcccc 1043.25 260.57 0.0
+26 BRD8 ELLIPSE 2.5 #ffcccc 870.25 151.45 0.0
+27 MRPS35 ELLIPSE 2.5 #ffcccc 712.68 21.06 0.0
+28 RPS15A ELLIPSE 2.5 #ffcccc 582.59 92.09 0.0
+29 HSPBP1 ELLIPSE 2.5 #ffcccc 454.44 115.2 0.0
+30 RPL10 ELLIPSE 2.5 #ffcccc 652.08 121.61 0.0
+31 RPL17-C18orf32 ELLIPSE 2.5 #ffcccc 635.53 179.34 0.0
+32 RPS14 ELLIPSE 2.5 #ffcccc 545.79 38.23 0.0
+33 MRPL51 ELLIPSE 2.5 #ffcccc 499.24 -204.14 0.0
+34 RPS23 ELLIPSE 2.5 #ffcccc 596.1 64.52 0.0
+35 MRPL33 ELLIPSE 2.5 #ffcccc 654.52 6.6 0.0
+36 MRPS18B ELLIPSE 2.5 #ffcccc 779.94 -109.39 0.0
+37 FAP ELLIPSE 2.5 #ffcccc -206.35 52.27 0.0
+38 THY1 ELLIPSE 2.5 #ffcccc -151.3 105.64 0.0
+39 PDRG1 ELLIPSE 2.5 #ffcccc 279.93 285.67 0.0
+40 HSPA8 ELLIPSE 2.5 #ffcccc 475.32 -8.42 0.0
+41 CCT3 ELLIPSE 2.5 #ffcccc 592.58 -7.56 0.0
+42 CCT8 ELLIPSE 2.5 #ffcccc 558.79 -20.07 0.0
+43 PFDN5 ELLIPSE 2.5 #ffcccc 424.85 130.43 0.0
+44 VCL ELLIPSE 2.5 #ffcccc 325.49 -182.78 0.0
+45 MANF ELLIPSE 2.5 #ffcccc 532.44 518.94 0.0
+46 TFG ELLIPSE 2.5 #ffcccc 55.92 20.94 0.0
+47 MYL7 ELLIPSE 2.5 #ffcccc 493.75 -598.73 0.0
+48 MYL12A ELLIPSE 2.5 #ffcccc 784.75 -567.38 0.0
+49 WDR1 ELLIPSE 2.5 #ffcccc 195.33 236.96 0.0
+50 RAP1B ELLIPSE 2.5 #ffcccc 122.38 -356.43 0.0
+51 ACTG1 ELLIPSE 2.5 #ffcccc 451.83 -265.46 0.0
+52 CTNNB1 ELLIPSE 2.5 #ffcccc 514.08 47.32 0.0
+53 TMED1 ELLIPSE 2.5 #ffcccc 222.25 526.13 0.0
+54 ZFPL1 ELLIPSE 2.5 #ffcccc 1150.94 6.13 0.0
+55 HSCB ELLIPSE 2.5 #ffcccc 579.7 -400.45 0.0
+56 SARS2 ELLIPSE 2.5 #ffcccc 237.86 -360.55 0.0
+57 PMPCA ELLIPSE 2.5 #ffcccc 215.51 -207.64 0.0
+58 IARS2 ELLIPSE 2.5 #ffcccc 519.6 -24.56 0.0
+59 TOMM40 ELLIPSE 2.5 #ffcccc 688.37 -512.59 0.0
+60 SDHB ELLIPSE 2.5 #ffcccc 373.29 -209.01 0.0
+61 ALKBH1 ELLIPSE 2.5 #ffcccc 912.32 211.97 0.0
+62 CLP1 ELLIPSE 2.5 #ffcccc 155.61 -181.96 0.0
+63 PNN ELLIPSE 2.5 #ffcccc 240.37 -225.31 0.0
+64 SNU13 ELLIPSE 2.5 #ffcccc 481.27 26.84 0.0
+65 RSRC2 ELLIPSE 2.5 #ffcccc 342.83 -673.66 0.0
+66 LSM2 ELLIPSE 2.5 #ffcccc 389.2 -140.96 0.0
+67 HNRNPM ELLIPSE 2.5 #ffcccc 306.49 18.67 0.0
+68 SART1 ELLIPSE 2.5 #ffcccc 189.98 -89.84 0.0
+69 FUS ELLIPSE 2.5 #ffcccc 361.93 -112.0 0.0
+70 HNRNPH3 ELLIPSE 2.5 #ffcccc 451.15 -65.22 0.0
+71 HNRNPA2B1 ELLIPSE 2.5 #ffcccc 370.74 24.16 0.0
+72 ARGLU1 ELLIPSE 2.5 #ffcccc -214.29 -31.88 0.0
+73 SNRPA ELLIPSE 2.5 #ffcccc 210.84 -21.54 0.0
+74 CASC3 ELLIPSE 2.5 #ffcccc 32.93 -146.12 0.0
+75 RNPS1 ELLIPSE 2.5 #ffcccc 246.94 -102.7 0.0
+76 ACOT8 ELLIPSE 2.5 #ffcccc 773.88 461.21 0.0
+77 STAG2 ELLIPSE 2.5 #ffcccc 569.69 -397.29 0.0
+78 JUND ELLIPSE 2.5 #ffcccc 414.39 -373.49 0.0
+79 CCNB1 ELLIPSE 2.5 #ffcccc 701.15 81.9 0.0
+80 H2AC8 ELLIPSE 2.5 #ffcccc 558.68 -162.1 0.0
+81 HIST1H2AC ELLIPSE 2.5 #ffcccc 583.13 -136.71 0.0
+82 TERF2 ELLIPSE 2.5 #ffcccc 512.61 -478.1 0.0
+83 ESR1 ELLIPSE 2.5 #ffcccc 445.94 -195.53 0.0
+84 SMC1A ELLIPSE 2.5 #ffcccc 651.57 -275.21 0.0
+85 CORO1A ELLIPSE 2.5 #ffcccc 877.2 191.0 0.0
+86 ITGAL ELLIPSE 2.5 #ffcccc 385.38 -489.37 0.0
+87 ARHGAP9 ELLIPSE 2.5 #ffcccc 709.26 617.96 0.0
+88 ACTR3 ELLIPSE 2.5 #ffcccc 385.3 181.68 0.0
+89 POC1A ELLIPSE 2.5 #ffcccc 777.24 274.1 0.0
+90 CAPN15 ELLIPSE 2.5 #ffcccc 782.02 498.09 0.0
+91 RNF126 ELLIPSE 2.5 #ffcccc 365.22 415.18 0.0
+92 MGA ELLIPSE 2.5 #ffcccc 228.15 110.92 0.0
+93 RNASEK-C17orf49 ELLIPSE 2.5 #ffcccc 718.08 614.74 0.0
+94 COG3 ELLIPSE 2.5 #ffcccc 523.12 -324.64 0.0
+95 CBX3 ELLIPSE 2.5 #ffcccc 687.66 -85.84 0.0
+96 AQP9 ELLIPSE 2.5 #ffcccc 959.77 -61.21 0.0
+97 FGGY ELLIPSE 2.5 #ffcccc 443.72 569.12 0.0
+98 GSR ELLIPSE 2.5 #ffcccc 370.54 -302.42 0.0
+99 IBA57 ELLIPSE 2.5 #ffcccc 161.17 -692.07 0.0
+100 PDHB ELLIPSE 2.5 #ffcccc 390.13 106.84 0.0
+101 GSTP1 ELLIPSE 2.5 #ffcccc 1071.64 92.44 0.0
+102 GPX8 ELLIPSE 2.5 #ffcccc 893.33 -291.58 0.0
+103 SNAPC2 ELLIPSE 2.5 #ffcccc 677.3 -324.43 0.0
+104 SUPT5H ELLIPSE 2.5 #ffcccc 521.66 -79.9 0.0
+105 GTF2E2 ELLIPSE 2.5 #ffcccc 866.24 -159.51 0.0
+106 POLR3G ELLIPSE 2.5 #ffcccc 964.47 -105.04 0.0
+107 RABAC1 ELLIPSE 2.5 #ffcccc -165.84 -65.63 0.0
+108 NTAQ1 ELLIPSE 2.5 #ffcccc 201.35 -428.96 0.0
+109 TRIM32 ELLIPSE 2.5 #ffcccc 203.83 164.25 0.0
+110 FIS1 ELLIPSE 2.5 #ffcccc 296.75 664.49 0.0
+111 UBXN6 ELLIPSE 2.5 #ffcccc 396.54 592.96 0.0
+112 MYBPHL ELLIPSE 2.5 #ffcccc 923.98 -663.0 0.0
+113 SEC61B ELLIPSE 2.5 #ffcccc 497.38 192.28 0.0
+114 TEX48 ELLIPSE 2.5 #ffcccc 667.42 112.87 0.0
+115 UBE2J2 ELLIPSE 2.5 #ffcccc 422.17 298.46 0.0
+116 SRP72 ELLIPSE 2.5 #ffcccc 509.51 267.15 0.0
+117 SRP9 ELLIPSE 2.5 #ffcccc 523.81 212.29 0.0
+118 RPS10-NUDT3 ELLIPSE 2.5 #ffcccc 647.87 82.85 0.0
+119 RPS7 ELLIPSE 2.5 #ffcccc 583.11 112.49 0.0
+120 RPS19 ELLIPSE 2.5 #ffcccc 600.87 84.59 0.0
+121 RPS3 ELLIPSE 2.5 #ffcccc 545.1 54.3 0.0
+122 RACK1 ELLIPSE 2.5 #ffcccc 522.35 72.17 0.0
+123 RPL36A ELLIPSE 2.5 #ffcccc 638.6 159.59 0.0
+124 RPS10 ELLIPSE 2.5 #ffcccc 557.18 91.72 0.0
+125 RPS27 ELLIPSE 2.5 #ffcccc 594.2 148.48 0.0
+126 RPL24 ELLIPSE 2.5 #ffcccc 607.46 131.87 0.0
+127 RPL7 ELLIPSE 2.5 #ffcccc 538.11 140.23 0.0
+128 RPL38 ELLIPSE 2.5 #ffcccc 490.9 133.47 0.0
+129 RPL22 ELLIPSE 2.5 #ffcccc 603.24 210.78 0.0
+130 RPL18 ELLIPSE 2.5 #ffcccc 573.93 60.88 0.0
+131 RPL7A ELLIPSE 2.5 #ffcccc 554.1 125.75 0.0
+132 RPL27 ELLIPSE 2.5 #ffcccc 490.92 94.66 0.0
+133 RPL39 ELLIPSE 2.5 #ffcccc 580.09 163.73 0.0
+134 SFXN3 ELLIPSE 2.5 #ffcccc 525.73 -752.19 0.0
+135 UQCRQ ELLIPSE 2.5 #ffcccc 272.83 -241.02 0.0
+136 NUFIP2 ELLIPSE 2.5 #ffcccc 718.45 -47.05 0.0
+137 C1QBP ELLIPSE 2.5 #ffcccc 553.33 -224.14 0.0
+138 NOP56 ELLIPSE 2.5 #ffcccc 566.36 -53.12 0.0
+139 UBAP2L ELLIPSE 2.5 #ffcccc 351.68 -377.77 0.0
+140 GP1BB ELLIPSE 2.5 #ffcccc 1029.84 471.85 0.0
+141 WDR76 ELLIPSE 2.5 #ffcccc 679.89 132.73 0.0
+142 SSBP1 ELLIPSE 2.5 #ffcccc 627.24 -49.26 0.0
+143 MAGED2 ELLIPSE 2.5 #ffcccc -46.65 -363.07 0.0
+144 CHCHD2 ELLIPSE 2.5 #ffcccc 569.69 -606.92 0.0
+145 PHB1 ELLIPSE 2.5 #ffcccc 412.13 -81.07 0.0
+146 TMEM97 ELLIPSE 2.5 #ffcccc 17.89 -635.85 0.0
+147 GUK1 ELLIPSE 2.5 #ffcccc 151.08 11.94 0.0
+148 JADE1 ELLIPSE 2.5 #ffcccc -85.84 190.69 0.0
+149 YJU2 ELLIPSE 2.5 #ffcccc -81.66 -132.88 0.0
+150 ING4 ELLIPSE 2.5 #ffcccc 155.51 117.36 0.0
+151 ZPR1 ELLIPSE 2.5 #ffcccc -59.65 17.66 0.0
+152 IL10RA ELLIPSE 2.5 #ffcccc -66.63 -81.51 0.0
+153 GLI1 ELLIPSE 2.5 #ffcccc 779.93 -208.28 0.0
+154 SEM1 ELLIPSE 2.5 #ffcccc 548.81 -141.83 0.0
+155 PSMB10 ELLIPSE 2.5 #ffcccc 567.24 -99.28 0.0
+156 PSMB5 ELLIPSE 2.5 #ffcccc 587.87 -80.0 0.0
+157 SUFU ELLIPSE 2.5 #ffcccc 821.8 -176.27 0.0
+158 ITFG2 ELLIPSE 2.5 #ffcccc 532.39 189.58 0.0
+159 BTN2A1 ELLIPSE 2.5 #ffcccc 895.81 -411.21 0.0
+160 ATP6V1H ELLIPSE 2.5 #ffcccc 355.8 -11.3 0.0
+161 ATP6V0B ELLIPSE 2.5 #ffcccc 402.13 73.56 0.0
+162 RHEB ELLIPSE 2.5 #ffcccc 363.59 447.27 0.0
+163 LAMTOR4 ELLIPSE 2.5 #ffcccc 310.8 243.46 0.0
+164 BMT2 ELLIPSE 2.5 #ffcccc 466.87 374.52 0.0
+165 WDR24 ELLIPSE 2.5 #ffcccc 157.14 220.54 0.0
+166 NME2 ELLIPSE 2.5 #ffcccc 534.42 -32.01 0.0
+167 MEA1 ELLIPSE 2.5 #ffcccc 10.54 123.13 0.0
+168 GPLD1 ELLIPSE 2.5 #ffcccc 239.39 205.77 0.0
+169 LY6H ELLIPSE 2.5 #ffcccc -38.62 -370.22 0.0
+170 CPM ELLIPSE 2.5 #ffcccc 1123.81 94.0 0.0
+171 CNTN5 ELLIPSE 2.5 #ffcccc -212.09 -99.69 0.0
+172 PIGW ELLIPSE 2.5 #ffcccc 796.5 558.58 0.0
+173 EIF1B ELLIPSE 2.5 #ffcccc 680.27 -1.3 0.0
+174 EIF3L ELLIPSE 2.5 #ffcccc 548.58 -8.51 0.0
+175 EIF3CL ELLIPSE 2.5 #ffcccc 718.2 80.71 0.0
+176 EIF3C ELLIPSE 2.5 #ffcccc 665.33 158.22 0.0
+177 EIF1 ELLIPSE 2.5 #ffcccc 707.07 130.48 0.0
+178 EIF3A ELLIPSE 2.5 #ffcccc 629.05 124.29 0.0
+179 EIF3G ELLIPSE 2.5 #ffcccc 514.98 96.94 0.0
+180 TCEANC2 ELLIPSE 2.5 #ffcccc 770.05 -591.89 0.0
+181 POLR2G ELLIPSE 2.5 #ffcccc 592.0 -162.66 0.0
+182 TTR ELLIPSE 2.5 #ffcccc -191.16 30.43 0.0
+183 ITM2B ELLIPSE 2.5 #ffcccc -67.36 444.46 0.0
+184 TBPL1 ELLIPSE 2.5 #ffcccc 996.45 -3.45 0.0
+185 GTF2H2 ELLIPSE 2.5 #ffcccc 824.3 -88.41 0.0
+186 CCNE1 ELLIPSE 2.5 #ffcccc 655.1 -137.16 0.0
+187 FGF23 ELLIPSE 2.5 #ffcccc 926.16 39.73 0.0
+188 MET ELLIPSE 2.5 #ffcccc 676.9 -154.48 0.0
+189 KDR ELLIPSE 2.5 #ffcccc 851.97 247.61 0.0
+190 FGFR1 ELLIPSE 2.5 #ffcccc 886.37 106.3 0.0
+191 GRIA1 ELLIPSE 2.5 #ffcccc 210.47 -270.12 0.0
+192 TRAPPC9 ELLIPSE 2.5 #ffcccc 310.94 651.01 0.0
+193 TRAF3 ELLIPSE 2.5 #ffcccc 305.63 -244.55 0.0
+194 TWIST1 ELLIPSE 2.5 #ffcccc 702.54 -654.01 0.0
+195 FOXO3 ELLIPSE 2.5 #ffcccc 349.48 -170.42 0.0
+196 PLA2G12A ELLIPSE 2.5 #ffcccc 555.06 -417.85 0.0
+197 PEDS1-UBE2V1 ELLIPSE 2.5 #ffcccc 707.02 -147.37 0.0
+198 PLD4 ELLIPSE 2.5 #ffcccc 861.61 -433.07 0.0
+199 PLD3 ELLIPSE 2.5 #ffcccc 1007.86 -317.48 0.0
+200 LPCAT1 ELLIPSE 2.5 #ffcccc 1042.63 -160.24 0.0
+201 SRPK3 ELLIPSE 2.5 #ffcccc 424.63 423.89 0.0
+202 SAFB ELLIPSE 2.5 #ffcccc 177.68 33.06 0.0
+203 RBM10 ELLIPSE 2.5 #ffcccc 242.95 -134.97 0.0
+204 MBNL2 ELLIPSE 2.5 #ffcccc -252.34 74.55 0.0
+205 FUBP1 ELLIPSE 2.5 #ffcccc 174.64 -98.22 0.0
+206 RBM17 ELLIPSE 2.5 #ffcccc 51.09 -85.72 0.0
+207 CTNNBL1 ELLIPSE 2.5 #ffcccc 281.85 -80.39 0.0
+208 MFAP1 ELLIPSE 2.5 #ffcccc 180.47 -145.75 0.0
+209 HNRNPA3 ELLIPSE 2.5 #ffcccc 204.24 69.56 0.0
+210 SF1 ELLIPSE 2.5 #ffcccc 277.26 -127.12 0.0
+211 HNRNPA1 ELLIPSE 2.5 #ffcccc 374.07 -0.46 0.0
+212 FMC1-LUC7L2 ELLIPSE 2.5 #ffcccc -93.92 -115.27 0.0
+213 DDX39B ELLIPSE 2.5 #ffcccc 340.73 -34.8 0.0
+214 DDX46 ELLIPSE 2.5 #ffcccc 52.88 -202.01 0.0
+215 SFPQ ELLIPSE 2.5 #ffcccc 162.58 -2.73 0.0
+216 SNRPB2 ELLIPSE 2.5 #ffcccc 144.87 -42.35 0.0
+217 SF3B5 ELLIPSE 2.5 #ffcccc 238.26 33.32 0.0
+218 ATP5F1E ELLIPSE 2.5 #ffcccc 373.36 -291.05 0.0
+219 SMARCA4 ELLIPSE 2.5 #ffcccc 614.81 -223.27 0.0
+220 JARID2 ELLIPSE 2.5 #ffcccc 486.48 -152.8 0.0
+221 PPA2 ELLIPSE 2.5 #ffcccc 423.13 -201.03 0.0
+222 COX6C ELLIPSE 2.5 #ffcccc 308.41 -158.97 0.0
+223 NDUFB10 ELLIPSE 2.5 #ffcccc 204.82 -92.67 0.0
+224 UQCR11 ELLIPSE 2.5 #ffcccc 165.26 -302.77 0.0
+225 COX7C ELLIPSE 2.5 #ffcccc 437.33 -68.95 0.0
+226 CLPP ELLIPSE 2.5 #ffcccc 331.26 -95.18 0.0
+227 TBRG4 ELLIPSE 2.5 #ffcccc 315.86 -509.92 0.0
+228 GRSF1 ELLIPSE 2.5 #ffcccc 838.05 -84.51 0.0
+229 HINT2 ELLIPSE 2.5 #ffcccc -55.81 129.46 0.0
+230 PIN1 ELLIPSE 2.5 #ffcccc 122.36 90.8 0.0
+231 CCDC97 ELLIPSE 2.5 #ffcccc 100.49 355.24 0.0
+232 DNAJC8 ELLIPSE 2.5 #ffcccc 194.05 -36.2 0.0
+233 HTATSF1 ELLIPSE 2.5 #ffcccc 127.8 -182.22 0.0
+234 CANX ELLIPSE 2.5 #ffcccc 489.56 -182.45 0.0
+235 HLA-DRA ELLIPSE 2.5 #ffcccc 226.85 -38.8 0.0
+236 HLA-DQB2 ELLIPSE 2.5 #ffcccc 271.76 33.47 0.0
+237 KCNH2 ELLIPSE 2.5 #ffcccc 26.31 -180.7 0.0
+238 CISD2 ELLIPSE 2.5 #ffcccc -22.11 32.97 0.0
+239 PRKCD ELLIPSE 2.5 #ffcccc 298.07 -83.71 0.0
+240 NCOR2 ELLIPSE 2.5 #ffcccc 393.84 -55.69 0.0
+241 IRF3 ELLIPSE 2.5 #ffcccc 352.65 120.45 0.0
+242 JPT2 ELLIPSE 2.5 #ffcccc 964.41 -688.34 0.0
+243 STMN1 ELLIPSE 2.5 #ffcccc 564.26 -531.67 0.0
+244 VGF ELLIPSE 2.5 #ffcccc 1175.25 -16.07 0.0
+245 AP1B1 ELLIPSE 2.5 #ffcccc 339.71 -185.54 0.0
+246 RAB5A ELLIPSE 2.5 #ffcccc 46.07 -434.85 0.0
+247 RAB8B ELLIPSE 2.5 #ffcccc -201.18 15.14 0.0
+248 SIPA1L2 ELLIPSE 2.5 #ffcccc 75.04 -665.27 0.0
+249 ABHD17A ELLIPSE 2.5 #ffcccc 86.24 455.71 0.0
+250 ABHD17C ELLIPSE 2.5 #ffcccc 986.11 186.32 0.0
+251 SLX1A ELLIPSE 2.5 #ffcccc 595.01 -276.17 0.0
+252 FANCF ELLIPSE 2.5 #ffcccc 738.77 -400.79 0.0
+253 XRCC3 ELLIPSE 2.5 #ffcccc 389.58 144.81 0.0
+254 ERCC4 ELLIPSE 2.5 #ffcccc 769.79 -296.41 0.0
+255 TUBG2 ELLIPSE 2.5 #ffcccc 398.0 382.74 0.0
+256 TOPORS ELLIPSE 2.5 #ffcccc -41.26 480.19 0.0
+257 BLOC1S2 ELLIPSE 2.5 #ffcccc -60.83 -14.91 0.0
+258 NME7 ELLIPSE 2.5 #ffcccc 702.29 33.34 0.0
+259 CIAO3 ELLIPSE 2.5 #ffcccc 1028.09 456.21 0.0
+260 CIAO2A ELLIPSE 2.5 #ffcccc 1141.78 261.49 0.0
+261 MLLT6 ELLIPSE 2.5 #ffcccc 19.4 147.4 0.0
+262 ZC3H4 ELLIPSE 2.5 #ffcccc -130.8 -534.83 0.0
+263 UBXN1 ELLIPSE 2.5 #ffcccc 602.54 371.63 0.0
+264 EIF4A1 ELLIPSE 2.5 #ffcccc 571.06 183.68 0.0
+265 TOMM34 ELLIPSE 2.5 #ffcccc -260.87 162.24 0.0
+266 DHX30 ELLIPSE 2.5 #ffcccc 536.59 -307.77 0.0
+267 LARP1 ELLIPSE 2.5 #ffcccc 895.13 -380.74 0.0
+268 SRSF5 ELLIPSE 2.5 #ffcccc 121.72 11.09 0.0
+269 ARID1A ELLIPSE 2.5 #ffcccc 674.61 -408.19 0.0
+270 NCL ELLIPSE 2.5 #ffcccc 408.11 99.74 0.0
+271 H2BC8 ELLIPSE 2.5 #ffcccc 781.04 63.63 0.0
+272 YEATS2 ELLIPSE 2.5 #ffcccc 707.68 -198.2 0.0
+273 TADA2B ELLIPSE 2.5 #ffcccc 585.85 -223.9 0.0
+274 PPP6R3 ELLIPSE 2.5 #ffcccc 26.05 -472.62 0.0
+275 WRAP53 ELLIPSE 2.5 #ffcccc 500.89 -343.74 0.0
+276 EIF6 ELLIPSE 2.5 #ffcccc 570.59 223.52 0.0
+277 BTG1 ELLIPSE 2.5 #ffcccc 73.64 -629.9 0.0
+278 AHCTF1 ELLIPSE 2.5 #ffcccc 853.1 461.18 0.0
+279 UBE2E1 ELLIPSE 2.5 #ffcccc 472.94 48.64 0.0
+280 CDK17 ELLIPSE 2.5 #ffcccc 1148.17 -458.07 0.0
+281 PPP2R5A ELLIPSE 2.5 #ffcccc 611.67 291.27 0.0
+282 DNMT1 ELLIPSE 2.5 #ffcccc 696.75 -180.77 0.0
+283 LIN9 ELLIPSE 2.5 #ffcccc 849.73 310.87 0.0
+284 KIFC1 ELLIPSE 2.5 #ffcccc 638.56 41.64 0.0
+285 CENPU ELLIPSE 2.5 #ffcccc 628.64 367.35 0.0
+286 BUB3 ELLIPSE 2.5 #ffcccc 454.72 149.76 0.0
+287 SKA3 ELLIPSE 2.5 #ffcccc 305.97 312.41 0.0
+288 CEP55 ELLIPSE 2.5 #ffcccc 521.59 448.26 0.0
+289 TOP2A ELLIPSE 2.5 #ffcccc 558.75 351.26 0.0
+290 OASL ELLIPSE 2.5 #ffcccc 549.38 229.74 0.0
+291 FBXL19 ELLIPSE 2.5 #ffcccc 349.32 359.3 0.0
+292 LMO2 ELLIPSE 2.5 #ffcccc 182.41 -255.71 0.0
+293 MAPRE2 ELLIPSE 2.5 #ffcccc 283.54 616.33 0.0
+294 HTRA2 ELLIPSE 2.5 #ffcccc -64.45 -583.01 0.0
+295 OR13C9 ELLIPSE 2.5 #ffcccc 265.48 533.68 0.0
+296 GNAL ELLIPSE 2.5 #ffcccc 160.62 -85.54 0.0
+297 CTSV ELLIPSE 2.5 #ffcccc 41.42 196.03 0.0
+298 DERL1 ELLIPSE 2.5 #ffcccc 707.74 334.6 0.0
+299 SLC35B1 ELLIPSE 2.5 #ffcccc 710.08 485.03 0.0
+300 NGLY1 ELLIPSE 2.5 #ffcccc 352.2 346.7 0.0
+301 RNF139 ELLIPSE 2.5 #ffcccc 1008.23 -74.25 0.0
+302 RIPK1 ELLIPSE 2.5 #ffcccc 363.21 14.63 0.0
+303 UBE2V1 ELLIPSE 2.5 #ffcccc 287.78 149.16 0.0
+304 ELOC ELLIPSE 2.5 #ffcccc 736.89 14.47 0.0
+305 IKBKG ELLIPSE 2.5 #ffcccc 433.35 -25.83 0.0
+306 GUCA1C ELLIPSE 2.5 #ffcccc -236.31 -201.74 0.0
+307 PI4KB ELLIPSE 2.5 #ffcccc 307.65 259.06 0.0
+308 GYS2 ELLIPSE 2.5 #ffcccc 1047.32 284.07 0.0
+309 GMPPA ELLIPSE 2.5 #ffcccc 842.24 329.83 0.0
+310 GBE1 ELLIPSE 2.5 #ffcccc 973.32 361.61 0.0
+311 PPP4R4 ELLIPSE 2.5 #ffcccc 445.43 549.09 0.0
+312 WNT8A ELLIPSE 2.5 #ffcccc 520.63 520.71 0.0
+313 DVL1 ELLIPSE 2.5 #ffcccc 541.2 242.29 0.0
+314 CACNG8 ELLIPSE 2.5 #ffcccc 592.85 -152.14 0.0
+315 AXIN1 ELLIPSE 2.5 #ffcccc 428.62 78.05 0.0
+316 USP22 ELLIPSE 2.5 #ffcccc 670.26 -95.27 0.0
+317 SAP130 ELLIPSE 2.5 #ffcccc 829.17 -211.9 0.0
+318 SGF29 ELLIPSE 2.5 #ffcccc 519.22 -13.6 0.0
+319 KPNA3 ELLIPSE 2.5 #ffcccc -252.88 -70.05 0.0
+320 RCC1 ELLIPSE 2.5 #ffcccc 258.74 368.74 0.0
+321 SLC30A4 ELLIPSE 2.5 #ffcccc 544.23 -499.53 0.0
+322 C19orf25 ELLIPSE 2.5 #ffcccc -10.17 -15.85 0.0
+323 KCNAB1 ELLIPSE 2.5 #ffcccc -35.36 278.5 0.0
+324 MAF1 ELLIPSE 2.5 #ffcccc 616.6 79.04 0.0
+325 CARM1 ELLIPSE 2.5 #ffcccc 318.08 -44.43 0.0
+326 GAPVD1 ELLIPSE 2.5 #ffcccc 101.57 -310.12 0.0
+327 FBXO6 ELLIPSE 2.5 #ffcccc 648.16 -330.58 0.0
+328 GBA1 ELLIPSE 2.5 #ffcccc 700.56 -282.97 0.0
+329 FKBP9 ELLIPSE 2.5 #ffcccc 442.44 -147.26 0.0
+330 PCBP4 ELLIPSE 2.5 #ffcccc -17.31 -206.58 0.0
+331 KCNQ4 ELLIPSE 2.5 #ffcccc 482.51 219.98 0.0
+332 ITGAE ELLIPSE 2.5 #ffcccc 56.53 -632.14 0.0
+333 ITGA9 ELLIPSE 2.5 #ffcccc 294.12 -715.67 0.0
+334 MED15 ELLIPSE 2.5 #ffcccc 449.86 28.34 0.0
+335 ANGPTL4 ELLIPSE 2.5 #ffcccc 195.31 173.92 0.0
+336 RXRA ELLIPSE 2.5 #ffcccc 354.21 -195.72 0.0
+337 CD247 ELLIPSE 2.5 #ffcccc 332.25 294.76 0.0
+338 KRT18 ELLIPSE 2.5 #ffcccc 216.79 636.9 0.0
+339 CETN2 ELLIPSE 2.5 #ffcccc 644.93 -78.9 0.0
+340 PRKDC ELLIPSE 2.5 #ffcccc 675.41 33.99 0.0
+341 ADGRL4 ELLIPSE 2.5 #ffcccc 275.6 625.95 0.0
+342 PLCB4 ELLIPSE 2.5 #ffcccc 580.8 310.82 0.0
+343 EFNA5 ELLIPSE 2.5 #ffcccc 1032.53 -133.77 0.0
+344 BDNF ELLIPSE 2.5 #ffcccc 993.24 -142.84 0.0
+345 KIF1B ELLIPSE 2.5 #ffcccc 941.47 -71.62 0.0
+346 NBAS ELLIPSE 2.5 #ffcccc 617.88 -277.98 0.0
+347 KIF3C ELLIPSE 2.5 #ffcccc 850.31 -300.19 0.0
+348 KIF5A ELLIPSE 2.5 #ffcccc 788.14 -253.15 0.0
+349 KLC2 ELLIPSE 2.5 #ffcccc 835.98 18.39 0.0
+350 CPSF7 ELLIPSE 2.5 #ffcccc 161.46 -133.64 0.0
+351 TP63 ELLIPSE 2.5 #ffcccc 1011.79 168.96 0.0
+352 RPH3A ELLIPSE 2.5 #ffcccc 213.27 492.14 0.0
+353 FLNC ELLIPSE 2.5 #ffcccc 233.33 -620.57 0.0
+354 PCNP ELLIPSE 2.5 #ffcccc 602.22 -744.8 0.0
+355 ALDH8A1 ELLIPSE 2.5 #ffcccc -126.66 -454.02 0.0
+356 APOC4-APOC2 ELLIPSE 2.5 #ffcccc 406.55 -468.64 0.0
+357 ZCRB1 ELLIPSE 2.5 #ffcccc 667.24 294.44 0.0
+358 SNRNP25 ELLIPSE 2.5 #ffcccc 291.31 592.51 0.0
+359 TMEM19 ELLIPSE 2.5 #ffcccc 113.35 -335.83 0.0
+360 DTD2 ELLIPSE 2.5 #ffcccc -123.13 175.16 0.0
+361 BSCL2 ELLIPSE 2.5 #ffcccc -76.3 489.58 0.0
+362 UBE2Q2 ELLIPSE 2.5 #ffcccc 1149.24 -73.26 0.0
+363 UBE2G1 ELLIPSE 2.5 #ffcccc 1008.0 -16.98 0.0
+364 SEPTIN12 ELLIPSE 2.5 #ffcccc 751.17 -421.02 0.0
+365 TMEM250 ELLIPSE 2.5 #ffcccc 800.29 389.81 0.0
+366 SEPTIN9 ELLIPSE 2.5 #ffcccc 1056.4 -84.14 0.0
+367 CHCHD6 ELLIPSE 2.5 #ffcccc 861.85 -225.34 0.0
+368 APOBEC3G ELLIPSE 2.5 #ffcccc 301.4 -334.37 0.0
+369 COX14 ELLIPSE 2.5 #ffcccc 4.89 -26.77 0.0
+370 SDHD ELLIPSE 2.5 #ffcccc 111.2 -157.38 0.0
+371 MT-CO3 ELLIPSE 2.5 #ffcccc 157.83 -240.0 0.0
+372 PWWP3B ELLIPSE 2.5 #ffcccc 88.42 -141.88 0.0
+373 TIMMDC1 ELLIPSE 2.5 #ffcccc -71.79 246.23 0.0
+374 NDUFB2 ELLIPSE 2.5 #ffcccc 274.68 -216.01 0.0
+375 CBX8 ELLIPSE 2.5 #ffcccc 339.22 -80.21 0.0
+376 CASP8AP2 ELLIPSE 2.5 #ffcccc -127.08 257.53 0.0
+377 TNRC6B ELLIPSE 2.5 #ffcccc 374.34 -341.8 0.0
+378 AGO4 ELLIPSE 2.5 #ffcccc 339.72 -255.17 0.0
+379 PHC1 ELLIPSE 2.5 #ffcccc 338.69 -133.61 0.0
+380 PNMT ELLIPSE 2.5 #ffcccc 768.93 624.44 0.0
+381 LRTOMT ELLIPSE 2.5 #ffcccc 816.28 467.91 0.0
+382 SCYL1 ELLIPSE 2.5 #ffcccc 737.08 -141.54 0.0
+383 SZRD1 ELLIPSE 2.5 #ffcccc 879.94 -35.16 0.0
+384 RIC8A ELLIPSE 2.5 #ffcccc 803.88 301.71 0.0
+385 COPZ1 ELLIPSE 2.5 #ffcccc 260.13 -549.36 0.0
+386 EPB41L1 ELLIPSE 2.5 #ffcccc 66.25 -154.94 0.0
+387 GRID2 ELLIPSE 2.5 #ffcccc 184.58 -400.9 0.0
+388 CACNA1G ELLIPSE 2.5 #ffcccc 1038.38 -36.05 0.0
+389 PRCC ELLIPSE 2.5 #ffcccc 897.48 -155.28 0.0
+390 UNK ELLIPSE 2.5 #ffcccc 1074.27 335.88 0.0
+391 SETDB1 ELLIPSE 2.5 #ffcccc 320.9 -60.91 0.0
+392 H3C4 ELLIPSE 2.5 #ffcccc 692.84 -3.26 0.0
+393 H3-3A ELLIPSE 2.5 #ffcccc 531.19 -65.61 0.0
+394 SUV39H1 ELLIPSE 2.5 #ffcccc 722.83 -324.32 0.0
+395 NKD2 ELLIPSE 2.5 #ffcccc 1049.24 323.28 0.0
+396 RBM11 ELLIPSE 2.5 #ffcccc 199.05 -198.41 0.0
+397 MPND ELLIPSE 2.5 #ffcccc 569.49 273.41 0.0
+398 PEX7 ELLIPSE 2.5 #ffcccc 852.8 -182.45 0.0
+399 SPRED3 ELLIPSE 2.5 #ffcccc 828.5 -55.59 0.0
+400 NLRP4 ELLIPSE 2.5 #ffcccc 560.46 444.96 0.0
+401 PAOX ELLIPSE 2.5 #ffcccc 933.31 -304.73 0.0
+402 LGR6 ELLIPSE 2.5 #ffcccc 36.1 233.72 0.0
+403 CHMP6 ELLIPSE 2.5 #ffcccc 794.85 -39.43 0.0
+404 KLHL12 ELLIPSE 2.5 #ffcccc 461.84 69.62 0.0
+405 CHMP7 ELLIPSE 2.5 #ffcccc 832.34 115.39 0.0
+406 GNPAT ELLIPSE 2.5 #ffcccc 995.4 118.15 0.0
+407 EGLN1 ELLIPSE 2.5 #ffcccc 466.22 197.22 0.0
+408 GSPT2 ELLIPSE 2.5 #ffcccc 650.61 225.18 0.0
+409 GPS1 ELLIPSE 2.5 #ffcccc 847.36 50.65 0.0
+410 COMMD6 ELLIPSE 2.5 #ffcccc 755.61 169.53 0.0
+411 PARK7 ELLIPSE 2.5 #ffcccc 653.95 169.01 0.0
+412 UBE2F ELLIPSE 2.5 #ffcccc 1009.33 188.17 0.0
+413 IZUMO4 ELLIPSE 2.5 #ffcccc 708.79 -536.13 0.0
+414 USP38 ELLIPSE 2.5 #ffcccc 1045.41 -322.39 0.0
+415 MYSM1 ELLIPSE 2.5 #ffcccc 665.0 -109.46 0.0
+416 UBE2E2 ELLIPSE 2.5 #ffcccc 473.77 273.47 0.0
+417 NOL10 ELLIPSE 2.5 #ffcccc 730.21 150.97 0.0
+418 UBE2A ELLIPSE 2.5 #ffcccc 337.27 141.56 0.0
+419 JOSD2 ELLIPSE 2.5 #ffcccc 543.06 392.59 0.0
+420 ADGRG7 ELLIPSE 2.5 #ffcccc 335.94 -459.93 0.0
+421 RASA1 ELLIPSE 2.5 #ffcccc 951.4 -368.66 0.0
+422 TAF11L4 ELLIPSE 2.5 #ffcccc 1162.87 -50.2 0.0
+423 KCTD2 ELLIPSE 2.5 #ffcccc 471.03 -321.67 0.0
+424 LIN7C ELLIPSE 2.5 #ffcccc 411.39 -597.1 0.0
+425 SYN1 ELLIPSE 2.5 #ffcccc 703.41 -690.62 0.0
+426 HSD17B12 ELLIPSE 2.5 #ffcccc -201.11 182.97 0.0
+427 DHCR24 ELLIPSE 2.5 #ffcccc -18.3 -147.46 0.0
+428 OAZ1 ELLIPSE 2.5 #ffcccc 709.32 -223.62 0.0
+429 TRIM52 ELLIPSE 2.5 #ffcccc 605.91 8.02 0.0
+430 TM7SF2 ELLIPSE 2.5 #ffcccc -267.6 -47.32 0.0
+431 HAUS1 ELLIPSE 2.5 #ffcccc 85.44 -263.85 0.0
+432 CEP162 ELLIPSE 2.5 #ffcccc 475.87 -724.87 0.0
+433 SCN3A ELLIPSE 2.5 #ffcccc 817.48 -548.71 0.0
+434 SCN3B ELLIPSE 2.5 #ffcccc 789.06 -430.87 0.0
+435 SCN1B ELLIPSE 2.5 #ffcccc 941.74 -243.21 0.0
+436 PLA2G4E ELLIPSE 2.5 #ffcccc 1087.65 -396.36 0.0
+437 ABCA6 ELLIPSE 2.5 #ffcccc -177.7 240.6 0.0
+438 ODF1 ELLIPSE 2.5 #ffcccc 1191.08 132.92 0.0
+439 GPC2 ELLIPSE 2.5 #ffcccc 755.79 -31.69 0.0
+440 HS3ST4 ELLIPSE 2.5 #ffcccc -32.95 -333.02 0.0
+441 MARCHF7 ELLIPSE 2.5 #ffcccc 1023.15 442.17 0.0
+442 UBE4B ELLIPSE 2.5 #ffcccc 891.9 407.9 0.0
+443 DNAI3 ELLIPSE 2.5 #ffcccc 501.39 -754.43 0.0
+444 CCDC114 ELLIPSE 2.5 #ffcccc 726.23 -269.7 0.0
+445 FABP1 ELLIPSE 2.5 #ffcccc 395.65 -343.34 0.0
+446 RGL1 ELLIPSE 2.5 #ffcccc 166.23 -448.42 0.0
+447 CHD9 ELLIPSE 2.5 #ffcccc 239.23 -255.47 0.0
+448 SNCB ELLIPSE 2.5 #ffcccc 984.96 -550.37 0.0
+449 DNAJC5G ELLIPSE 2.5 #ffcccc 829.53 -385.75 0.0
+450 ADH5 ELLIPSE 2.5 #ffcccc 950.57 507.76 0.0
+451 MCC ELLIPSE 2.5 #ffcccc 750.38 76.35 0.0
+452 RPP25L ELLIPSE 2.5 #ffcccc 296.95 -181.19 0.0
+453 NOLC1 ELLIPSE 2.5 #ffcccc 271.99 49.37 0.0
+454 ENOX2 ELLIPSE 2.5 #ffcccc 840.13 -542.42 0.0
+455 RPP40 ELLIPSE 2.5 #ffcccc 331.48 45.47 0.0
+456 INPPL1 ELLIPSE 2.5 #ffcccc -144.67 118.83 0.0
+457 GRAP2 ELLIPSE 2.5 #ffcccc -34.92 1.27 0.0
+458 PRDX3 ELLIPSE 2.5 #ffcccc 229.24 168.93 0.0
+459 CKB ELLIPSE 2.5 #ffcccc 334.03 510.62 0.0
+460 ALDOA ELLIPSE 2.5 #ffcccc 824.88 464.59 0.0
+461 PPFIBP2 ELLIPSE 2.5 #ffcccc 575.44 -703.05 0.0
+462 KAZN ELLIPSE 2.5 #ffcccc 826.94 -586.78 0.0
+463 MARCHF2 ELLIPSE 2.5 #ffcccc 617.74 543.82 0.0
+464 TMEM256 ELLIPSE 2.5 #ffcccc 597.39 -332.25 0.0
+465 RAB29 ELLIPSE 2.5 #ffcccc 779.94 -654.52 0.0
+466 TMEM14C ELLIPSE 2.5 #ffcccc 838.23 58.41 0.0
+467 TONSL ELLIPSE 2.5 #ffcccc -10.57 -277.47 0.0
+468 H1-10 ELLIPSE 2.5 #ffcccc 1139.25 -234.86 0.0
+469 CHRM1 ELLIPSE 2.5 #ffcccc 70.38 233.63 0.0
+470 EDN3 ELLIPSE 2.5 #ffcccc 920.71 100.42 0.0
+471 LPAR4 ELLIPSE 2.5 #ffcccc -193.25 -58.63 0.0
+472 GABARAP ELLIPSE 2.5 #ffcccc 783.31 295.59 0.0
+473 FNIP1 ELLIPSE 2.5 #ffcccc 490.14 310.83 0.0
+474 TBC1D25 ELLIPSE 2.5 #ffcccc 501.72 556.76 0.0
+475 ATG5 ELLIPSE 2.5 #ffcccc 1100.27 -256.32 0.0
+476 LCMT2 ELLIPSE 2.5 #ffcccc -4.28 -540.72 0.0
+477 ZNF302 ELLIPSE 2.5 #ffcccc -150.48 134.4 0.0
+478 B4GAT1 ELLIPSE 2.5 #ffcccc 654.53 475.96 0.0
+479 PRELP ELLIPSE 2.5 #ffcccc 645.32 714.28 0.0
+480 LARGE2 ELLIPSE 2.5 #ffcccc 651.74 -487.15 0.0
+481 FTSJ1 ELLIPSE 2.5 #ffcccc 583.77 277.04 0.0
+482 RHNO1 ELLIPSE 2.5 #ffcccc 642.9 -656.21 0.0
+483 ZNF746 ELLIPSE 2.5 #ffcccc 198.31 -547.04 0.0
+484 KLHL2 ELLIPSE 2.5 #ffcccc 324.78 217.62 0.0
+485 ATAD5 ELLIPSE 2.5 #ffcccc -97.61 -174.66 0.0
+486 DNAJC1 ELLIPSE 2.5 #ffcccc 277.34 320.15 0.0
+487 RAB4B ELLIPSE 2.5 #ffcccc 1058.39 38.64 0.0
+488 ECT2L ELLIPSE 2.5 #ffcccc 511.29 -581.37 0.0
+489 CFAP45 ELLIPSE 2.5 #ffcccc 1075.9 12.64 0.0
+490 CFAP53 ELLIPSE 2.5 #ffcccc 992.26 102.94 0.0
+491 CNPPD1 ELLIPSE 2.5 #ffcccc 558.43 -598.64 0.0
+492 STIL ELLIPSE 2.5 #ffcccc 167.53 532.78 0.0
+493 B3GNT4 ELLIPSE 2.5 #ffcccc 243.99 594.14 0.0
+494 KDM3A ELLIPSE 2.5 #ffcccc 600.3 -555.8 0.0
+495 FAM3A ELLIPSE 2.5 #ffcccc -65.27 490.07 0.0
+496 SNX15 ELLIPSE 2.5 #ffcccc 250.84 697.5 0.0
+497 DNAJC25 ELLIPSE 2.5 #ffcccc 188.39 329.68 0.0
+498 PELI3 ELLIPSE 2.5 #ffcccc -81.64 398.5 0.0
+499 CD6 ELLIPSE 2.5 #ffcccc -4.7 301.21 0.0
+500 CD40LG ELLIPSE 2.5 #ffcccc 420.1 -293.14 0.0
+501 ZYX ELLIPSE 2.5 #ffcccc -57.34 26.27 0.0
+502 TBC1D10B ELLIPSE 2.5 #ffcccc -161.02 -253.3 0.0
+503 DPH5 ELLIPSE 2.5 #ffcccc -57.25 -454.25 0.0
+504 RTN4IP1 ELLIPSE 2.5 #ffcccc 129.09 463.22 0.0
+505 COA3 ELLIPSE 2.5 #ffcccc 331.05 276.93 0.0
+506 PRKCH ELLIPSE 2.5 #ffcccc 12.79 -528.9 0.0
+507 ADRA2B ELLIPSE 2.5 #ffcccc 413.14 -688.04 0.0
+508 ADGRG6 ELLIPSE 2.5 #ffcccc -244.42 264.01 0.0
+509 OR3A2 ELLIPSE 2.5 #ffcccc -219.19 -442.99 0.0
+510 OR2T5 ELLIPSE 2.5 #ffcccc -71.59 -166.96 0.0
+511 OR11G2 ELLIPSE 2.5 #ffcccc 450.02 688.45 0.0
+512 OR10K2 ELLIPSE 2.5 #ffcccc 163.09 -647.49 0.0
+513 OR52A5 ELLIPSE 2.5 #ffcccc 650.63 -571.45 0.0
+514 OR9A4 ELLIPSE 2.5 #ffcccc 1027.78 -221.06 0.0
+515 TRAPPC11 ELLIPSE 2.5 #ffcccc 447.67 701.38 0.0
+516 CLDN2 ELLIPSE 2.5 #ffcccc 1048.82 -451.4 0.0
+517 CLDN3 ELLIPSE 2.5 #ffcccc 1043.11 269.29 0.0
+518 WHRN ELLIPSE 2.5 #ffcccc 82.85 588.25 0.0
+519 LIPA ELLIPSE 2.5 #ffcccc 39.18 -408.27 0.0
+520 EBAG9 ELLIPSE 2.5 #ffcccc -18.18 377.51 0.0
+521 ZNF385A ELLIPSE 2.5 #ffcccc -108.21 270.99 0.0
+522 TREM2 ELLIPSE 2.5 #ffcccc -129.0 157.41 0.0
+523 IFNAR2 ELLIPSE 2.5 #ffcccc -197.99 144.43 0.0
+524 FOXO6 ELLIPSE 2.5 #ffcccc 629.17 676.58 0.0
+525 ARL4C ELLIPSE 2.5 #ffcccc -44.34 -266.55 0.0
+526 HNRNPA1L2 ELLIPSE 2.5 #ffcccc -86.29 -2.7 0.0
+527 MAP3K15 ELLIPSE 2.5 #ffcccc 128.81 -694.14 0.0
+528 TNFSF13B ELLIPSE 2.5 #ffcccc 372.91 -455.35 0.0
+529 ANP32B ELLIPSE 2.5 #ffcccc 907.23 -599.04 0.0
+530 MAGI2 ELLIPSE 2.5 #ffcccc 549.78 663.35 0.0
+531 ZNF512 ELLIPSE 2.5 #ffcccc 658.47 -407.18 0.0
+532 TNFRSF14 ELLIPSE 2.5 #ffcccc -78.29 -524.95 0.0
+533 BTBD6 ELLIPSE 2.5 #ffcccc 378.31 513.14 0.0
+534 LRRC41 ELLIPSE 2.5 #ffcccc 1176.22 112.88 0.0
+535 AADACL2 ELLIPSE 2.5 #ffcccc 61.09 557.45 0.0
+536 CFAP43 ELLIPSE 2.5 #ffcccc 6.48 629.0 0.0
+537 ADGB ELLIPSE 2.5 #ffcccc 349.62 674.22 0.0
+538 SLFN11 ELLIPSE 2.5 #ffcccc -162.65 -209.92 0.0
+539 ARID5A ELLIPSE 2.5 #ffcccc -247.87 -61.97 0.0
+540 FOXH1 ELLIPSE 2.5 #ffcccc 8.13 -185.35 0.0
+541 TGIF2 ELLIPSE 2.5 #ffcccc 953.26 -88.6 0.0
+542 ING1 ELLIPSE 2.5 #ffcccc 1099.21 -137.98 0.0
+543 EIF2B1 ELLIPSE 2.5 #ffcccc 1126.41 -38.26 0.0
+544 AMDHD2 ELLIPSE 2.5 #ffcccc 1015.9 -37.03 0.0
+545 DPM3 ELLIPSE 2.5 #ffcccc 312.26 310.86 0.0
+546 ETS2 ELLIPSE 2.5 #ffcccc 915.4 -391.34 0.0
+547 ERC1 ELLIPSE 2.5 #ffcccc 1157.91 179.64 0.0
+548 AC098614 ELLIPSE 2.5 #ffcccc 471.8 418.07 0.0
+549 DOCK2 ELLIPSE 2.5 #ffcccc 977.19 205.81 0.0
+550 COX7B2 ELLIPSE 2.5 #ffcccc 249.52 -449.94 0.0
+551 NTPCR ELLIPSE 2.5 #ffcccc 543.83 -551.68 0.0
+552 EGLN2 ELLIPSE 2.5 #ffcccc 610.35 678.43 0.0
+553 HDGFL2 ELLIPSE 2.5 #ffcccc 586.23 550.31 0.0
+554 VARS2 ELLIPSE 2.5 #ffcccc 112.4 227.12 0.0
+555 SMIM20 ELLIPSE 2.5 #ffcccc -178.01 415.06 0.0
+556 C5orf49 ELLIPSE 2.5 #ffcccc 970.14 128.28 0.0
+557 SPAG6 ELLIPSE 2.5 #ffcccc 770.52 203.92 0.0
+558 NAXE ELLIPSE 2.5 #ffcccc 965.21 -345.44 0.0
+559 DOLPP1 ELLIPSE 2.5 #ffcccc 88.08 419.98 0.0
+560 VSNL1 ELLIPSE 2.5 #ffcccc 567.28 661.97 0.0
+561 MID1IP1 ELLIPSE 2.5 #ffcccc 925.74 -511.3 0.0
+562 BCKDK ELLIPSE 2.5 #ffcccc 831.87 435.67 0.0
+563 TMED5 ELLIPSE 2.5 #ffcccc 839.19 556.01 0.0
+564 WNT5B ELLIPSE 2.5 #ffcccc 381.2 626.58 0.0
+565 PLEKHG6 ELLIPSE 2.5 #ffcccc 1035.01 406.42 0.0
+566 NUDT8 ELLIPSE 2.5 #ffcccc -189.8 -338.25 0.0
+567 RAB40A ELLIPSE 2.5 #ffcccc 906.86 557.83 0.0
+568 FOXP4 ELLIPSE 2.5 #ffcccc 209.31 379.05 0.0
+569 FOXP2 ELLIPSE 2.5 #ffcccc 268.98 -543.84 0.0
+570 MAMLD1 ELLIPSE 2.5 #ffcccc 155.6 -336.67 0.0
+571 BAK1 ELLIPSE 2.5 #ffcccc 1002.73 -584.21 0.0
+572 LYPLA2 ELLIPSE 2.5 #ffcccc 86.19 -482.04 0.0
+573 PRR3 ELLIPSE 2.5 #ffcccc 11.97 -613.59 0.0
+574 SRM ELLIPSE 2.5 #ffcccc 217.42 -612.31 0.0
+575 TCOF1 ELLIPSE 2.5 #ffcccc -87.97 -309.68 0.0
+576 GTF3A ELLIPSE 2.5 #ffcccc 1101.28 -350.02 0.0
+577 DHX57 ELLIPSE 2.5 #ffcccc 1107.09 -182.41 0.0
+578 CDH18 ELLIPSE 2.5 #ffcccc 793.31 -538.98 0.0
+579 BTBD3 ELLIPSE 2.5 #ffcccc -135.55 252.43 0.0
+580 CAPSL ELLIPSE 2.5 #ffcccc 859.4 370.42 0.0
+581 CFAP299 ELLIPSE 2.5 #ffcccc 1104.58 -33.93 0.0
+582 CIC ELLIPSE 2.5 #ffcccc 516.23 556.01 0.0
+583 RBM33 ELLIPSE 2.5 #ffcccc 986.18 610.51 0.0
+584 ZNF638 ELLIPSE 2.5 #ffcccc 690.16 -659.05 0.0
+585 SENP6 ELLIPSE 2.5 #ffcccc 330.67 -677.62 0.0
+586 SAMD3 ELLIPSE 2.5 #ffcccc 462.57 633.75 0.0
+587 MCRIP1 ELLIPSE 2.5 #ffcccc 383.19 -753.76 0.0
+588 TMEM25 ELLIPSE 2.5 #ffcccc 20.8 583.91 0.0
+589 NFIC ELLIPSE 2.5 #ffcccc 565.94 -708.15 0.0
+590 C17orf58 ELLIPSE 2.5 #ffcccc 1015.97 -332.33 0.0
+591 NABP1 ELLIPSE 2.5 #ffcccc 88.5 538.3 0.0
+592 ADGRA2 ELLIPSE 2.5 #ffcccc 916.08 -374.11 0.0
+593 KIAA0513 ELLIPSE 2.5 #ffcccc 1054.89 469.97 0.0
+594 ELP2 ELLIPSE 2.5 #ffcccc 894.36 -337.98 0.0
+595 SYNPR ELLIPSE 2.5 #ffcccc 400.03 635.7 0.0
+596 SLC6A1 ELLIPSE 2.5 #ffcccc 827.23 588.5 0.0
+597 PARP10 ELLIPSE 2.5 #ffcccc 261.13 -623.2 0.0
+598 SOCS4 ELLIPSE 2.5 #ffcccc 1032.54 -251.82 0.0
\ No newline at end of file
diff --git a/results/networks/nodes2 b/results/networks/nodes2
deleted file mode 100644
index 2657779..0000000
--- a/results/networks/nodes2
+++ /dev/null
@@ -1,661 +0,0 @@
-node_id alias shape size color x y weight
-0 ARF5 ELLIPSE 20.0 #ffcccc 841.61 287.3 0.0
-1 UNK ELLIPSE 20.0 #ffcccc 696.11 -13.41 0.0
-2 AP1B1 ELLIPSE 20.0 #ffcccc 883.35 495.1 0.0
-3 SYNGAP1 ELLIPSE 20.0 #ffcccc 1111.97 410.88 0.0
-4 ANK2 ELLIPSE 20.0 #ffcccc 746.61 447.89 0.0
-5 BET1 ELLIPSE 20.0 #ffcccc 906.74 364.24 0.0
-6 COPZ1 ELLIPSE 20.0 #ffcccc 718.75 337.52 0.0
-7 ARCN1 ELLIPSE 20.0 #ffcccc 597.73 320.92 0.0
-8 COPB2 ELLIPSE 20.0 #ffcccc 793.91 356.14 0.0
-9 ARFGAP3 ELLIPSE 20.0 #ffcccc 867.64 401.51 0.0
-10 ARFGAP1 ELLIPSE 20.0 #ffcccc 844.23 494.3 0.0
-11 INMT ELLIPSE 20.0 #ffcccc 2085.4 -322.65 0.0
-12 IDO2 ELLIPSE 20.0 #ffcccc 2152.15 -289.13 0.0
-13 ERCC1 ELLIPSE 20.0 #ffcccc 138.61 860.95 0.0
-14 POLR2K ELLIPSE 20.0 #ffcccc -61.26 748.31 0.0
-15 UBB ELLIPSE 20.0 #ffcccc 588.13 578.51 0.0
-16 POLR2F ELLIPSE 20.0 #ffcccc -87.56 675.71 0.0
-17 CHD1L ELLIPSE 20.0 #ffcccc 171.64 381.95 0.0
-18 HMGN1 ELLIPSE 20.0 #ffcccc 28.26 878.23 0.0
-19 GTF2H3 ELLIPSE 20.0 #ffcccc 46.62 685.12 0.0
-20 FANCF ELLIPSE 20.0 #ffcccc 189.93 1014.11 0.0
-21 PMS1 ELLIPSE 20.0 #ffcccc 62.3 769.35 0.0
-22 FANCC ELLIPSE 20.0 #ffcccc 257.72 1031.73 0.0
-23 DDB2 ELLIPSE 20.0 #ffcccc 161.05 694.89 0.0
-24 RHNO1 ELLIPSE 20.0 #ffcccc 311.68 993.67 0.0
-25 RAD1 ELLIPSE 20.0 #ffcccc 255.14 930.89 0.0
-26 SLX1A ELLIPSE 20.0 #ffcccc -29.21 1092.19 0.0
-27 CETN2 ELLIPSE 20.0 #ffcccc 156.78 623.39 0.0
-28 USP45 ELLIPSE 20.0 #ffcccc 212.98 1058.68 0.0
-29 TARBP1 ELLIPSE 20.0 #ffcccc -443.39 -8.51 0.0
-30 NOL6 ELLIPSE 20.0 #ffcccc -209.48 117.9 0.0
-31 RTN4R ELLIPSE 20.0 #ffcccc 1589.89 1819.99 0.0
-32 RTN4 ELLIPSE 20.0 #ffcccc 1668.11 1821.99 0.0
-33 RCN1 ELLIPSE 20.0 #ffcccc 1462.1 758.32 0.0
-34 MYL6 ELLIPSE 20.0 #ffcccc 1263.46 692.14 0.0
-35 PKP2 ELLIPSE 20.0 #ffcccc 2823.51 -460.09 0.0
-36 KRT18 ELLIPSE 20.0 #ffcccc 2789.84 -390.77 0.0
-37 NDUFB4 ELLIPSE 20.0 #ffcccc -198.57 -363.51 0.0
-38 COX6C ELLIPSE 20.0 #ffcccc -220.11 -211.94 0.0
-39 ATP5F1E ELLIPSE 20.0 #ffcccc -19.83 -283.42 0.0
-40 COX7C ELLIPSE 20.0 #ffcccc -54.13 -151.49 0.0
-41 ATP5MF ELLIPSE 20.0 #ffcccc -36.9 -368.58 0.0
-42 TIMMDC1 ELLIPSE 20.0 #ffcccc -246.79 -464.18 0.0
-43 UQCR11 ELLIPSE 20.0 #ffcccc -172.92 -281.26 0.0
-44 UQCRQ ELLIPSE 20.0 #ffcccc -122.89 -167.91 0.0
-45 NDUFB10 ELLIPSE 20.0 #ffcccc -81.04 -246.71 0.0
-46 SLC22A4 ELLIPSE 20.0 #ffcccc 439.38 1626.13 0.0
-47 PDZK1 ELLIPSE 20.0 #ffcccc 449.48 1481.8 0.0
-48 VCL ELLIPSE 20.0 #ffcccc 990.04 661.6 0.0
-49 ARRB2 ELLIPSE 20.0 #ffcccc 940.15 830.98 0.0
-50 SCAF4 ELLIPSE 20.0 #ffcccc 696.46 1132.1 0.0
-51 DAG1 ELLIPSE 20.0 #ffcccc 1222.33 657.83 0.0
-52 PICALM ELLIPSE 20.0 #ffcccc 757.58 531.81 0.0
-53 MYL12A ELLIPSE 20.0 #ffcccc 1163.8 666.73 0.0
-54 MANF ELLIPSE 20.0 #ffcccc 713.2 407.35 0.0
-55 ACTG1 ELLIPSE 20.0 #ffcccc 1061.39 550.63 0.0
-56 CTNND1 ELLIPSE 20.0 #ffcccc 1256.47 626.39 0.0
-57 ZYX ELLIPSE 20.0 #ffcccc 1060.68 412.73 0.0
-58 MIF ELLIPSE 20.0 #ffcccc 184.74 -80.38 0.0
-59 RPS28 ELLIPSE 20.0 #ffcccc 347.42 140.89 0.0
-60 NME2 ELLIPSE 20.0 #ffcccc 321.59 8.65 0.0
-61 PARK7 ELLIPSE 20.0 #ffcccc 212.3 149.2 0.0
-62 HSCB ELLIPSE 20.0 #ffcccc -60.44 -75.36 0.0
-63 SDHB ELLIPSE 20.0 #ffcccc 28.9 -193.7 0.0
-64 ISCA1 ELLIPSE 20.0 #ffcccc -164.65 -110.94 0.0
-65 HSPA9 ELLIPSE 20.0 #ffcccc 167.38 166.28 0.0
-66 ST13 ELLIPSE 20.0 #ffcccc 597.2 370.91 0.0
-67 PDIA4 ELLIPSE 20.0 #ffcccc 801.92 518.82 0.0
-68 TFG ELLIPSE 20.0 #ffcccc 893.75 312.98 0.0
-69 HSPA8 ELLIPSE 20.0 #ffcccc 275.73 461.19 0.0
-70 PNN ELLIPSE 20.0 #ffcccc -366.98 613.33 0.0
-71 RSRC2 ELLIPSE 20.0 #ffcccc -605.25 700.17 0.0
-72 SMG6 ELLIPSE 20.0 #ffcccc -69.88 538.55 0.0
-73 HNRNPA2B1 ELLIPSE 20.0 #ffcccc 1.97 421.11 0.0
-74 U2AF2 ELLIPSE 20.0 #ffcccc -363.02 509.85 0.0
-75 HNRNPH3 ELLIPSE 20.0 #ffcccc -334.97 435.87 0.0
-76 ARGLU1 ELLIPSE 20.0 #ffcccc -461.16 556.22 0.0
-77 CASC3 ELLIPSE 20.0 #ffcccc -248.57 667.24 0.0
-78 PNISR ELLIPSE 20.0 #ffcccc -572.7 572.77 0.0
-79 RNPS1 ELLIPSE 20.0 #ffcccc -141.45 663.9 0.0
-80 ACOT8 ELLIPSE 20.0 #ffcccc -475.26 1031.22 0.0
-81 PEX7 ELLIPSE 20.0 #ffcccc -0.36 682.64 0.0
-82 PAOX ELLIPSE 20.0 #ffcccc -581.65 1168.91 0.0
-83 SCP2 ELLIPSE 20.0 #ffcccc -672.82 1158.48 0.0
-84 SLC27A2 ELLIPSE 20.0 #ffcccc -631.26 1084.53 0.0
-85 GNPAT ELLIPSE 20.0 #ffcccc -575.39 1110.65 0.0
-86 RAC1 ELLIPSE 20.0 #ffcccc 1283.67 472.38 0.0
-87 PAK3 ELLIPSE 20.0 #ffcccc 1218.51 791.08 0.0
-88 PSMD10 ELLIPSE 20.0 #ffcccc 356.61 189.06 0.0
-89 UBE3A ELLIPSE 20.0 #ffcccc 530.92 197.56 0.0
-90 SRP9 ELLIPSE 20.0 #ffcccc 65.29 278.32 0.0
-91 PSMF1 ELLIPSE 20.0 #ffcccc 509.36 134.56 0.0
-92 PSME3 ELLIPSE 20.0 #ffcccc 259.31 309.38 0.0
-93 PSMB10 ELLIPSE 20.0 #ffcccc 477.28 190.96 0.0
-94 OAZ1 ELLIPSE 20.0 #ffcccc 431.04 63.75 0.0
-95 OAZ3 ELLIPSE 20.0 #ffcccc 369.99 73.0 0.0
-96 GLI1 ELLIPSE 20.0 #ffcccc 532.16 374.26 0.0
-97 PSMB5 ELLIPSE 20.0 #ffcccc 417.29 193.41 0.0
-98 SEM1 ELLIPSE 20.0 #ffcccc 451.99 123.82 0.0
-99 STAG2 ELLIPSE 20.0 #ffcccc 277.93 872.88 0.0
-100 WDR44 ELLIPSE 20.0 #ffcccc 255.7 190.79 0.0
-101 JUND ELLIPSE 20.0 #ffcccc 431.21 979.55 0.0
-102 HIST1H2AC ELLIPSE 20.0 #ffcccc 385.46 805.05 0.0
-103 TERF2 ELLIPSE 20.0 #ffcccc 227.69 1125.9 0.0
-104 CCNB1 ELLIPSE 20.0 #ffcccc 519.34 922.16 0.0
-105 SMC5 ELLIPSE 20.0 #ffcccc 149.36 1117.63 0.0
-106 SMC1A ELLIPSE 20.0 #ffcccc 195.14 876.34 0.0
-107 TIMP1 ELLIPSE 20.0 #ffcccc 2913.78 241.28 0.0
-108 CD63 ELLIPSE 20.0 #ffcccc 2947.22 318.55 0.0
-109 CORO1A ELLIPSE 20.0 #ffcccc 1416.58 221.31 0.0
-110 AKTIP ELLIPSE 20.0 #ffcccc 1450.14 450.03 0.0
-111 CD37 ELLIPSE 20.0 #ffcccc 1571.88 112.15 0.0
-112 POC1A ELLIPSE 20.0 #ffcccc 986.91 234.0 0.0
-113 DOCK2 ELLIPSE 20.0 #ffcccc 1585.86 232.12 0.0
-114 NME3 ELLIPSE 20.0 #ffcccc 438.91 -230.18 0.0
-115 BBS2 ELLIPSE 20.0 #ffcccc 403.92 -25.03 0.0
-116 NME7 ELLIPSE 20.0 #ffcccc 445.26 -303.64 0.0
-117 NUDT2 ELLIPSE 20.0 #ffcccc 375.33 -283.2 0.0
-118 GUK1 ELLIPSE 20.0 #ffcccc 543.88 -368.29 0.0
-119 ARHGDIG ELLIPSE 20.0 #ffcccc 1581.54 421.34 0.0
-120 STUB1 ELLIPSE 20.0 #ffcccc 573.18 109.97 0.0
-121 JOSD2 ELLIPSE 20.0 #ffcccc 733.27 31.24 0.0
-122 CLPP ELLIPSE 20.0 #ffcccc 322.16 -131.3 0.0
-123 CCT8 ELLIPSE 20.0 #ffcccc 326.04 298.39 0.0
-124 CCT3 ELLIPSE 20.0 #ffcccc 295.85 256.82 0.0
-125 TWIST1 ELLIPSE 20.0 #ffcccc 623.34 504.52 0.0
-126 KCNH2 ELLIPSE 20.0 #ffcccc 507.31 258.13 0.0
-127 UBE2E1 ELLIPSE 20.0 #ffcccc 547.14 284.82 0.0
-128 UBE2E2 ELLIPSE 20.0 #ffcccc 681.2 63.04 0.0
-129 B4GAT1 ELLIPSE 20.0 #ffcccc 675.1 -114.52 0.0
-130 PEDS1-UBE2V1 ELLIPSE 20.0 #ffcccc 868.19 -157.66 0.0
-131 RIPK1 ELLIPSE 20.0 #ffcccc 930.37 252.74 0.0
-132 UBE2V1 ELLIPSE 20.0 #ffcccc 775.94 190.22 0.0
-133 MGA ELLIPSE 20.0 #ffcccc 242.85 -311.82 0.0
-134 ZMYND8 ELLIPSE 20.0 #ffcccc 244.01 -543.43 0.0
-135 BOLA2-SMG1P6 ELLIPSE 20.0 #ffcccc 500.99 -22.68 0.0
-136 PELP1 ELLIPSE 20.0 #ffcccc -61.3 -206.45 0.0
-137 AQP9 ELLIPSE 20.0 #ffcccc 2438.54 1674.86 0.0
-138 AQP7 ELLIPSE 20.0 #ffcccc 2363.34 1677.46 0.0
-139 EIF3E ELLIPSE 20.0 #ffcccc 59.65 339.11 0.0
-140 MPND ELLIPSE 20.0 #ffcccc 380.1 285.66 0.0
-141 MYSM1 ELLIPSE 20.0 #ffcccc 482.44 319.38 0.0
-142 RPL34 ELLIPSE 20.0 #ffcccc 188.32 113.77 0.0
-143 RPL13A ELLIPSE 20.0 #ffcccc 26.69 -23.87 0.0
-144 GTPBP4 ELLIPSE 20.0 #ffcccc -183.81 345.13 0.0
-145 RPL31 ELLIPSE 20.0 #ffcccc 248.8 99.18 0.0
-146 RPL26 ELLIPSE 20.0 #ffcccc 230.15 -8.52 0.0
-147 RPL3L ELLIPSE 20.0 #ffcccc 138.47 246.63 0.0
-148 RPL7A ELLIPSE 20.0 #ffcccc 115.25 -2.49 0.0
-149 RPL27 ELLIPSE 20.0 #ffcccc -43.78 15.66 0.0
-150 RPL24 ELLIPSE 20.0 #ffcccc -99.7 61.47 0.0
-151 RPL7 ELLIPSE 20.0 #ffcccc 76.94 80.81 0.0
-152 RPL18 ELLIPSE 20.0 #ffcccc 122.91 479.94 0.0
-153 EIF1 ELLIPSE 20.0 #ffcccc 76.91 169.82 0.0
-154 RPS20 ELLIPSE 20.0 #ffcccc -222.97 247.33 0.0
-155 RPS10 ELLIPSE 20.0 #ffcccc -124.58 210.16 0.0
-156 RPS19 ELLIPSE 20.0 #ffcccc 222.26 456.75 0.0
-157 RACK1 ELLIPSE 20.0 #ffcccc 473.17 369.09 0.0
-158 RPS3 ELLIPSE 20.0 #ffcccc 38.0 577.82 0.0
-159 EIF4G1 ELLIPSE 20.0 #ffcccc 77.64 441.43 0.0
-160 EIF3L ELLIPSE 20.0 #ffcccc 13.09 264.17 0.0
-161 EIF3CL ELLIPSE 20.0 #ffcccc 127.6 206.22 0.0
-162 EIF3C ELLIPSE 20.0 #ffcccc 176.52 260.84 0.0
-163 GSR ELLIPSE 20.0 #ffcccc 457.28 -647.78 0.0
-164 PDHB ELLIPSE 20.0 #ffcccc 208.51 -267.82 0.0
-165 GSTP1 ELLIPSE 20.0 #ffcccc 601.85 -819.73 0.0
-166 GGT5 ELLIPSE 20.0 #ffcccc 596.84 -755.2 0.0
-167 SNAPC2 ELLIPSE 20.0 #ffcccc -190.69 959.25 0.0
-168 GTF2E2 ELLIPSE 20.0 #ffcccc -148.25 885.22 0.0
-169 ZNF143 ELLIPSE 20.0 #ffcccc -237.8 928.15 0.0
-170 APLP1 ELLIPSE 20.0 #ffcccc 1536.39 1078.01 0.0
-171 KIF5A ELLIPSE 20.0 #ffcccc 1293.14 897.8 0.0
-172 APBB3 ELLIPSE 20.0 #ffcccc 1663.38 1170.77 0.0
-173 RABAC1 ELLIPSE 20.0 #ffcccc 1746.17 1822.48 0.0
-174 GCDH ELLIPSE 20.0 #ffcccc 85.37 -755.26 0.0
-175 ETFDH ELLIPSE 20.0 #ffcccc 130.15 -598.06 0.0
-176 COMP ELLIPSE 20.0 #ffcccc 1759.79 598.65 0.0
-177 ITGA9 ELLIPSE 20.0 #ffcccc 1565.99 560.48 0.0
-178 SNAP47 ELLIPSE 20.0 #ffcccc 1058.12 344.06 0.0
-179 GRIA1 ELLIPSE 20.0 #ffcccc 1018.9 583.83 0.0
-180 SEC22A ELLIPSE 20.0 #ffcccc 908.62 437.16 0.0
-181 STX5 ELLIPSE 20.0 #ffcccc 1005.26 418.21 0.0
-182 CHN2 ELLIPSE 20.0 #ffcccc 1301.16 299.39 0.0
-183 RBM28 ELLIPSE 20.0 #ffcccc -321.69 189.26 0.0
-184 IFI16 ELLIPSE 20.0 #ffcccc -283.37 31.15 0.0
-185 FTSJ1 ELLIPSE 20.0 #ffcccc -396.54 117.48 0.0
-186 C7orf50 ELLIPSE 20.0 #ffcccc -347.32 323.95 0.0
-187 DHX32 ELLIPSE 20.0 #ffcccc -392.58 327.97 0.0
-188 GPATCH4 ELLIPSE 20.0 #ffcccc -90.78 430.57 0.0
-189 GNL1 ELLIPSE 20.0 #ffcccc -219.58 170.35 0.0
-190 NVL ELLIPSE 20.0 #ffcccc -330.52 262.57 0.0
-191 SNU13 ELLIPSE 20.0 #ffcccc -206.26 460.06 0.0
-192 BRIX1 ELLIPSE 20.0 #ffcccc -165.28 232.55 0.0
-193 DDX47 ELLIPSE 20.0 #ffcccc -83.94 305.04 0.0
-194 FIS1 ELLIPSE 20.0 #ffcccc 301.03 -379.2 0.0
-195 MAF1 ELLIPSE 20.0 #ffcccc 264.02 -159.01 0.0
-196 SFXN3 ELLIPSE 20.0 #ffcccc -369.62 -313.93 0.0
-197 SUPT4H1 ELLIPSE 20.0 #ffcccc -165.53 555.5 0.0
-198 ELOC ELLIPSE 20.0 #ffcccc 14.7 467.18 0.0
-199 TCEANC2 ELLIPSE 20.0 #ffcccc -278.53 730.48 0.0
-200 NCL ELLIPSE 20.0 #ffcccc -250.3 328.88 0.0
-201 WDR61 ELLIPSE 20.0 #ffcccc 5.42 339.39 0.0
-202 C1QBP ELLIPSE 20.0 #ffcccc 172.22 485.55 0.0
-203 MRPS27 ELLIPSE 20.0 #ffcccc -97.34 373.64 0.0
-204 FMR1 ELLIPSE 20.0 #ffcccc -111.85 613.78 0.0
-205 UBAP2L ELLIPSE 20.0 #ffcccc 107.64 608.79 0.0
-206 MAGED2 ELLIPSE 20.0 #ffcccc 555.43 808.17 0.0
-207 SSBP1 ELLIPSE 20.0 #ffcccc -36.12 504.5 0.0
-208 GP1BB ELLIPSE 20.0 #ffcccc 584.78 917.5 0.0
-209 TOMM40 ELLIPSE 20.0 #ffcccc 174.33 1.35 0.0
-210 MCM9 ELLIPSE 20.0 #ffcccc 105.43 688.12 0.0
-211 DDX39B ELLIPSE 20.0 #ffcccc -37.55 448.77 0.0
-212 AKAP10 ELLIPSE 20.0 #ffcccc 433.35 1282.12 0.0
-213 PRKAR1B ELLIPSE 20.0 #ffcccc 461.27 926.74 0.0
-214 TMEM97 ELLIPSE 20.0 #ffcccc 632.75 -546.8 0.0
-215 JADE1 ELLIPSE 20.0 #ffcccc -747.13 468.51 0.0
-216 YJU2 ELLIPSE 20.0 #ffcccc -536.75 472.27 0.0
-217 ZPR1 ELLIPSE 20.0 #ffcccc 1239.7 381.39 0.0
-218 IL10RA ELLIPSE 20.0 #ffcccc 1756.65 172.73 0.0
-219 PTCH2 ELLIPSE 20.0 #ffcccc 680.04 291.37 0.0
-220 MAPK14 ELLIPSE 20.0 #ffcccc 832.72 584.87 0.0
-221 TCF4 ELLIPSE 20.0 #ffcccc 665.07 565.26 0.0
-222 FOXO3 ELLIPSE 20.0 #ffcccc 640.43 846.71 0.0
-223 ESR2 ELLIPSE 20.0 #ffcccc 667.93 612.41 0.0
-224 CBX8 ELLIPSE 20.0 #ffcccc 365.87 486.91 0.0
-225 NCOR2 ELLIPSE 20.0 #ffcccc 651.33 445.76 0.0
-226 ETS2 ELLIPSE 20.0 #ffcccc 602.69 786.56 0.0
-227 BLK ELLIPSE 20.0 #ffcccc 1118.72 357.3 0.0
-228 KDR ELLIPSE 20.0 #ffcccc 1125.67 586.11 0.0
-229 CD40LG ELLIPSE 20.0 #ffcccc 1195.38 255.62 0.0
-230 MEF2C ELLIPSE 20.0 #ffcccc 548.04 614.04 0.0
-231 MAP2K3 ELLIPSE 20.0 #ffcccc 1080.71 235.14 0.0
-232 ZFAND5 ELLIPSE 20.0 #ffcccc 607.66 -22.62 0.0
-233 PATJ ELLIPSE 20.0 #ffcccc 986.83 2.31 0.0
-234 TTC31 ELLIPSE 20.0 #ffcccc -443.84 -166.87 0.0
-235 PTGES3L-AARSD1 ELLIPSE 20.0 #ffcccc -257.0 -67.12 0.0
-236 FGF23 ELLIPSE 20.0 #ffcccc 1160.17 730.94 0.0
-237 CNTRL ELLIPSE 20.0 #ffcccc 1203.86 996.58 0.0
-238 MET ELLIPSE 20.0 #ffcccc 1204.54 460.44 0.0
-239 GDA ELLIPSE 20.0 #ffcccc 708.32 487.54 0.0
-240 LARS1 ELLIPSE 20.0 #ffcccc 251.98 379.28 0.0
-241 LCMT2 ELLIPSE 20.0 #ffcccc 740.19 698.61 0.0
-242 UPB1 ELLIPSE 20.0 #ffcccc 991.24 -137.98 0.0
-243 IFT81 ELLIPSE 20.0 #ffcccc 1646.75 -135.42 0.0
-244 TRAF3IP1 ELLIPSE 20.0 #ffcccc 1547.29 -23.16 0.0
-245 IFT46 ELLIPSE 20.0 #ffcccc 1684.65 -83.54 0.0
-246 SNRPA ELLIPSE 20.0 #ffcccc -399.07 381.54 0.0
-247 HNRNPA3 ELLIPSE 20.0 #ffcccc -232.62 585.64 0.0
-248 MBNL2 ELLIPSE 20.0 #ffcccc -646.67 303.96 0.0
-249 FMC1-LUC7L2 ELLIPSE 20.0 #ffcccc -592.7 465.55 0.0
-250 HNRNPA1 ELLIPSE 20.0 #ffcccc -45.36 332.23 0.0
-251 SF1 ELLIPSE 20.0 #ffcccc -268.89 403.47 0.0
-252 SFPQ ELLIPSE 20.0 #ffcccc -141.4 497.24 0.0
-253 SART1 ELLIPSE 20.0 #ffcccc -537.3 381.0 0.0
-254 C4BPB ELLIPSE 20.0 #ffcccc 1620.53 926.93 0.0
-255 DCTN4 ELLIPSE 20.0 #ffcccc 1459.69 830.36 0.0
-256 MT-CO3 ELLIPSE 20.0 #ffcccc -258.06 -329.35 0.0
-257 RPL39 ELLIPSE 20.0 #ffcccc -21.74 139.86 0.0
-258 PPA1 ELLIPSE 20.0 #ffcccc 128.71 -147.82 0.0
-259 LHPP ELLIPSE 20.0 #ffcccc 89.47 -281.09 0.0
-260 ATP6V0B ELLIPSE 20.0 #ffcccc 150.1 -374.18 0.0
-261 ATP6AP1 ELLIPSE 20.0 #ffcccc 86.02 -358.46 0.0
-262 PPA2 ELLIPSE 20.0 #ffcccc 70.49 -127.11 0.0
-263 ATP6V1H ELLIPSE 20.0 #ffcccc 239.25 -230.65 0.0
-264 CFP ELLIPSE 20.0 #ffcccc -1443.31 284.32 0.0
-265 ADAMTS18 ELLIPSE 20.0 #ffcccc -1406.65 226.71 0.0
-266 ADAMTS3 ELLIPSE 20.0 #ffcccc -1465.25 189.62 0.0
-267 ADAMTSL2 ELLIPSE 20.0 #ffcccc -1502.33 247.83 0.0
-268 CANX ELLIPSE 20.0 #ffcccc 603.98 149.28 0.0
-269 RAB40A ELLIPSE 20.0 #ffcccc 132.38 85.51 0.0
-270 RAB12 ELLIPSE 20.0 #ffcccc 515.5 72.69 0.0
-271 HLA-DRA ELLIPSE 20.0 #ffcccc 979.61 172.73 0.0
-272 HLA-E ELLIPSE 20.0 #ffcccc 1060.96 149.16 0.0
-273 TAP2 ELLIPSE 20.0 #ffcccc 842.68 115.98 0.0
-274 VDAC1 ELLIPSE 20.0 #ffcccc 361.5 -170.8 0.0
-275 PIN1 ELLIPSE 20.0 #ffcccc 805.35 678.7 0.0
-276 PPP2R2A ELLIPSE 20.0 #ffcccc 599.93 692.94 0.0
-277 PPP2R5A ELLIPSE 20.0 #ffcccc 865.12 830.11 0.0
-278 PRKCD ELLIPSE 20.0 #ffcccc 1006.95 494.71 0.0
-279 AXIN1 ELLIPSE 20.0 #ffcccc 1020.18 715.62 0.0
-280 JPT2 ELLIPSE 20.0 #ffcccc 303.79 1208.48 0.0
-281 STMN1 ELLIPSE 20.0 #ffcccc 359.23 977.94 0.0
-282 PEX1 ELLIPSE 20.0 #ffcccc 75.57 831.74 0.0
-283 MLLT6 ELLIPSE 20.0 #ffcccc 337.81 1311.64 0.0
-284 ZC3H4 ELLIPSE 20.0 #ffcccc 319.52 1093.16 0.0
-285 CLP1 ELLIPSE 20.0 #ffcccc -46.07 840.04 0.0
-286 PDXDC1 ELLIPSE 20.0 #ffcccc 253.03 -68.65 0.0
-287 TNS4 ELLIPSE 20.0 #ffcccc 1417.77 388.04 0.0
-288 FUS ELLIPSE 20.0 #ffcccc -54.62 612.12 0.0
-289 YEATS2 ELLIPSE 20.0 #ffcccc -118.9 965.16 0.0
-290 HNRNPA1L2 ELLIPSE 20.0 #ffcccc -254.05 472.81 0.0
-291 RXRA ELLIPSE 20.0 #ffcccc 286.39 530.79 0.0
-292 HNRNPUL1 ELLIPSE 20.0 #ffcccc -343.55 559.36 0.0
-293 SMARCA4 ELLIPSE 20.0 #ffcccc 340.06 553.1 0.0
-294 HSD17B7 ELLIPSE 20.0 #ffcccc 1101.06 1706.19 0.0
-295 TM7SF2 ELLIPSE 20.0 #ffcccc 1136.86 1643.97 0.0
-296 HSD17B12 ELLIPSE 20.0 #ffcccc 1107.79 1815.94 0.0
-297 DHCR24 ELLIPSE 20.0 #ffcccc 1075.46 1533.81 0.0
-298 EEFSEC ELLIPSE 20.0 #ffcccc 21.39 163.92 0.0
-299 MRPL20 ELLIPSE 20.0 #ffcccc -65.6 219.42 0.0
-300 DERPC ELLIPSE 20.0 #ffcccc 161.31 1310.08 0.0
-301 PPP6R3 ELLIPSE 20.0 #ffcccc 207.82 1349.2 0.0
-302 PDE6A ELLIPSE 20.0 #ffcccc 563.84 -564.58 0.0
-303 BTG1 ELLIPSE 20.0 #ffcccc 754.96 1042.73 0.0
-304 CCNJ ELLIPSE 20.0 #ffcccc 557.64 1224.59 0.0
-305 MIS18BP1 ELLIPSE 20.0 #ffcccc 488.89 1149.82 0.0
-306 DNMT1 ELLIPSE 20.0 #ffcccc 228.85 834.0 0.0
-307 CNPPD1 ELLIPSE 20.0 #ffcccc 589.43 1149.92 0.0
-308 STIL ELLIPSE 20.0 #ffcccc 619.76 1221.93 0.0
-309 CDK16 ELLIPSE 20.0 #ffcccc 614.55 1012.06 0.0
-310 RCC1 ELLIPSE 20.0 #ffcccc 391.74 687.14 0.0
-311 CENPU ELLIPSE 20.0 #ffcccc 435.03 1107.41 0.0
-312 HJURP ELLIPSE 20.0 #ffcccc 636.68 1080.76 0.0
-313 KIFC1 ELLIPSE 20.0 #ffcccc 1113.78 972.51 0.0
-314 CKAP2 ELLIPSE 20.0 #ffcccc 482.06 1091.36 0.0
-315 NUP42 ELLIPSE 20.0 #ffcccc 17.05 635.47 0.0
-316 SKA3 ELLIPSE 20.0 #ffcccc 529.79 1122.95 0.0
-317 KPNA2 ELLIPSE 20.0 #ffcccc 422.61 867.75 0.0
-318 KIDINS220 ELLIPSE 20.0 #ffcccc 1593.7 648.43 0.0
-319 BDNF ELLIPSE 20.0 #ffcccc 1381.45 610.98 0.0
-320 ARHGAP9 ELLIPSE 20.0 #ffcccc 1608.68 301.6 0.0
-321 COMMD6 ELLIPSE 20.0 #ffcccc 98.24 909.04 0.0
-322 DCUN1D2 ELLIPSE 20.0 #ffcccc 225.83 789.75 0.0
-323 DCAF17 ELLIPSE 20.0 #ffcccc 173.21 927.21 0.0
-324 H2AC8 ELLIPSE 20.0 #ffcccc 295.46 660.97 0.0
-325 DOCK10 ELLIPSE 20.0 #ffcccc 1639.81 370.69 0.0
-326 NXF1 ELLIPSE 20.0 #ffcccc -224.37 546.0 0.0
-327 XPOT ELLIPSE 20.0 #ffcccc -168.05 798.34 0.0
-328 TBRG4 ELLIPSE 20.0 #ffcccc 95.44 -202.42 0.0
-329 ABHD17C ELLIPSE 20.0 #ffcccc 1196.17 -686.3 0.0
-330 LYPLA1 ELLIPSE 20.0 #ffcccc 1120.44 -579.18 0.0
-331 MARCHF7 ELLIPSE 20.0 #ffcccc 1060.84 50.78 0.0
-332 USP9X ELLIPSE 20.0 #ffcccc 927.45 207.01 0.0
-333 ITK ELLIPSE 20.0 #ffcccc 1262.68 63.3 0.0
-334 RASA1 ELLIPSE 20.0 #ffcccc 1138.39 477.47 0.0
-335 RNF38 ELLIPSE 20.0 #ffcccc 794.11 970.55 0.0
-336 TP63 ELLIPSE 20.0 #ffcccc 716.61 785.78 0.0
-337 HINT2 ELLIPSE 20.0 #ffcccc -183.15 -439.3 0.0
-338 MAP4K2 ELLIPSE 20.0 #ffcccc 1142.89 228.21 0.0
-339 TRAF3 ELLIPSE 20.0 #ffcccc 1239.45 196.44 0.0
-340 IKBKG ELLIPSE 20.0 #ffcccc 932.88 90.82 0.0
-341 CHRNA1 ELLIPSE 20.0 #ffcccc 1414.7 915.31 0.0
-342 CHRNA7 ELLIPSE 20.0 #ffcccc 1651.88 1029.76 0.0
-343 CHRM1 ELLIPSE 20.0 #ffcccc 1259.41 1066.85 0.0
-344 CACNG8 ELLIPSE 20.0 #ffcccc 898.7 730.59 0.0
-345 CACNB2 ELLIPSE 20.0 #ffcccc 903.89 628.35 0.0
-346 CNEP1R1 ELLIPSE 20.0 #ffcccc 747.07 886.87 0.0
-347 WNT8A ELLIPSE 20.0 #ffcccc 1057.3 840.6 0.0
-348 DVL1 ELLIPSE 20.0 #ffcccc 1016.37 907.63 0.0
-349 PPP4R4 ELLIPSE 20.0 #ffcccc 757.3 822.64 0.0
-350 POMT2 ELLIPSE 20.0 #ffcccc 1646.79 745.42 0.0
-351 DPM3 ELLIPSE 20.0 #ffcccc 1900.58 786.84 0.0
-352 KCNQ3 ELLIPSE 20.0 #ffcccc 500.23 430.69 0.0
-353 KCNAB1 ELLIPSE 20.0 #ffcccc 453.24 283.91 0.0
-354 KCNQ4 ELLIPSE 20.0 #ffcccc 388.23 351.83 0.0
-355 RHEB ELLIPSE 20.0 #ffcccc 233.9 -373.66 0.0
-356 LAMTOR4 ELLIPSE 20.0 #ffcccc 119.38 -328.52 0.0
-357 SCPEP1 ELLIPSE 20.0 #ffcccc -91.22 -329.26 0.0
-358 GAPVD1 ELLIPSE 20.0 #ffcccc 1144.69 859.15 0.0
-359 CTNNBIP1 ELLIPSE 20.0 #ffcccc 1199.45 875.01 0.0
-360 CSNK1G1 ELLIPSE 20.0 #ffcccc 1105.13 899.74 0.0
-361 CHST8 ELLIPSE 20.0 #ffcccc 2793.9 1678.52 0.0
-362 B4GALNT3 ELLIPSE 20.0 #ffcccc 2718.02 1678.93 0.0
-363 MYH7B ELLIPSE 20.0 #ffcccc 641.55 -325.63 0.0
-364 ALDOA ELLIPSE 20.0 #ffcccc 589.21 -170.61 0.0
-365 RPL38 ELLIPSE 20.0 #ffcccc 216.75 331.92 0.0
-366 DNAJC5G ELLIPSE 20.0 #ffcccc -611.9 370.92 0.0
-367 MED15 ELLIPSE 20.0 #ffcccc 239.55 668.89 0.0
-368 ANGPTL4 ELLIPSE 20.0 #ffcccc 344.88 624.39 0.0
-369 CDK19 ELLIPSE 20.0 #ffcccc 313.94 712.44 0.0
-370 WDR76 ELLIPSE 20.0 #ffcccc 334.85 -57.17 0.0
-371 GOLGA4 ELLIPSE 20.0 #ffcccc 945.23 767.17 0.0
-372 PLCB4 ELLIPSE 20.0 #ffcccc 1090.6 288.69 0.0
-373 SHC2 ELLIPSE 20.0 #ffcccc 1316.45 549.84 0.0
-374 KIF1B ELLIPSE 20.0 #ffcccc 1356.08 807.65 0.0
-375 KIF9 ELLIPSE 20.0 #ffcccc 1293.92 979.81 0.0
-376 KIF2A ELLIPSE 20.0 #ffcccc 1364.27 972.87 0.0
-377 KLC2 ELLIPSE 20.0 #ffcccc 1354.29 882.66 0.0
-378 THOC3 ELLIPSE 20.0 #ffcccc -324.72 679.6 0.0
-379 SRSF5 ELLIPSE 20.0 #ffcccc -293.81 607.62 0.0
-380 GAS8 ELLIPSE 20.0 #ffcccc 463.84 711.36 0.0
-381 FLNC ELLIPSE 20.0 #ffcccc 1768.11 526.89 0.0
-382 SCARB2 ELLIPSE 20.0 #ffcccc 2902.45 391.15 0.0
-383 MGLL ELLIPSE 20.0 #ffcccc 724.35 1818.0 0.0
-384 AKR1A1 ELLIPSE 20.0 #ffcccc 800.52 1820.32 0.0
-385 ZCRB1 ELLIPSE 20.0 #ffcccc -273.54 792.87 0.0
-386 ATG5 ELLIPSE 20.0 #ffcccc 361.85 -536.47 0.0
-387 BAK1 ELLIPSE 20.0 #ffcccc 164.69 -226.68 0.0
-388 FKBP8 ELLIPSE 20.0 #ffcccc 368.97 -428.1 0.0
-389 TSPO ELLIPSE 20.0 #ffcccc 407.86 -383.77 0.0
-390 ALDH8A1 ELLIPSE 20.0 #ffcccc -716.44 -6.22 0.0
-391 PAH ELLIPSE 20.0 #ffcccc -562.12 49.79 0.0
-392 R3HCC1 ELLIPSE 20.0 #ffcccc 2458.77 -235.16 0.0
-393 FAM214B ELLIPSE 20.0 #ffcccc 2383.36 -239.54 0.0
-394 ARNTL2 ELLIPSE 20.0 #ffcccc -909.97 -845.97 0.0
-395 NPAS4 ELLIPSE 20.0 #ffcccc -946.63 -779.53 0.0
-396 SNRNP25 ELLIPSE 20.0 #ffcccc -316.08 851.23 0.0
-397 UBE2Q2 ELLIPSE 20.0 #ffcccc 648.36 111.32 0.0
-398 UBE2G1 ELLIPSE 20.0 #ffcccc 725.95 115.12 0.0
-399 UBE2F ELLIPSE 20.0 #ffcccc 621.21 201.36 0.0
-400 SEPTIN12 ELLIPSE 20.0 #ffcccc -939.77 1773.55 0.0
-401 TMEM250 ELLIPSE 20.0 #ffcccc -879.76 1817.13 0.0
-402 MTRF1L ELLIPSE 20.0 #ffcccc -70.49 135.01 0.0
-403 OSTC ELLIPSE 20.0 #ffcccc 343.36 244.06 0.0
-404 C18orf32 ELLIPSE 20.0 #ffcccc 99.63 352.69 0.0
-405 RPL36A ELLIPSE 20.0 #ffcccc -17.39 371.53 0.0
-406 EIF6 ELLIPSE 20.0 #ffcccc -46.25 272.37 0.0
-407 APOBEC3A ELLIPSE 20.0 #ffcccc -181.42 -34.86 0.0
-408 APOBEC3G ELLIPSE 20.0 #ffcccc -138.0 -27.41 0.0
-409 CHCHD6 ELLIPSE 20.0 #ffcccc 33.31 -84.1 0.0
-410 SDHD ELLIPSE 20.0 #ffcccc 28.98 -400.29 0.0
-411 CFAP45 ELLIPSE 20.0 #ffcccc 179.64 538.19 0.0
-412 H1-10 ELLIPSE 20.0 #ffcccc 400.43 611.17 0.0
-413 CASP8AP2 ELLIPSE 20.0 #ffcccc 467.55 567.24 0.0
-414 LRRC56 ELLIPSE 20.0 #ffcccc 1070.55 1360.02 0.0
-415 SUOX ELLIPSE 20.0 #ffcccc 1026.63 1173.24 0.0
-416 CACNA1G ELLIPSE 20.0 #ffcccc 799.4 733.12 0.0
-417 GRIK1 ELLIPSE 20.0 #ffcccc 865.34 656.14 0.0
-418 GRID2 ELLIPSE 20.0 #ffcccc 972.63 714.33 0.0
-419 EPB41L1 ELLIPSE 20.0 #ffcccc 1044.27 761.31 0.0
-420 POGZ ELLIPSE 20.0 #ffcccc 706.61 1457.43 0.0
-421 NRF1 ELLIPSE 20.0 #ffcccc 670.89 1598.49 0.0
-422 CHAMP1 ELLIPSE 20.0 #ffcccc 743.26 1594.18 0.0
-423 PELO ELLIPSE 20.0 #ffcccc 106.87 295.64 0.0
-424 ANXA6 ELLIPSE 20.0 #ffcccc 1345.89 457.17 0.0
-425 GPR174 ELLIPSE 20.0 #ffcccc 1198.32 -9.34 0.0
-426 INPPL1 ELLIPSE 20.0 #ffcccc 1188.91 152.98 0.0
-427 PLD4 ELLIPSE 20.0 #ffcccc 1067.93 -311.96 0.0
-428 GRAP2 ELLIPSE 20.0 #ffcccc 1150.99 122.48 0.0
-429 GNRH1 ELLIPSE 20.0 #ffcccc 1493.8 1325.1 0.0
-430 CCK ELLIPSE 20.0 #ffcccc 1361.98 1272.42 0.0
-431 EDN3 ELLIPSE 20.0 #ffcccc 1442.58 1234.6 0.0
-432 LRP12 ELLIPSE 20.0 #ffcccc -1516.95 -474.15 0.0
-433 GPC2 ELLIPSE 20.0 #ffcccc -1595.68 -461.09 0.0
-434 LIN7C ELLIPSE 20.0 #ffcccc 1095.27 -180.07 0.0
-435 IBTK ELLIPSE 20.0 #ffcccc -479.33 798.85 0.0
-436 DNAJC1 ELLIPSE 20.0 #ffcccc 80.33 233.6 0.0
-437 GPM6A ELLIPSE 20.0 #ffcccc 931.05 1190.73 0.0
-438 SYNPR ELLIPSE 20.0 #ffcccc 1183.12 1216.87 0.0
-439 SLC6A1 ELLIPSE 20.0 #ffcccc 1130.84 1263.56 0.0
-440 NGLY1 ELLIPSE 20.0 #ffcccc 878.3 -52.34 0.0
-441 ITM2B ELLIPSE 20.0 #ffcccc 970.99 -226.53 0.0
-442 UBXN1 ELLIPSE 20.0 #ffcccc 810.44 -66.79 0.0
-443 AMFR ELLIPSE 20.0 #ffcccc 795.18 64.19 0.0
-444 FER ELLIPSE 20.0 #ffcccc 1477.71 619.4 0.0
-445 SCLT1 ELLIPSE 20.0 #ffcccc -580.81 1822.61 0.0
-446 FBF1 ELLIPSE 20.0 #ffcccc -505.44 1822.82 0.0
-447 DONSON ELLIPSE 20.0 #ffcccc 400.08 1353.49 0.0
-448 GADL1 ELLIPSE 20.0 #ffcccc 1175.04 -270.27 0.0
-449 CARNS1 ELLIPSE 20.0 #ffcccc 1130.21 -308.06 0.0
-450 SCN3A ELLIPSE 20.0 #ffcccc 777.97 591.17 0.0
-451 SCN3B ELLIPSE 20.0 #ffcccc 722.18 628.16 0.0
-452 SCN1B ELLIPSE 20.0 #ffcccc 722.1 571.91 0.0
-453 LPCAT1 ELLIPSE 20.0 #ffcccc 1116.31 -469.9 0.0
-454 PLA2G4E ELLIPSE 20.0 #ffcccc 992.89 -468.76 0.0
-455 PLD3 ELLIPSE 20.0 #ffcccc 1012.82 -375.36 0.0
-456 PLA2G10 ELLIPSE 20.0 #ffcccc 1032.59 -467.76 0.0
-457 RBM10 ELLIPSE 20.0 #ffcccc -431.6 264.85 0.0
-458 TSEN2 ELLIPSE 20.0 #ffcccc 24.26 815.59 0.0
-459 PRKRA ELLIPSE 20.0 #ffcccc 47.09 957.09 0.0
-460 AGO4 ELLIPSE 20.0 #ffcccc 300.85 816.14 0.0
-461 ERN1 ELLIPSE 20.0 #ffcccc 121.64 945.78 0.0
-462 ODF1 ELLIPSE 20.0 #ffcccc 402.14 -79.55 0.0
-463 BUB3 ELLIPSE 20.0 #ffcccc 119.88 552.21 0.0
-464 FKBP9 ELLIPSE 20.0 #ffcccc 492.58 -91.9 0.0
-465 GBA ELLIPSE 20.0 #ffcccc 480.83 -197.61 0.0
-466 CPNE6 ELLIPSE 20.0 #ffcccc 1279.48 1312.08 0.0
-467 SNAP91 ELLIPSE 20.0 #ffcccc 1147.66 1070.13 0.0
-468 SNCB ELLIPSE 20.0 #ffcccc 1308.13 1205.51 0.0
-469 LY6H ELLIPSE 20.0 #ffcccc 1227.4 1280.05 0.0
-470 BRWD3 ELLIPSE 20.0 #ffcccc 837.95 166.31 0.0
-471 HM13 ELLIPSE 20.0 #ffcccc 652.84 247.19 0.0
-472 CSPG5 ELLIPSE 20.0 #ffcccc -1675.38 -452.07 0.0
-473 TMEM14C ELLIPSE 20.0 #ffcccc -43.6 -497.87 0.0
-474 TMEM256 ELLIPSE 20.0 #ffcccc -86.58 -458.54 0.0
-475 COX14 ELLIPSE 20.0 #ffcccc -272.42 -396.15 0.0
-476 MAML1 ELLIPSE 20.0 #ffcccc 607.47 628.97 0.0
-477 HDAC9 ELLIPSE 20.0 #ffcccc 464.0 646.0 0.0
-478 SHLD3 ELLIPSE 20.0 #ffcccc 263.72 43.07 0.0
-479 FBXL19 ELLIPSE 20.0 #ffcccc 228.83 230.46 0.0
-480 BTBD9 ELLIPSE 20.0 #ffcccc 882.77 -254.59 0.0
-481 UBXN6 ELLIPSE 20.0 #ffcccc 732.62 -302.01 0.0
-482 TRAPPC1 ELLIPSE 20.0 #ffcccc 1064.09 480.46 0.0
-483 DNAI3 ELLIPSE 20.0 #ffcccc -187.82 632.66 0.0
-484 CCDC114 ELLIPSE 20.0 #ffcccc 14.64 509.68 0.0
-485 FABP1 ELLIPSE 20.0 #ffcccc 498.67 494.63 0.0
-486 RGL1 ELLIPSE 20.0 #ffcccc 438.61 516.58 0.0
-487 CHD9 ELLIPSE 20.0 #ffcccc 391.33 432.01 0.0
-488 ADH5 ELLIPSE 20.0 #ffcccc 618.8 -938.98 0.0
-489 NKD2 ELLIPSE 20.0 #ffcccc 1076.69 1117.99 0.0
-490 RP9 ELLIPSE 20.0 #ffcccc -749.29 345.18 0.0
-491 RPP25L ELLIPSE 20.0 #ffcccc -523.51 719.25 0.0
-492 ELP2 ELLIPSE 20.0 #ffcccc -530.47 -63.07 0.0
-493 MINPP1 ELLIPSE 20.0 #ffcccc 987.63 87.97 0.0
-494 RXFP2 ELLIPSE 20.0 #ffcccc 1921.95 -662.91 0.0
-495 RXFP1 ELLIPSE 20.0 #ffcccc 1957.38 -731.24 0.0
-496 STAT6 ELLIPSE 20.0 #ffcccc 1110.7 -14.55 0.0
-497 KCTD5 ELLIPSE 20.0 #ffcccc 497.22 1352.14 0.0
-498 KCTD2 ELLIPSE 20.0 #ffcccc 535.04 1303.12 0.0
-499 KLHL12 ELLIPSE 20.0 #ffcccc 645.46 1176.16 0.0
-500 KLHL2 ELLIPSE 20.0 #ffcccc 382.35 1147.31 0.0
-501 TONSL ELLIPSE 20.0 #ffcccc 335.56 895.85 0.0
-502 H2BC8 ELLIPSE 20.0 #ffcccc 277.06 775.26 0.0
-503 OR52A5 ELLIPSE 20.0 #ffcccc 883.04 1055.03 0.0
-504 GNAL ELLIPSE 20.0 #ffcccc 914.07 965.4 0.0
-505 CNOT4 ELLIPSE 20.0 #ffcccc 335.86 383.54 0.0
-506 IPO11 ELLIPSE 20.0 #ffcccc 610.35 46.34 0.0
-507 TRIM32 ELLIPSE 20.0 #ffcccc 688.34 148.76 0.0
-508 ABR ELLIPSE 20.0 #ffcccc 1608.35 489.95 0.0
-509 REV3L ELLIPSE 20.0 #ffcccc 746.09 274.53 0.0
-510 CHMP7 ELLIPSE 20.0 #ffcccc 309.17 192.43 0.0
-511 CHMP6 ELLIPSE 20.0 #ffcccc 307.92 129.37 0.0
-512 ZUP1 ELLIPSE 20.0 #ffcccc 761.37 1193.29 0.0
-513 RAD51B ELLIPSE 20.0 #ffcccc 477.94 844.68 0.0
-514 XRCC3 ELLIPSE 20.0 #ffcccc 511.29 1030.69 0.0
-515 GAA ELLIPSE 20.0 #ffcccc 679.16 -363.84 0.0
-516 ASAH1 ELLIPSE 20.0 #ffcccc 602.23 -405.11 0.0
-517 AMY2B ELLIPSE 20.0 #ffcccc 815.59 -440.94 0.0
-518 GKAP1 ELLIPSE 20.0 #ffcccc -643.18 868.68 0.0
-519 LPAR4 ELLIPSE 20.0 #ffcccc 1140.34 1151.58 0.0
-520 LPAR1 ELLIPSE 20.0 #ffcccc 1251.55 1206.74 0.0
-521 KANSL2 ELLIPSE 20.0 #ffcccc -284.68 1140.08 0.0
-522 MBIP ELLIPSE 20.0 #ffcccc -232.04 1175.23 0.0
-523 SGF29 ELLIPSE 20.0 #ffcccc -299.21 1240.53 0.0
-524 MLLT10 ELLIPSE 20.0 #ffcccc 297.31 1488.39 0.0
-525 SRPK3 ELLIPSE 20.0 #ffcccc -508.01 640.08 0.0
-526 HTATSF1 ELLIPSE 20.0 #ffcccc -664.0 595.35 0.0
-527 ZRSR2P1 ELLIPSE 20.0 #ffcccc -669.84 520.44 0.0
-528 VSNL1 ELLIPSE 20.0 #ffcccc 1421.3 1364.16 0.0
-529 CEND1 ELLIPSE 20.0 #ffcccc 1344.91 1388.6 0.0
-530 MAP3K11 ELLIPSE 20.0 #ffcccc 1307.49 215.34 0.0
-531 ECT2L ELLIPSE 20.0 #ffcccc 489.02 1245.04 0.0
-532 ARR3 ELLIPSE 20.0 #ffcccc 1653.32 438.99 0.0
-533 ZMIZ2 ELLIPSE 20.0 #ffcccc 359.49 754.62 0.0
-534 LCN15 ELLIPSE 20.0 #ffcccc 3031.1 1488.88 0.0
-535 ATG4A ELLIPSE 20.0 #ffcccc 3080.22 1548.69 0.0
-536 CERS5 ELLIPSE 20.0 #ffcccc 546.09 -439.23 0.0
-537 PSAP ELLIPSE 20.0 #ffcccc 484.97 -422.96 0.0
-538 ARL4C ELLIPSE 20.0 #ffcccc 521.06 673.66 0.0
-539 SGIP1 ELLIPSE 20.0 #ffcccc 1079.59 688.02 0.0
-540 C1orf122 ELLIPSE 20.0 #ffcccc -402.87 1341.46 0.0
-541 ATXN7L1 ELLIPSE 20.0 #ffcccc -338.79 1382.7 0.0
-542 DLGAP1 ELLIPSE 20.0 #ffcccc 1321.04 370.47 0.0
-543 ANP32B ELLIPSE 20.0 #ffcccc -615.04 205.8 0.0
-544 CFAP299 ELLIPSE 20.0 #ffcccc -5.08 586.0 0.0
-545 CD6 ELLIPSE 20.0 #ffcccc 1398.77 -103.07 0.0
-546 OR10K2 ELLIPSE 20.0 #ffcccc 972.41 1089.86 0.0
-547 CPVL ELLIPSE 20.0 #ffcccc 721.76 -164.18 0.0
-548 PHF21B ELLIPSE 20.0 #ffcccc 398.64 146.79 0.0
-549 ENSA ELLIPSE 20.0 #ffcccc 673.73 912.72 0.0
-550 FBN1 ELLIPSE 20.0 #ffcccc 2114.43 1674.94 0.0
-551 MFAP5 ELLIPSE 20.0 #ffcccc 2044.6 1712.75 0.0
-552 ELN ELLIPSE 20.0 #ffcccc 2049.23 1633.69 0.0
-553 SETD3 ELLIPSE 20.0 #ffcccc 1444.43 551.0 0.0
-554 BPHL ELLIPSE 20.0 #ffcccc 1652.93 571.56 0.0
-555 MYO9B ELLIPSE 20.0 #ffcccc 583.19 -105.46 0.0
-556 EIF4G2 ELLIPSE 20.0 #ffcccc -20.23 211.6 0.0
-557 ATP11C ELLIPSE 20.0 #ffcccc 930.23 -21.5 0.0
-558 KIF19 ELLIPSE 20.0 #ffcccc 1325.62 1039.63 0.0
-559 OR3A2 ELLIPSE 20.0 #ffcccc 1015.35 991.53 0.0
-560 OR8G1 ELLIPSE 20.0 #ffcccc 949.51 1037.64 0.0
-561 OR2T5 ELLIPSE 20.0 #ffcccc 915.31 1096.27 0.0
-562 OR2T7 ELLIPSE 20.0 #ffcccc 1007.31 1046.81 0.0
-563 LIMK1 ELLIPSE 20.0 #ffcccc 1388.07 724.56 0.0
-564 LIPA ELLIPSE 20.0 #ffcccc 1037.48 1646.86 0.0
-565 SUV39H1 ELLIPSE 20.0 #ffcccc 220.78 627.02 0.0
-566 KDM2B ELLIPSE 20.0 #ffcccc 140.7 786.19 0.0
-567 PBDC1 ELLIPSE 20.0 #ffcccc -282.71 130.23 0.0
-568 ADA ELLIPSE 20.0 #ffcccc -445.98 186.69 0.0
-569 IFNAR2 ELLIPSE 20.0 #ffcccc 929.53 145.15 0.0
-570 TREM2 ELLIPSE 20.0 #ffcccc 1268.28 149.68 0.0
-571 TNRC6A ELLIPSE 20.0 #ffcccc 538.86 730.43 0.0
-572 TNRC6B ELLIPSE 20.0 #ffcccc 487.93 784.92 0.0
-573 GTF3A ELLIPSE 20.0 #ffcccc 228.85 708.04 0.0
-574 COL17A1 ELLIPSE 20.0 #ffcccc -1365.74 852.5 0.0
-575 P4HA3 ELLIPSE 20.0 #ffcccc -1366.9 928.46 0.0
-576 NABP1 ELLIPSE 20.0 #ffcccc -286.72 901.12 0.0
-577 NFIA ELLIPSE 20.0 #ffcccc -241.77 869.47 0.0
-578 FNIP1 ELLIPSE 20.0 #ffcccc 197.05 -456.05 0.0
-579 TAOK3 ELLIPSE 20.0 #ffcccc 1318.64 101.75 0.0
-580 MAP3K15 ELLIPSE 20.0 #ffcccc 1459.95 267.05 0.0
-581 TNFSF13B ELLIPSE 20.0 #ffcccc 1382.26 280.81 0.0
-582 STIM2 ELLIPSE 20.0 #ffcccc 1646.37 176.7 0.0
-583 ANP32A ELLIPSE 20.0 #ffcccc -773.66 159.99 0.0
-584 SYNJ2 ELLIPSE 20.0 #ffcccc 1012.94 317.42 0.0
-585 PIP5KL1 ELLIPSE 20.0 #ffcccc 1177.06 304.23 0.0
-586 WSB2 ELLIPSE 20.0 #ffcccc -69.71 795.54 0.0
-587 BTBD6 ELLIPSE 20.0 #ffcccc 56.17 1079.22 0.0
-588 CCDC93 ELLIPSE 20.0 #ffcccc 3.47 1155.38 0.0
-589 MCF2L ELLIPSE 20.0 #ffcccc 1562.74 349.45 0.0
-590 WNT5B ELLIPSE 20.0 #ffcccc 1156.91 795.88 0.0
-591 ARID5A ELLIPSE 20.0 #ffcccc 419.76 754.35 0.0
-592 GMPPA ELLIPSE 20.0 #ffcccc 2010.06 846.0 0.0
-593 LOXL2 ELLIPSE 20.0 #ffcccc 1979.43 1669.62 0.0
-594 TRPC4 ELLIPSE 20.0 #ffcccc 854.47 903.92 0.0
-595 RNASEK ELLIPSE 20.0 #ffcccc 140.28 -478.56 0.0
-596 TOPORS ELLIPSE 20.0 #ffcccc -1096.03 -382.92 0.0
-597 BLOC1S2 ELLIPSE 20.0 #ffcccc -1135.85 -317.18 0.0
-598 GBE1 ELLIPSE 20.0 #ffcccc 895.94 -320.38 0.0
-599 COA3 ELLIPSE 20.0 #ffcccc -371.88 -450.78 0.0
-600 SENP6 ELLIPSE 20.0 #ffcccc 79.14 1319.33 0.0
-601 SIPA1L2 ELLIPSE 20.0 #ffcccc 3377.62 -247.61 0.0
-602 DYRK1B ELLIPSE 20.0 #ffcccc 3449.34 -222.62 0.0
-603 IBA57 ELLIPSE 20.0 #ffcccc -349.85 -210.3 0.0
-604 PSEN2 ELLIPSE 20.0 #ffcccc 11.54 1258.68 0.0
-605 RYR3 ELLIPSE 20.0 #ffcccc -49.05 1419.22 0.0
-606 DYNLT1 ELLIPSE 20.0 #ffcccc 1550.9 740.89 0.0
-607 PTGS2 ELLIPSE 20.0 #ffcccc 1023.27 -601.6 0.0
-608 ALOX15B ELLIPSE 20.0 #ffcccc 932.04 -632.59 0.0
-609 NAXE ELLIPSE 20.0 #ffcccc 920.72 -494.94 0.0
-610 DOLPP1 ELLIPSE 20.0 #ffcccc 2024.35 765.59 0.0
-611 KCTD20 ELLIPSE 20.0 #ffcccc -9.13 748.0 0.0
-612 TECPR1 ELLIPSE 20.0 #ffcccc 349.43 -715.71 0.0
-613 STRIP1 ELLIPSE 20.0 #ffcccc 3444.39 925.38 0.0
-614 STK26 ELLIPSE 20.0 #ffcccc 3396.27 988.22 0.0
-615 CPEB3 ELLIPSE 20.0 #ffcccc -361.53 744.46 0.0
-616 ADGRL4 ELLIPSE 20.0 #ffcccc 3031.49 319.55 0.0
-617 BAIAP2L2 ELLIPSE 20.0 #ffcccc 1266.61 760.74 0.0
-618 PLEKHG5 ELLIPSE 20.0 #ffcccc 1158.3 -152.63 0.0
-619 HTD2 ELLIPSE 20.0 #ffcccc -750.92 1250.47 0.0
-620 HADH ELLIPSE 20.0 #ffcccc -795.21 1177.41 0.0
-621 FOXO6 ELLIPSE 20.0 #ffcccc 700.67 1062.6 0.0
-622 CLNS1A ELLIPSE 20.0 #ffcccc 69.33 -436.77 0.0
-623 NFKBIL1 ELLIPSE 20.0 #ffcccc 1071.67 1032.96 0.0
-624 IFITM3 ELLIPSE 20.0 #ffcccc 1240.84 -58.69 0.0
-625 IFITM1 ELLIPSE 20.0 #ffcccc 1281.16 -11.07 0.0
-626 SRM ELLIPSE 20.0 #ffcccc 113.89 147.56 0.0
-627 GPX8 ELLIPSE 20.0 #ffcccc 743.84 -765.04 0.0
-628 BTBD3 ELLIPSE 20.0 #ffcccc -57.56 1264.15 0.0
-629 PGM5 ELLIPSE 20.0 #ffcccc 870.48 69.19 0.0
-630 MON2 ELLIPSE 20.0 #ffcccc 573.84 -231.54 0.0
-631 ONECUT2 ELLIPSE 20.0 #ffcccc 1000.17 1353.78 0.0
-632 SYNPO ELLIPSE 20.0 #ffcccc 1244.79 552.53 0.0
-633 CAB39L ELLIPSE 20.0 #ffcccc 3336.78 1040.25 0.0
-634 VARS2 ELLIPSE 20.0 #ffcccc 239.81 509.76 0.0
-635 PBRM1 ELLIPSE 20.0 #ffcccc 651.85 340.97 0.0
-636 CLDN3 ELLIPSE 20.0 #ffcccc -190.06 1816.72 0.0
-637 CLDN2 ELLIPSE 20.0 #ffcccc -264.83 1820.16 0.0
-638 CTSV ELLIPSE 20.0 #ffcccc 1143.06 38.64 0.0
-639 SOCS4 ELLIPSE 20.0 #ffcccc -289.62 507.61 0.0
-640 ELP5 ELLIPSE 20.0 #ffcccc -668.15 -146.43 0.0
-641 CDH18 ELLIPSE 20.0 #ffcccc 1464.48 679.0 0.0
-642 PCBP4 ELLIPSE 20.0 #ffcccc 697.59 1002.21 0.0
-643 SFTPB ELLIPSE 20.0 #ffcccc -1611.26 1541.49 0.0
-644 SFTA3 ELLIPSE 20.0 #ffcccc -1648.18 1608.67 0.0
-645 AMDHD2 ELLIPSE 20.0 #ffcccc -1205.11 1681.73 0.0
-646 NAGK ELLIPSE 20.0 #ffcccc -1279.88 1695.68 0.0
-647 ANKRD36 ELLIPSE 20.0 #ffcccc 148.17 1820.36 0.0
-648 ANKRD36C ELLIPSE 20.0 #ffcccc 71.96 1821.19 0.0
-649 ATP2B1 ELLIPSE 20.0 #ffcccc 780.09 -207.44 0.0
-650 PRRT2 ELLIPSE 20.0 #ffcccc 1432.93 -41.02 0.0
-651 LYNX1 ELLIPSE 20.0 #ffcccc 1783.89 1090.27 0.0
-652 ZNF598 ELLIPSE 20.0 #ffcccc 665.56 709.0 0.0
-653 GLRA1 ELLIPSE 20.0 #ffcccc 1716.95 -850.49 0.0
-654 GABRR3 ELLIPSE 20.0 #ffcccc 1657.88 -896.67 0.0
-655 DNAH11 ELLIPSE 20.0 #ffcccc 1660.73 871.79 0.0
-656 AZI2 ELLIPSE 20.0 #ffcccc 1033.33 -87.28 0.0
-657 CRYAB ELLIPSE 20.0 #ffcccc -30.87 953.53 0.0
-658 HSPB6 ELLIPSE 20.0 #ffcccc -139.23 1136.78 0.0
-659 ERC1 ELLIPSE 20.0 #ffcccc 1094.38 -85.79 0.0
\ No newline at end of file
diff --git a/results/plots_paper/Table_1.ods b/results/plots_paper/Table_1.ods
new file mode 100644
index 0000000..124fc10
Binary files /dev/null and b/results/plots_paper/Table_1.ods differ
diff --git a/results/tables/TAG.xlsx b/results/tables/TAG.xlsx
new file mode 100644
index 0000000..a7eea98
Binary files /dev/null and b/results/tables/TAG.xlsx differ
diff --git a/results/tables/gwas_intersection.csv b/results/tables/gwas_intersection.csv
new file mode 100644
index 0000000..8359231
--- /dev/null
+++ b/results/tables/gwas_intersection.csv
@@ -0,0 +1,14 @@
+association_id,variant_id,risk_allele,risk_frequency,genome_wide,pvalue,pvalue_description,range,beta_number,beta_direction,chromosome_name,chromosome_position,functional_class,ensembl_gene_name,hgnc_symbol,group,type
+41136253,rs58621819,T,0.2097,FALSE,2e-10,NA,[1.01-1.02],NA,NA,11,65547359,intron_variant,ENSG00000168056,LTBP3,OFC_female,DGE
+41136409,rs12923444,C,0.4375,FALSE,2e-24,NA,[1.02-1.03],NA,NA,16,21628389,intron_variant,ENSG00000197006,METTL9,OFC_female,DGE
+41135995,rs10789214,T,0.5661,FALSE,4e-10,NA,[1.009-1.018],NA,NA,1,66681134,intron_variant,ENSG00000118473,SGIP1,OFC_female,DTE
+41136026,rs17641524,C,0.7909,FALSE,8e-20,NA,[1.02-1.03],NA,NA,1,197735587,splice_region_variant,ENSG00000213047,DENND1B,Cg25_male,DTE
+41136085,rs45510091,A,0.9472,FALSE,8e-21,NA,[1.037-1.057],NA,NA,4,122265238,intron_variant,ENSG00000138688,BLTP1,Cg25_male,DGE
+30547745,rs10127497,T,0.1382,FALSE,1e-08,NA,[0.0064-0.013],0.0097,increase,1,66584461,intron_variant,ENSG00000118473,SGIP1,OFC_female,DTE
+30547749,rs6679379,T,0.2875,FALSE,3e-08,NA,[0.0047-0.0097],0.0072,increase,1,66733473,non_coding_transcript_exon_variant,ENSG00000118473,SGIP1,OFC_female,DTE
+30547797,rs12118513,A,0.2148,FALSE,1e-07,NA,[0.0049-0.0103],0.0076,decrease,1,197547956,intron_variant,ENSG00000213047,DENND1B,Cg25_male,DTE
+30547801,rs17641524,T,0.2086,FALSE,2e-07,NA,[0.0048-0.0102],0.0075,decrease,1,197735587,splice_region_variant,ENSG00000213047,DENND1B,Cg25_male,DTE
+30547485,rs10929355,G,0.4558,FALSE,6e-09,NA,[0.005-0.01],0.0075,decrease,2,15258840,intron_variant,ENSG00000151779,NBAS,OFC_female,DGE
+64732910,rs2894699,T,0.4305,FALSE,4e-09,NA,[0.017-0.033],0.024859993,decrease,7,114419101,intron_variant,ENSG00000128573,FOXP2,Sub_male,DGE
+64733014,rs7146581,T,0.2246,FALSE,2e-08,NA,[0.018-0.037],0.027423386,increase,14,102834735,intron_variant,ENSG00000131323,TRAF3,Nac_female,DTE
+64733043,rs2369818,T,0.4386,FALSE,3e-08,NA,[0.015-0.031],0.023054866,increase,16,21602688,intron_variant,ENSG00000197006,METTL9,OFC_female,DGE
diff --git a/results/tables/intersect_by_type_and_gwas.csv b/results/tables/intersect_by_type_and_gwas.csv
new file mode 100644
index 0000000..f59842b
--- /dev/null
+++ b/results/tables/intersect_by_type_and_gwas.csv
@@ -0,0 +1,1215 @@
+intersect.x,genes.x,hgnc_symbol,gene,group,region,sex,type,intersect.y,genes.y,gwas
+female:male,ENSG00000185149,NPY2R,ENSG00000185149,Nac_female,Nac,female,DGE,DGE,ENSG00000185149,not_gwas
+female:male,ENSG00000185149,NPY2R,ENSG00000185149,Sub_male,Sub,male,DGE,DGE,ENSG00000185149,not_gwas
+female:male,ENSG00000118972,FGF23,ENSG00000118972,OFC_male,OFC,male,DGE,DGE:DTE,ENSG00000118972,not_gwas
+female:male,ENSG00000118972,FGF23,ENSG00000118972,OFC_female,OFC,female,DGE,DGE:DTE,ENSG00000118972,not_gwas
+female:male,ENSG00000118972,FGF23,ENSG00000118972,Cg25_female,Cg25,female,DGE,DGE:DTE,ENSG00000118972,not_gwas
+female:male,ENSG00000118972,FGF23,ENSG00000118972,OFC_male,OFC,male,DTE,DGE:DTE,ENSG00000118972,not_gwas
+female:male,ENSG00000118972,FGF23,ENSG00000118972,OFC_female,OFC,female,DTE,DGE:DTE,ENSG00000118972,not_gwas
+female:male,ENSG00000118972,FGF23,ENSG00000118972,Cg25_female,Cg25,female,DTE,DGE:DTE,ENSG00000118972,not_gwas
+female:male,ENSG00000131469,RPL27,ENSG00000131469,OFC_female,OFC,female,DGE,DGE:DTE,ENSG00000131469,not_gwas
+female:male,ENSG00000131469,RPL27,ENSG00000131469,Cg25_male,Cg25,male,DGE,DGE:DTE,ENSG00000131469,not_gwas
+female:male,ENSG00000131469,RPL27,ENSG00000131469,OFC_female,OFC,female,DTE,DGE:DTE,ENSG00000131469,not_gwas
+female:male,ENSG00000131469,RPL27,ENSG00000131469,Cg25_male,Cg25,male,DTE,DGE:DTE,ENSG00000131469,not_gwas
+female:male,ENSG00000185710,SMG1P4,ENSG00000185710,OFC_female,OFC,female,DGE,DGE,ENSG00000185710,not_gwas
+female:male,ENSG00000185710,SMG1P4,ENSG00000185710,Cg25_male,Cg25,male,DGE,DGE,ENSG00000185710,not_gwas
+female:male,ENSG00000134884,ARGLU1,ENSG00000134884,OFC_female,OFC,female,DGE,DGE:DTE,ENSG00000134884,not_gwas
+female:male,ENSG00000134884,ARGLU1,ENSG00000134884,OFC_male,OFC,male,DTE,DGE:DTE,ENSG00000134884,not_gwas
+female:male,ENSG00000134884,ARGLU1,ENSG00000134884,OFC_female,OFC,female,DTE,DGE:DTE,ENSG00000134884,not_gwas
+female:male,ENSG00000105223,PLD3,ENSG00000105223,OFC_female,OFC,female,DGE,DGE,ENSG00000105223,not_gwas
+female:male,ENSG00000105223,PLD3,ENSG00000105223,Cg25_male,Cg25,male,DGE,DGE,ENSG00000105223,not_gwas
+female:male,ENSG00000181804,SLC9A9,ENSG00000181804,OFC_female,OFC,female,DGE,DGE,ENSG00000181804,not_gwas
+female:male,ENSG00000181804,SLC9A9,ENSG00000181804,Cg25_male,Cg25,male,DGE,DGE,ENSG00000181804,not_gwas
+female:male,ENSG00000198563,DDX39B,ENSG00000198563,OFC_female,OFC,female,DGE,DGE,ENSG00000198563,not_gwas
+female:male,ENSG00000198563,DDX39B,ENSG00000198563,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000198563,not_gwas
+female:male,ENSG00000198563,DDX39B,ENSG00000198563,Cg25_female,Cg25,female,DGE,DGE,ENSG00000198563,not_gwas
+female:male,ENSG00000198563,DDX39B,ENSG00000198563,aINS_female,aINS,female,DGE,DGE,ENSG00000198563,not_gwas
+female:male,ENSG00000198563,DDX39B,ENSG00000198563,Sub_male,Sub,male,DGE,DGE,ENSG00000198563,not_gwas
+female:male,ENSG00000135766,EGLN1,ENSG00000135766,OFC_female,OFC,female,DGE,DGE,ENSG00000135766,not_gwas
+female:male,ENSG00000135766,EGLN1,ENSG00000135766,Cg25_male,Cg25,male,DGE,DGE,ENSG00000135766,not_gwas
+female:male,ENSG00000227152,OR2T7,ENSG00000227152,OFC_female,OFC,female,DGE,DGE:DTU,ENSG00000227152,not_gwas
+female:male,ENSG00000227152,OR2T7,ENSG00000227152,Sub_male,Sub,male,DTU,DGE:DTU,ENSG00000227152,not_gwas
+female:male,ENSG00000213816,CNN2P4,ENSG00000213816,OFC_female,OFC,female,DGE,DGE,ENSG00000213816,not_gwas
+female:male,ENSG00000213816,CNN2P4,ENSG00000213816,Sub_male,Sub,male,DGE,DGE,ENSG00000213816,not_gwas
+female:male,ENSG00000237649,KIFC1,ENSG00000237649,Cg25_male,Cg25,male,DGE,DGE,ENSG00000237649,not_gwas
+female:male,ENSG00000237649,KIFC1,ENSG00000237649,Cg25_female,Cg25,female,DGE,DGE,ENSG00000237649,not_gwas
+female:male,ENSG00000178397,FAM220A,ENSG00000178397,Nac_female,Nac,female,DTE,DTE,ENSG00000178397,not_gwas
+female:male,ENSG00000178397,FAM220A,ENSG00000178397,OFC_male,OFC,male,DTE,DTE,ENSG00000178397,not_gwas
+female:male,ENSG00000178397,FAM220A,ENSG00000178397,aINS_male,aINS,male,DTE,DTE,ENSG00000178397,not_gwas
+female:male,ENSG00000128564,VGF,ENSG00000128564,Nac_female,Nac,female,DTE,DTE:DTU,ENSG00000128564,not_gwas
+female:male,ENSG00000128564,VGF,ENSG00000128564,OFC_male,OFC,male,DTU,DTE:DTU,ENSG00000128564,not_gwas
+female:male,ENSG00000156097,GPR61,ENSG00000156097,Nac_male,Nac,male,DTE,DTE,ENSG00000156097,not_gwas
+female:male,ENSG00000156097,GPR61,ENSG00000156097,OFC_female,OFC,female,DTE,DTE,ENSG00000156097,not_gwas
+female:male,ENSG00000145757,SPATA9,ENSG00000145757,OFC_female,OFC,female,DTE,DTE:DTU,ENSG00000145757,not_gwas
+female:male,ENSG00000145757,SPATA9,ENSG00000145757,Nac_male,Nac,male,DTU,DTE:DTU,ENSG00000145757,not_gwas
+female:male,ENSG00000188089,PLA2G4E,ENSG00000188089,OFC_male,OFC,male,DTE,DTE,ENSG00000188089,not_gwas
+female:male,ENSG00000188089,PLA2G4E,ENSG00000188089,OFC_female,OFC,female,DTE,DTE,ENSG00000188089,not_gwas
+female:male,ENSG00000230601,TEX48,ENSG00000230601,Nac_male,Nac,male,DTE,DTE,ENSG00000230601,not_gwas
+female:male,ENSG00000230601,TEX48,ENSG00000230601,OFC_female,OFC,female,DTE,DTE,ENSG00000230601,not_gwas
+female:male,ENSG00000099960,SLC7A4,ENSG00000099960,dlPFC_male,dlPFC,male,DTE,DTE,ENSG00000099960,not_gwas
+female:male,ENSG00000099960,SLC7A4,ENSG00000099960,aINS_female,aINS,female,DTE,DTE,ENSG00000099960,not_gwas
+female:male,ENSG00000099331,MYO9B,ENSG00000099331,Sub_male,Sub,male,DTE,DTE,ENSG00000099331,not_gwas
+female:male,ENSG00000099331,MYO9B,ENSG00000099331,Sub_female,Sub,female,DTE,DTE,ENSG00000099331,not_gwas
+female:male,ENSG00000242114,MTFP1,ENSG00000242114,Sub_male,Sub,male,DGE,DGE:DTU,ENSG00000242114,not_gwas
+female:male,ENSG00000242114,MTFP1,ENSG00000242114,aINS_female,aINS,female,DTU,DGE:DTU,ENSG00000242114,not_gwas
+female:male,ENSG00000239887,C1orf226,ENSG00000239887,OFC_male,OFC,male,DTE,DTE:DTU,ENSG00000239887,not_gwas
+female:male,ENSG00000239887,C1orf226,ENSG00000239887,Cg25_female,Cg25,female,DTU,DTE:DTU,ENSG00000239887,not_gwas
+female:male,ENSG00000121039,RDH10,ENSG00000121039,Cg25_male,Cg25,male,DTU,DTU,ENSG00000121039,not_gwas
+female:male,ENSG00000121039,RDH10,ENSG00000121039,dlPFC_female,dlPFC,female,DTU,DTU,ENSG00000121039,not_gwas
+female:male,ENSG00000172889,EGFL7,ENSG00000172889,Cg25_male,Cg25,male,DGE,DGE:DTU,ENSG00000172889,not_gwas
+female:male,ENSG00000172889,EGFL7,ENSG00000172889,OFC_female,OFC,female,DTU,DGE:DTU,ENSG00000172889,not_gwas
+female:male,ENSG00000114204,SERPINI2,ENSG00000114204,Cg25_male,Cg25,male,DGE,DGE:DTU,ENSG00000114204,not_gwas
+female:male,ENSG00000114204,SERPINI2,ENSG00000114204,OFC_female,OFC,female,DTU,DGE:DTU,ENSG00000114204,not_gwas
+female:male,ENSG00000154096,THY1,ENSG00000154096,Cg25_male,Cg25,male,DTU,DTU,ENSG00000154096,not_gwas
+female:male,ENSG00000154096,THY1,ENSG00000154096,OFC_female,OFC,female,DTU,DTU,ENSG00000154096,not_gwas
+male,ENSG00000283453,PRIM2BP,ENSG00000283453,Nac_male,Nac,male,DGE,DGE,ENSG00000283453,not_gwas
+male,ENSG00000177051,FBXO46,ENSG00000177051,Nac_male,Nac,male,DGE,DGE,ENSG00000177051,not_gwas
+male,ENSG00000161939,RNASEK-C17orf49,ENSG00000161939,Nac_male,Nac,male,DGE,DGE,ENSG00000161939,not_gwas
+male,ENSG00000172476,RAB40A,ENSG00000172476,Nac_male,Nac,male,DGE,DGE,ENSG00000172476,not_gwas
+male,ENSG00000182601,HS3ST4,ENSG00000182601,Nac_male,Nac,male,DGE,DGE,ENSG00000182601,not_gwas
+male,ENSG00000277075,H2AC8,ENSG00000277075,Nac_male,Nac,male,DGE,DGE,ENSG00000277075,not_gwas
+male,ENSG00000100191,SLC5A4,ENSG00000100191,Nac_male,Nac,male,DGE,DGE,ENSG00000100191,not_gwas
+male,ENSG00000100191,SLC5A4,ENSG00000100191,Cg25_male,Cg25,male,DGE,DGE,ENSG00000100191,not_gwas
+male,ENSG00000198658,ABHD17AP1,ENSG00000198658,Nac_male,Nac,male,DGE,DGE,ENSG00000198658,not_gwas
+male,ENSG00000219814,RPL23AP47,ENSG00000219814,Nac_male,Nac,male,DGE,DGE,ENSG00000219814,not_gwas
+male,ENSG00000183807,FAM162B,ENSG00000183807,Nac_male,Nac,male,DGE,DGE,ENSG00000183807,not_gwas
+male,ENSG00000204287,HLA-DRA,ENSG00000204287,Nac_male,Nac,male,DGE,DGE,ENSG00000204287,not_gwas
+male,ENSG00000135114,OASL,ENSG00000135114,Nac_male,Nac,male,DGE,DGE,ENSG00000135114,not_gwas
+male,ENSG00000184731,FAM110C,ENSG00000184731,Nac_male,Nac,male,DGE,DGE,ENSG00000184731,not_gwas
+male,ENSG00000273802,H2BC8,ENSG00000273802,Nac_male,Nac,male,DGE,DGE,ENSG00000273802,not_gwas
+male,ENSG00000124208,PEDS1-UBE2V1,ENSG00000124208,Nac_male,Nac,male,DGE,DGE,ENSG00000124208,not_gwas
+male,ENSG00000181819,KCTD9P2,ENSG00000181819,Nac_male,Nac,male,DGE,DGE,ENSG00000181819,not_gwas
+male,ENSG00000149532,CPSF7,ENSG00000149532,OFC_male,OFC,male,DGE,DGE,ENSG00000149532,not_gwas
+male,ENSG00000241644,INMT,ENSG00000241644,Cg25_male,Cg25,male,DGE,DGE,ENSG00000241644,not_gwas
+male,ENSG00000285607,FAM90A9,ENSG00000285607,Cg25_male,Cg25,male,DGE,DGE,ENSG00000285607,not_gwas
+male,ENSG00000145779,TNFAIP8,ENSG00000145779,Cg25_male,Cg25,male,DGE,DGE:DTE,ENSG00000145779,not_gwas
+male,ENSG00000145779,TNFAIP8,ENSG00000145779,Cg25_male,Cg25,male,DTE,DGE:DTE,ENSG00000145779,not_gwas
+male,ENSG00000104998,IL27RA,ENSG00000104998,Cg25_male,Cg25,male,DGE,DGE,ENSG00000104998,not_gwas
+male,ENSG00000171792,RHNO1,ENSG00000171792,Cg25_male,Cg25,male,DGE,DGE:DTE,ENSG00000171792,not_gwas
+male,ENSG00000171792,RHNO1,ENSG00000171792,Cg25_male,Cg25,male,DTE,DGE:DTE,ENSG00000171792,not_gwas
+male,ENSG00000099917,MED15,ENSG00000099917,Cg25_male,Cg25,male,DGE,DGE,ENSG00000099917,not_gwas
+male,ENSG00000213569,GTF3C6P2,ENSG00000213569,Cg25_male,Cg25,male,DGE,DGE,ENSG00000213569,not_gwas
+male,ENSG00000113460,BRIX1,ENSG00000113460,Cg25_male,Cg25,male,DGE,DGE,ENSG00000113460,not_gwas
+male,ENSG00000008323,PLEKHG6,ENSG00000008323,Cg25_male,Cg25,male,DGE,DGE,ENSG00000008323,not_gwas
+male,ENSG00000197380,DACT3,ENSG00000197380,Cg25_male,Cg25,male,DGE,DGE,ENSG00000197380,not_gwas
+male,ENSG00000128298,BAIAP2L2,ENSG00000128298,Cg25_male,Cg25,male,DGE,DGE,ENSG00000128298,not_gwas
+male,ENSG00000128000,ZNF780B,ENSG00000128000,Cg25_male,Cg25,male,DGE,DGE,ENSG00000128000,not_gwas
+male,ENSG00000141499,WRAP53,ENSG00000141499,Cg25_male,Cg25,male,DGE,DGE,ENSG00000141499,not_gwas
+male,ENSG00000184524,CEND1,ENSG00000184524,Cg25_male,Cg25,male,DGE,DGE:DTE,ENSG00000184524,not_gwas
+male,ENSG00000184524,CEND1,ENSG00000184524,Cg25_male,Cg25,male,DTE,DGE:DTE,ENSG00000184524,not_gwas
+male,ENSG00000146416,AIG1,ENSG00000146416,Cg25_male,Cg25,male,DGE,DGE:DTE:DTU,ENSG00000146416,not_gwas
+male,ENSG00000146416,AIG1,ENSG00000146416,Cg25_male,Cg25,male,DTE,DGE:DTE:DTU,ENSG00000146416,not_gwas
+male,ENSG00000146416,AIG1,ENSG00000146416,Cg25_male,Cg25,male,DTU,DGE:DTE:DTU,ENSG00000146416,not_gwas
+male,ENSG00000105143,SLC1A6,ENSG00000105143,Cg25_male,Cg25,male,DGE,DGE,ENSG00000105143,not_gwas
+male,ENSG00000149925,ALDOA,ENSG00000149925,Cg25_male,Cg25,male,DGE,DGE,ENSG00000149925,not_gwas
+male,ENSG00000184897,H1-10,ENSG00000184897,Cg25_male,Cg25,male,DGE,DGE,ENSG00000184897,not_gwas
+male,ENSG00000117013,KCNQ4,ENSG00000117013,Cg25_male,Cg25,male,DGE,DGE,ENSG00000117013,not_gwas
+male,ENSG00000123329,ARHGAP9,ENSG00000123329,Cg25_male,Cg25,male,DGE,DGE,ENSG00000123329,not_gwas
+male,ENSG00000197121,PGAP1,ENSG00000197121,Cg25_male,Cg25,male,DGE,DGE,ENSG00000197121,not_gwas
+male,ENSG00000214274,ANG,ENSG00000214274,Cg25_male,Cg25,male,DGE,DGE,ENSG00000214274,not_gwas
+male,ENSG00000230097,ME2P1,ENSG00000230097,Cg25_male,Cg25,male,DGE,DGE,ENSG00000230097,not_gwas
+male,ENSG00000117425,PTCH2,ENSG00000117425,Cg25_male,Cg25,male,DGE,DGE,ENSG00000117425,not_gwas
+male,ENSG00000114544,SLC41A3,ENSG00000114544,Cg25_male,Cg25,male,DGE,DGE,ENSG00000114544,not_gwas
+male,ENSG00000237440,ZNF737,ENSG00000237440,Cg25_male,Cg25,male,DGE,DGE,ENSG00000237440,not_gwas
+male,ENSG00000197566,ZNF624,ENSG00000197566,Cg25_male,Cg25,male,DGE,DGE,ENSG00000197566,not_gwas
+male,ENSG00000083457,ITGAE,ENSG00000083457,Cg25_male,Cg25,male,DGE,DGE,ENSG00000083457,not_gwas
+male,ENSG00000147604,RPL7,ENSG00000147604,Cg25_male,Cg25,male,DGE,DGE,ENSG00000147604,not_gwas
+male,ENSG00000114391,RPL24,ENSG00000114391,Cg25_male,Cg25,male,DGE,DGE,ENSG00000114391,not_gwas
+male,ENSG00000172361,CFAP53,ENSG00000172361,Cg25_male,Cg25,male,DGE,DGE,ENSG00000172361,not_gwas
+male,ENSG00000102804,TSC22D1,ENSG00000102804,Cg25_male,Cg25,male,DGE,DGE,ENSG00000102804,not_gwas
+male,ENSG00000174197,MGA,ENSG00000174197,Cg25_male,Cg25,male,DGE,DGE,ENSG00000174197,not_gwas
+male,ENSG00000197050,ZNF420,ENSG00000197050,Cg25_male,Cg25,male,DGE,DGE,ENSG00000197050,not_gwas
+male,ENSG00000130224,LRCH2,ENSG00000130224,Cg25_male,Cg25,male,DGE,DGE,ENSG00000130224,not_gwas
+male,ENSG00000167674,HDGFL2,ENSG00000167674,Cg25_male,Cg25,male,DGE,DGE:DTU,ENSG00000167674,not_gwas
+male,ENSG00000167674,HDGFL2,ENSG00000167674,Cg25_male,Cg25,male,DTU,DGE:DTU,ENSG00000167674,not_gwas
+male,ENSG00000219507,FTH1P8,ENSG00000219507,Cg25_male,Cg25,male,DGE,DGE,ENSG00000219507,not_gwas
+male,ENSG00000177954,RPS27,ENSG00000177954,Cg25_male,Cg25,male,DGE,DGE,ENSG00000177954,not_gwas
+male,ENSG00000180155,LYNX1,ENSG00000180155,Cg25_male,Cg25,male,DGE,DGE,ENSG00000180155,not_gwas
+male,ENSG00000147654,EBAG9,ENSG00000147654,Cg25_male,Cg25,male,DGE,DGE,ENSG00000147654,not_gwas
+male,ENSG00000198618,PPIAP22,ENSG00000198618,Cg25_male,Cg25,male,DGE,DGE,ENSG00000198618,not_gwas
+male,ENSG00000070423,RNF126,ENSG00000070423,Cg25_male,Cg25,male,DGE,DGE,ENSG00000070423,not_gwas
+male,ENSG00000163141,BNIPL,ENSG00000163141,Cg25_male,Cg25,male,DGE,DGE,ENSG00000163141,not_gwas
+male,ENSG00000133265,HSPBP1,ENSG00000133265,Cg25_male,Cg25,male,DGE,DGE,ENSG00000133265,not_gwas
+male,ENSG00000168453,HR,ENSG00000168453,Cg25_male,Cg25,male,DGE,DGE,ENSG00000168453,not_gwas
+male,ENSG00000205593,DENND6B,ENSG00000205593,Cg25_male,Cg25,male,DGE,DGE,ENSG00000205593,not_gwas
+male,ENSG00000179855,GIPC3,ENSG00000179855,Cg25_male,Cg25,male,DGE,DGE,ENSG00000179855,not_gwas
+male,ENSG00000176222,ZNF404,ENSG00000176222,Cg25_male,Cg25,male,DGE,DGE,ENSG00000176222,not_gwas
+male,ENSG00000132128,LRRC41,ENSG00000132128,Cg25_male,Cg25,male,DGE,DGE,ENSG00000132128,not_gwas
+male,ENSG00000270800,RPS10-NUDT3,ENSG00000270800,Cg25_male,Cg25,male,DGE,DGE,ENSG00000270800,not_gwas
+male,ENSG00000157873,TNFRSF14,ENSG00000157873,Cg25_male,Cg25,male,DGE,DGE,ENSG00000157873,not_gwas
+male,ENSG00000154473,BUB3,ENSG00000154473,Cg25_male,Cg25,male,DGE,DGE:DTE,ENSG00000154473,not_gwas
+male,ENSG00000154473,BUB3,ENSG00000154473,Cg25_male,Cg25,male,DTE,DGE:DTE,ENSG00000154473,not_gwas
+male,ENSG00000138777,PPA2,ENSG00000138777,Cg25_male,Cg25,male,DGE,DGE,ENSG00000138777,not_gwas
+male,ENSG00000198821,CD247,ENSG00000198821,Cg25_male,Cg25,male,DGE,DGE,ENSG00000198821,not_gwas
+male,ENSG00000115548,KDM3A,ENSG00000115548,Cg25_male,Cg25,male,DGE,DGE,ENSG00000115548,not_gwas
+male,ENSG00000112763,BTN2A1,ENSG00000112763,Cg25_male,Cg25,male,DGE,DGE:DTE,ENSG00000112763,not_gwas
+male,ENSG00000112763,BTN2A1,ENSG00000112763,Sub_male,Sub,male,DTE,DGE:DTE,ENSG00000112763,not_gwas
+male,ENSG00000184863,RBM33,ENSG00000184863,Cg25_male,Cg25,male,DGE,DGE:DTE,ENSG00000184863,not_gwas
+male,ENSG00000184863,RBM33,ENSG00000184863,Cg25_male,Cg25,male,DTE,DGE:DTE,ENSG00000184863,not_gwas
+male,ENSG00000122691,TWIST1,ENSG00000122691,Cg25_male,Cg25,male,DGE,DGE:DTE,ENSG00000122691,not_gwas
+male,ENSG00000122691,TWIST1,ENSG00000122691,Cg25_male,Cg25,male,DTE,DGE:DTE,ENSG00000122691,not_gwas
+male,ENSG00000275048,BSNDP1,ENSG00000275048,Cg25_male,Cg25,male,DGE,DGE,ENSG00000275048,not_gwas
+male,ENSG00000256310,NDUFA5P6,ENSG00000256310,Cg25_male,Cg25,male,DGE,DGE,ENSG00000256310,not_gwas
+male,ENSG00000197748,CFAP43,ENSG00000197748,Cg25_male,Cg25,male,DGE,DGE,ENSG00000197748,not_gwas
+male,ENSG00000042753,AP2S1,ENSG00000042753,Cg25_male,Cg25,male,DGE,DGE,ENSG00000042753,not_gwas
+male,ENSG00000138688,BLTP1,ENSG00000138688,Cg25_male,Cg25,male,DGE,DGE,ENSG00000138688,gwas
+male,ENSG00000118514,ALDH8A1,ENSG00000118514,Cg25_male,Cg25,male,DGE,DGE,ENSG00000118514,not_gwas
+male,ENSG00000013725,CD6,ENSG00000013725,Cg25_male,Cg25,male,DGE,DGE,ENSG00000013725,not_gwas
+male,ENSG00000168000,BSCL2,ENSG00000168000,Cg25_male,Cg25,male,DGE,DGE,ENSG00000168000,not_gwas
+male,ENSG00000144278,GALNT13,ENSG00000144278,Cg25_male,Cg25,male,DGE,DGE,ENSG00000144278,not_gwas
+male,ENSG00000198794,SCAMP5,ENSG00000198794,Cg25_male,Cg25,male,DGE,DGE,ENSG00000198794,not_gwas
+male,ENSG00000133640,LRRIQ1,ENSG00000133640,Cg25_male,Cg25,male,DGE,DGE,ENSG00000133640,not_gwas
+male,ENSG00000166165,CKB,ENSG00000166165,Cg25_male,Cg25,male,DGE,DGE,ENSG00000166165,not_gwas
+male,ENSG00000214076,CPSF1P1,ENSG00000214076,Cg25_male,Cg25,male,DGE,DGE,ENSG00000214076,not_gwas
+male,ENSG00000214076,CPSF1P1,ENSG00000214076,Sub_male,Sub,male,DGE,DGE,ENSG00000214076,not_gwas
+male,ENSG00000133067,LGR6,ENSG00000133067,Cg25_male,Cg25,male,DGE,DGE,ENSG00000133067,not_gwas
+male,ENSG00000118412,CASP8AP2,ENSG00000118412,Cg25_male,Cg25,male,DGE,DGE,ENSG00000118412,not_gwas
+male,ENSG00000187481,HSD3BP1,ENSG00000187481,Cg25_male,Cg25,male,DGE,DGE,ENSG00000187481,not_gwas
+male,ENSG00000139675,HNRNPA1L2,ENSG00000139675,Cg25_male,Cg25,male,DGE,DGE,ENSG00000139675,not_gwas
+male,ENSG00000215867,KRT18P57,ENSG00000215867,Cg25_male,Cg25,male,DGE,DGE,ENSG00000215867,not_gwas
+male,ENSG00000135315,CEP162,ENSG00000135315,Cg25_male,Cg25,male,DGE,DGE,ENSG00000135315,not_gwas
+male,ENSG00000065243,PKN2,ENSG00000065243,Cg25_male,Cg25,male,DGE,DGE,ENSG00000065243,not_gwas
+male,ENSG00000203855,HSD3BP4,ENSG00000203855,Cg25_male,Cg25,male,DGE,DGE,ENSG00000203855,not_gwas
+male,ENSG00000121989,ACVR2A,ENSG00000121989,Cg25_male,Cg25,male,DGE,DGE,ENSG00000121989,not_gwas
+male,ENSG00000009694,TENM1,ENSG00000009694,Cg25_male,Cg25,male,DGE,DGE,ENSG00000009694,not_gwas
+male,ENSG00000177963,RIC8A,ENSG00000177963,Cg25_male,Cg25,male,DGE,DGE,ENSG00000177963,not_gwas
+male,ENSG00000220563,PKMP3,ENSG00000220563,Cg25_male,Cg25,male,DGE,DGE,ENSG00000220563,not_gwas
+male,ENSG00000179611,DGKZP1,ENSG00000179611,Cg25_male,Cg25,male,DGE,DGE,ENSG00000179611,not_gwas
+male,ENSG00000129317,PUS7L,ENSG00000129317,Cg25_male,Cg25,male,DGE,DGE,ENSG00000129317,not_gwas
+male,ENSG00000186577,SMIM29,ENSG00000186577,Cg25_male,Cg25,male,DGE,DGE,ENSG00000186577,not_gwas
+male,ENSG00000164074,ABHD18,ENSG00000164074,Cg25_male,Cg25,male,DGE,DGE,ENSG00000164074,not_gwas
+male,ENSG00000171944,OR52A5,ENSG00000171944,Cg25_male,Cg25,male,DGE,DGE,ENSG00000171944,not_gwas
+male,ENSG00000006015,REX1BD,ENSG00000006015,Cg25_male,Cg25,male,DGE,DGE:DTE,ENSG00000006015,not_gwas
+male,ENSG00000006015,REX1BD,ENSG00000006015,Nac_male,Nac,male,DTE,DGE:DTE,ENSG00000006015,not_gwas
+male,ENSG00000187416,LHFPL3,ENSG00000187416,Cg25_male,Cg25,male,DGE,DGE,ENSG00000187416,not_gwas
+male,ENSG00000168539,CHRM1,ENSG00000168539,Cg25_male,Cg25,male,DGE,DGE,ENSG00000168539,not_gwas
+male,ENSG00000167578,RAB4B,ENSG00000167578,Cg25_male,Cg25,male,DGE,DGE,ENSG00000167578,not_gwas
+male,ENSG00000075292,ZNF638,ENSG00000075292,Cg25_male,Cg25,male,DGE,DGE,ENSG00000075292,not_gwas
+male,ENSG00000143393,PI4KB,ENSG00000143393,Cg25_male,Cg25,male,DGE,DGE,ENSG00000143393,not_gwas
+male,ENSG00000166575,TMEM135,ENSG00000166575,Cg25_male,Cg25,male,DGE,DGE,ENSG00000166575,not_gwas
+male,ENSG00000235141,COX6CP17,ENSG00000235141,Cg25_male,Cg25,male,DGE,DGE,ENSG00000235141,not_gwas
+male,ENSG00000267508,ZNF285,ENSG00000267508,Cg25_male,Cg25,male,DGE,DGE,ENSG00000267508,not_gwas
+male,ENSG00000172059,KLF11,ENSG00000172059,Cg25_male,Cg25,male,DGE,DGE,ENSG00000172059,not_gwas
+male,ENSG00000149582,TMEM25,ENSG00000149582,Cg25_male,Cg25,male,DGE,DGE,ENSG00000149582,not_gwas
+male,ENSG00000181220,ZNF746,ENSG00000181220,Cg25_male,Cg25,male,DGE,DGE,ENSG00000181220,not_gwas
+male,ENSG00000071889,FAM3A,ENSG00000071889,Cg25_male,Cg25,male,DGE,DGE,ENSG00000071889,not_gwas
+male,ENSG00000136770,DNAJC1,ENSG00000136770,Cg25_male,Cg25,male,DGE,DGE,ENSG00000136770,not_gwas
+male,ENSG00000153487,ING1,ENSG00000153487,Cg25_male,Cg25,male,DGE,DGE,ENSG00000153487,not_gwas
+male,ENSG00000189127,ANKRD34B,ENSG00000189127,Cg25_male,Cg25,male,DGE,DGE,ENSG00000189127,not_gwas
+male,ENSG00000082805,ERC1,ENSG00000082805,Cg25_male,Cg25,male,DGE,DGE,ENSG00000082805,not_gwas
+male,ENSG00000203780,FANK1,ENSG00000203780,Cg25_male,Cg25,male,DGE,DGE,ENSG00000203780,not_gwas
+male,ENSG00000115761,NOL10,ENSG00000115761,Cg25_male,Cg25,male,DGE,DGE,ENSG00000115761,not_gwas
+male,ENSG00000113356,POLR3G,ENSG00000113356,Cg25_male,Cg25,male,DGE,DGE,ENSG00000113356,not_gwas
+male,ENSG00000116663,FBXO6,ENSG00000116663,Cg25_male,Cg25,male,DGE,DGE,ENSG00000116663,not_gwas
+male,ENSG00000196961,AP2A1,ENSG00000196961,Cg25_male,Cg25,male,DGE,DGE,ENSG00000196961,not_gwas
+male,ENSG00000154479,CFAP210,ENSG00000154479,Cg25_male,Cg25,male,DGE,DGE,ENSG00000154479,not_gwas
+male,ENSG00000198478,SH3BGRL2,ENSG00000198478,Cg25_male,Cg25,male,DGE,DGE,ENSG00000198478,not_gwas
+male,ENSG00000236565,HNRNPA3P5,ENSG00000236565,Cg25_male,Cg25,male,DGE,DGE,ENSG00000236565,not_gwas
+male,ENSG00000172171,TEFM,ENSG00000172171,Cg25_male,Cg25,male,DGE,DGE,ENSG00000172171,not_gwas
+male,ENSG00000142186,SCYL1,ENSG00000142186,Cg25_male,Cg25,male,DGE,DGE,ENSG00000142186,not_gwas
+male,ENSG00000127580,WDR24,ENSG00000127580,Cg25_male,Cg25,male,DGE,DGE,ENSG00000127580,not_gwas
+male,ENSG00000215472,RPL17-C18orf32,ENSG00000215472,Cg25_male,Cg25,male,DGE,DGE,ENSG00000215472,not_gwas
+male,ENSG00000141580,WDR45B,ENSG00000141580,Cg25_male,Cg25,male,DGE,DGE,ENSG00000141580,not_gwas
+male,ENSG00000177200,CHD9,ENSG00000177200,Cg25_male,Cg25,male,DGE,DGE,ENSG00000177200,not_gwas
+male,ENSG00000116251,RPL22,ENSG00000116251,Cg25_male,Cg25,male,DGE,DGE,ENSG00000116251,not_gwas
+male,ENSG00000138180,CEP55,ENSG00000138180,Cg25_male,Cg25,male,DGE,DGE,ENSG00000138180,not_gwas
+male,ENSG00000178015,GPR150,ENSG00000178015,Cg25_male,Cg25,male,DGE,DGE,ENSG00000178015,not_gwas
+male,ENSG00000174516,PELI3,ENSG00000174516,Cg25_male,Cg25,male,DGE,DGE,ENSG00000174516,not_gwas
+male,ENSG00000170222,ADPRM,ENSG00000170222,Cg25_male,Cg25,male,DGE,DGE,ENSG00000170222,not_gwas
+male,ENSG00000091831,ESR1,ENSG00000091831,Cg25_male,Cg25,male,DGE,DGE,ENSG00000091831,not_gwas
+male,ENSG00000180777,ANKRD30B,ENSG00000180777,Cg25_male,Cg25,male,DGE,DGE:DTU,ENSG00000180777,not_gwas
+male,ENSG00000180777,ANKRD30B,ENSG00000180777,Cg25_male,Cg25,male,DTU,DGE:DTU,ENSG00000180777,not_gwas
+male,ENSG00000155511,GRIA1,ENSG00000155511,Sub_male,Sub,male,DGE,DGE:DTE,ENSG00000155511,not_gwas
+male,ENSG00000155511,GRIA1,ENSG00000155511,Sub_male,Sub,male,DTE,DGE:DTE,ENSG00000155511,not_gwas
+male,ENSG00000183665,TRMT12,ENSG00000183665,Sub_male,Sub,male,DGE,DGE:DTE,ENSG00000183665,not_gwas
+male,ENSG00000183665,TRMT12,ENSG00000183665,Sub_male,Sub,male,DTE,DGE:DTE,ENSG00000183665,not_gwas
+male,ENSG00000053438,NNAT,ENSG00000053438,Sub_male,Sub,male,DGE,DGE:DTE,ENSG00000053438,not_gwas
+male,ENSG00000053438,NNAT,ENSG00000053438,Sub_male,Sub,male,DTE,DGE:DTE,ENSG00000053438,not_gwas
+male,ENSG00000183287,CCBE1,ENSG00000183287,Sub_male,Sub,male,DGE,DGE,ENSG00000183287,not_gwas
+male,ENSG00000119698,PPP4R4,ENSG00000119698,Sub_male,Sub,male,DGE,DGE,ENSG00000119698,not_gwas
+male,ENSG00000106069,CHN2,ENSG00000106069,Sub_male,Sub,male,DGE,DGE,ENSG00000106069,not_gwas
+male,ENSG00000178163,ZNF518B,ENSG00000178163,Sub_male,Sub,male,DGE,DGE,ENSG00000178163,not_gwas
+male,ENSG00000089847,ANKRD24,ENSG00000089847,Sub_male,Sub,male,DGE,DGE,ENSG00000089847,not_gwas
+male,ENSG00000198046,ZNF667,ENSG00000198046,Sub_male,Sub,male,DGE,DGE,ENSG00000198046,not_gwas
+male,ENSG00000147041,SYTL5,ENSG00000147041,Sub_male,Sub,male,DGE,DGE,ENSG00000147041,not_gwas
+male,ENSG00000220804,LINC01881,ENSG00000220804,Sub_male,Sub,male,DGE,DGE,ENSG00000220804,not_gwas
+male,ENSG00000128573,FOXP2,ENSG00000128573,Sub_male,Sub,male,DGE,DGE,ENSG00000128573,gwas
+male,ENSG00000185052,SLC24A3,ENSG00000185052,Sub_male,Sub,male,DGE,DGE,ENSG00000185052,not_gwas
+male,ENSG00000211896,IGHG1,ENSG00000211896,Sub_male,Sub,male,DGE,DGE,ENSG00000211896,not_gwas
+male,ENSG00000156140,ADAMTS3,ENSG00000156140,Sub_male,Sub,male,DGE,DGE,ENSG00000156140,not_gwas
+male,ENSG00000215388,ACTG1P3,ENSG00000215388,Sub_male,Sub,male,DGE,DGE,ENSG00000215388,not_gwas
+male,ENSG00000146386,ABRACL,ENSG00000146386,Sub_male,Sub,male,DGE,DGE:DTE,ENSG00000146386,not_gwas
+male,ENSG00000146386,ABRACL,ENSG00000146386,Sub_male,Sub,male,DTE,DGE:DTE,ENSG00000146386,not_gwas
+male,ENSG00000163491,NEK10,ENSG00000163491,Sub_male,Sub,male,DGE,DGE,ENSG00000163491,not_gwas
+male,ENSG00000168538,TRAPPC11,ENSG00000168538,Sub_male,Sub,male,DGE,DGE,ENSG00000168538,not_gwas
+male,ENSG00000105518,TMEM205,ENSG00000105518,Sub_male,Sub,male,DGE,DGE,ENSG00000105518,not_gwas
+male,ENSG00000114654,EFCC1,ENSG00000114654,Sub_male,Sub,male,DGE,DGE:DTE,ENSG00000114654,not_gwas
+male,ENSG00000114654,EFCC1,ENSG00000114654,Nac_male,Nac,male,DTE,DGE:DTE,ENSG00000114654,not_gwas
+male,ENSG00000109689,STIM2,ENSG00000109689,Sub_male,Sub,male,DGE,DGE,ENSG00000109689,not_gwas
+male,ENSG00000068366,ACSL4,ENSG00000068366,Sub_male,Sub,male,DGE,DGE,ENSG00000068366,not_gwas
+male,ENSG00000162066,AMDHD2,ENSG00000162066,Sub_male,Sub,male,DGE,DGE,ENSG00000162066,not_gwas
+male,ENSG00000028839,TBPL1,ENSG00000028839,Sub_male,Sub,male,DGE,DGE,ENSG00000028839,not_gwas
+male,ENSG00000263142,LRRC37A17P,ENSG00000263142,Sub_male,Sub,male,DGE,DGE,ENSG00000263142,not_gwas
+male,ENSG00000119401,TRIM32,ENSG00000119401,Sub_male,Sub,male,DGE,DGE,ENSG00000119401,not_gwas
+male,ENSG00000147400,CETN2,ENSG00000147400,Sub_male,Sub,male,DGE,DGE:DTE,ENSG00000147400,not_gwas
+male,ENSG00000147400,CETN2,ENSG00000147400,Sub_male,Sub,male,DTE,DGE:DTE,ENSG00000147400,not_gwas
+male,ENSG00000181467,RAP2B,ENSG00000181467,Sub_male,Sub,male,DGE,DGE,ENSG00000181467,not_gwas
+male,ENSG00000151490,PTPRO,ENSG00000151490,Sub_male,Sub,male,DGE,DGE,ENSG00000151490,not_gwas
+male,ENSG00000162437,RAVER2,ENSG00000162437,Sub_male,Sub,male,DGE,DGE,ENSG00000162437,not_gwas
+male,ENSG00000103047,TANGO6,ENSG00000103047,Sub_male,Sub,male,DGE,DGE,ENSG00000103047,not_gwas
+male,ENSG00000130347,RTN4IP1,ENSG00000130347,Sub_male,Sub,male,DGE,DGE,ENSG00000130347,not_gwas
+male,ENSG00000159685,CHCHD6,ENSG00000159685,Sub_male,Sub,male,DGE,DGE,ENSG00000159685,not_gwas
+male,ENSG00000136986,DERL1,ENSG00000136986,Sub_male,Sub,male,DGE,DGE,ENSG00000136986,not_gwas
+male,ENSG00000109466,KLHL2,ENSG00000109466,Sub_male,Sub,male,DGE,DGE,ENSG00000109466,not_gwas
+male,ENSG00000175182,FAM131A,ENSG00000175182,Sub_male,Sub,male,DGE,DGE,ENSG00000175182,not_gwas
+male,ENSG00000059758,CDK17,ENSG00000059758,Sub_male,Sub,male,DGE,DGE,ENSG00000059758,not_gwas
+male,ENSG00000140623,SEPTIN12,ENSG00000140623,Sub_male,Sub,male,DGE,DGE,ENSG00000140623,not_gwas
+male,ENSG00000184307,ZDHHC23,ENSG00000184307,Sub_male,Sub,male,DGE,DGE,ENSG00000184307,not_gwas
+male,ENSG00000154654,NCAM2,ENSG00000154654,Sub_male,Sub,male,DGE,DGE,ENSG00000154654,not_gwas
+male,ENSG00000115091,ACTR3,ENSG00000115091,Sub_male,Sub,male,DGE,DGE,ENSG00000115091,not_gwas
+male,ENSG00000163468,CCT3,ENSG00000163468,Sub_male,Sub,male,DGE,DGE,ENSG00000163468,not_gwas
+male,ENSG00000008083,JARID2,ENSG00000008083,Sub_male,Sub,male,DGE,DGE,ENSG00000008083,not_gwas
+male,ENSG00000164603,BMT2,ENSG00000164603,Sub_male,Sub,male,DGE,DGE,ENSG00000164603,not_gwas
+male,ENSG00000117069,ST6GALNAC5,ENSG00000117069,Sub_male,Sub,male,DGE,DGE,ENSG00000117069,not_gwas
+male,ENSG00000239649,MYADML,ENSG00000239649,Sub_male,Sub,male,DGE,DGE,ENSG00000239649,not_gwas
+male,ENSG00000156414,TDRD9,ENSG00000156414,Sub_male,Sub,male,DGE,DGE,ENSG00000156414,not_gwas
+male,ENSG00000102078,SLC25A14,ENSG00000102078,Sub_male,Sub,male,DGE,DGE,ENSG00000102078,not_gwas
+male,ENSG00000156261,CCT8,ENSG00000156261,Sub_male,Sub,male,DGE,DGE,ENSG00000156261,not_gwas
+male,ENSG00000174684,B4GAT1,ENSG00000174684,Sub_male,Sub,male,DGE,DGE,ENSG00000174684,not_gwas
+male,ENSG00000271207,MTCO1P22,ENSG00000271207,Sub_male,Sub,male,DGE,DGE,ENSG00000271207,not_gwas
+male,ENSG00000131747,TOP2A,ENSG00000131747,Sub_male,Sub,male,DGE,DGE,ENSG00000131747,not_gwas
+male,ENSG00000219294,PIP5K1P1,ENSG00000219294,Sub_male,Sub,male,DGE,DGE,ENSG00000219294,not_gwas
+male,ENSG00000198185,ZNF334,ENSG00000198185,Sub_male,Sub,male,DGE,DGE,ENSG00000198185,not_gwas
+male,ENSG00000071127,WDR1,ENSG00000071127,Sub_male,Sub,male,DGE,DGE,ENSG00000071127,not_gwas
+male,ENSG00000197859,ADAMTSL2,ENSG00000197859,Sub_male,Sub,male,DGE,DGE,ENSG00000197859,not_gwas
+male,ENSG00000105173,CCNE1,ENSG00000105173,Sub_male,Sub,male,DGE,DGE,ENSG00000105173,not_gwas
+male,ENSG00000250982,GAPDHP35,ENSG00000250982,Sub_male,Sub,male,DGE,DGE,ENSG00000250982,not_gwas
+male,ENSG00000011009,LYPLA2,ENSG00000011009,Sub_male,Sub,male,DGE,DGE,ENSG00000011009,not_gwas
+male,ENSG00000047249,ATP6V1H,ENSG00000047249,Sub_male,Sub,male,DGE,DGE:DTE,ENSG00000047249,not_gwas
+male,ENSG00000047249,ATP6V1H,ENSG00000047249,Sub_male,Sub,male,DTE,DGE:DTE,ENSG00000047249,not_gwas
+male,ENSG00000121073,SLC35B1,ENSG00000121073,Sub_male,Sub,male,DGE,DGE,ENSG00000121073,not_gwas
+male,ENSG00000157211,CDCP2,ENSG00000157211,Sub_male,Sub,male,DGE,DGE,ENSG00000157211,not_gwas
+male,ENSG00000102753,KPNA3,ENSG00000102753,Sub_male,Sub,male,DGE,DGE,ENSG00000102753,not_gwas
+male,ENSG00000170881,RNF139,ENSG00000170881,Sub_male,Sub,male,DGE,DGE,ENSG00000170881,not_gwas
+male,ENSG00000117477,CCDC181,ENSG00000117477,Sub_male,Sub,male,DGE,DGE,ENSG00000117477,not_gwas
+male,ENSG00000229184,ATP5PDP2,ENSG00000229184,Sub_male,Sub,male,DGE,DGE,ENSG00000229184,not_gwas
+male,ENSG00000145050,MANF,ENSG00000145050,Sub_male,Sub,male,DGE,DGE,ENSG00000145050,not_gwas
+male,ENSG00000128595,CALU,ENSG00000128595,Sub_male,Sub,male,DGE,DGE,ENSG00000128595,not_gwas
+male,ENSG00000206145,P2RX6P,ENSG00000206145,Sub_male,Sub,male,DGE,DGE,ENSG00000206145,not_gwas
+male,ENSG00000160087,UBE2J2,ENSG00000160087,Sub_male,Sub,male,DGE,DGE,ENSG00000160087,not_gwas
+male,ENSG00000176956,LY6H,ENSG00000176956,Sub_male,Sub,male,DGE,DGE:DTE,ENSG00000176956,not_gwas
+male,ENSG00000176956,LY6H,ENSG00000176956,aINS_male,aINS,male,DTE,DGE:DTE,ENSG00000176956,not_gwas
+male,ENSG00000169976,SF3B5,ENSG00000169976,Sub_male,Sub,male,DGE,DGE,ENSG00000169976,not_gwas
+male,ENSG00000079689,SCGN,ENSG00000079689,Sub_male,Sub,male,DGE,DGE,ENSG00000079689,not_gwas
+male,ENSG00000242372,EIF6,ENSG00000242372,Sub_male,Sub,male,DGE,DGE,ENSG00000242372,not_gwas
+male,ENSG00000168036,CTNNB1,ENSG00000168036,Sub_male,Sub,male,DGE,DGE,ENSG00000168036,not_gwas
+male,ENSG00000270326,SMIM15P2,ENSG00000270326,Sub_male,Sub,male,DGE,DGE,ENSG00000270326,not_gwas
+male,ENSG00000133872,SARAF,ENSG00000133872,Sub_male,Sub,male,DGE,DGE,ENSG00000133872,not_gwas
+male,ENSG00000108256,NUFIP2,ENSG00000108256,Sub_male,Sub,male,DGE,DGE,ENSG00000108256,not_gwas
+male,ENSG00000164080,RAD54L2,ENSG00000164080,Sub_male,Sub,male,DGE,DGE,ENSG00000164080,not_gwas
+male,ENSG00000259330,INAFM2,ENSG00000259330,Sub_male,Sub,male,DGE,DGE,ENSG00000259330,not_gwas
+male,ENSG00000165905,LARGE2,ENSG00000165905,Sub_male,Sub,male,DGE,DGE,ENSG00000165905,not_gwas
+male,ENSG00000277883,NLRP3P1,ENSG00000277883,Sub_male,Sub,male,DGE,DGE,ENSG00000277883,not_gwas
+male,ENSG00000117543,DPH5,ENSG00000117543,Sub_male,Sub,male,DGE,DGE,ENSG00000117543,not_gwas
+male,ENSG00000185272,RBM11,ENSG00000185272,Sub_male,Sub,male,DGE,DGE,ENSG00000185272,not_gwas
+male,ENSG00000189369,GSPT2,ENSG00000189369,Sub_male,Sub,male,DGE,DGE,ENSG00000189369,not_gwas
+male,ENSG00000114480,GBE1,ENSG00000114480,Sub_male,Sub,male,DGE,DGE,ENSG00000114480,not_gwas
+male,ENSG00000154262,ABCA6,ENSG00000154262,Sub_male,Sub,male,DGE,DGE,ENSG00000154262,not_gwas
+male,ENSG00000160973,FOXH1,ENSG00000160973,Sub_male,Sub,male,DGE,DGE,ENSG00000160973,not_gwas
+male,ENSG00000185187,SIGIRR,ENSG00000185187,Sub_male,Sub,male,DGE,DGE,ENSG00000185187,not_gwas
+male,ENSG00000174567,GOLT1A,ENSG00000174567,Sub_male,Sub,male,DGE,DGE,ENSG00000174567,not_gwas
+male,ENSG00000161960,EIF4A1,ENSG00000161960,Sub_male,Sub,male,DGE,DGE,ENSG00000161960,not_gwas
+male,ENSG00000108641,B9D1,ENSG00000108641,Sub_male,Sub,male,DGE,DGE,ENSG00000108641,not_gwas
+male,ENSG00000065183,WDR3,ENSG00000065183,Sub_male,Sub,male,DGE,DGE,ENSG00000065183,not_gwas
+male,ENSG00000189045,ANKDD1B,ENSG00000189045,Sub_male,Sub,male,DGE,DGE,ENSG00000189045,not_gwas
+male,ENSG00000059769,DNAJC25,ENSG00000059769,Sub_male,Sub,male,DGE,DGE,ENSG00000059769,not_gwas
+male,ENSG00000163630,SYNPR,ENSG00000163630,Sub_male,Sub,male,DGE,DGE,ENSG00000163630,not_gwas
+male,ENSG00000132463,GRSF1,ENSG00000132463,Sub_male,Sub,male,DGE,DGE,ENSG00000132463,not_gwas
+male,ENSG00000116906,GNPAT,ENSG00000116906,Sub_male,Sub,male,DGE,DGE,ENSG00000116906,not_gwas
+male,ENSG00000089169,RPH3A,ENSG00000089169,Sub_male,Sub,male,DGE,DGE,ENSG00000089169,not_gwas
+male,ENSG00000125870,SNRPB2,ENSG00000125870,Sub_male,Sub,male,DGE,DGE,ENSG00000125870,not_gwas
+male,ENSG00000253729,PRKDC,ENSG00000253729,Sub_male,Sub,male,DGE,DGE,ENSG00000253729,not_gwas
+male,ENSG00000123496,IL13RA2,ENSG00000123496,Sub_male,Sub,male,DGE,DGE,ENSG00000123496,not_gwas
+male,ENSG00000169282,KCNAB1,ENSG00000169282,Sub_male,Sub,male,DGE,DGE,ENSG00000169282,not_gwas
+male,ENSG00000165688,PMPCA,ENSG00000165688,Sub_male,Sub,male,DGE,DGE,ENSG00000165688,not_gwas
+male,ENSG00000166128,RAB8B,ENSG00000166128,Sub_male,Sub,male,DGE,DGE,ENSG00000166128,not_gwas
+male,ENSG00000274286,ADRA2B,ENSG00000274286,Sub_male,Sub,male,DGE,DGE,ENSG00000274286,not_gwas
+male,ENSG00000221968,FADS3,ENSG00000221968,Nac_male,Nac,male,DTE,DTE,ENSG00000221968,not_gwas
+male,ENSG00000144550,CPNE9,ENSG00000144550,Nac_male,Nac,male,DTE,DTE,ENSG00000144550,not_gwas
+male,ENSG00000132386,SERPINF1,ENSG00000132386,Nac_male,Nac,male,DTE,DTE,ENSG00000132386,not_gwas
+male,ENSG00000166257,SCN3B,ENSG00000166257,Nac_male,Nac,male,DTE,DTE,ENSG00000166257,not_gwas
+male,ENSG00000144868,TMEM108,ENSG00000144868,Nac_male,Nac,male,DTE,DTE,ENSG00000144868,not_gwas
+male,ENSG00000103245,CIAO3,ENSG00000103245,Nac_male,Nac,male,DTE,DTE,ENSG00000103245,not_gwas
+male,ENSG00000162601,MYSM1,ENSG00000162601,Nac_male,Nac,male,DTE,DTE,ENSG00000162601,not_gwas
+male,ENSG00000178719,GRINA,ENSG00000178719,Nac_male,Nac,male,DTE,DTE,ENSG00000178719,not_gwas
+male,ENSG00000132640,BTBD3,ENSG00000132640,Nac_male,Nac,male,DTE,DTE,ENSG00000132640,not_gwas
+male,ENSG00000174996,KLC2,ENSG00000174996,Nac_male,Nac,male,DTE,DTE,ENSG00000174996,not_gwas
+male,ENSG00000145715,RASA1,ENSG00000145715,Nac_male,Nac,male,DTE,DTE,ENSG00000145715,not_gwas
+male,ENSG00000006283,CACNA1G,ENSG00000006283,Nac_male,Nac,male,DTE,DTE,ENSG00000006283,not_gwas
+male,ENSG00000105711,SCN1B,ENSG00000105711,Nac_male,Nac,male,DTE,DTE,ENSG00000105711,not_gwas
+male,ENSG00000157214,STEAP2,ENSG00000157214,Nac_male,Nac,male,DTE,DTE,ENSG00000157214,not_gwas
+male,ENSG00000176697,BDNF,ENSG00000176697,Nac_male,Nac,male,DTE,DTE,ENSG00000176697,not_gwas
+male,ENSG00000162300,ZFPL1,ENSG00000162300,Nac_male,Nac,male,DTE,DTE,ENSG00000162300,not_gwas
+male,ENSG00000040608,RTN4R,ENSG00000040608,Nac_male,Nac,male,DTE,DTE,ENSG00000040608,not_gwas
+male,ENSG00000179603,GRM8,ENSG00000179603,Nac_male,Nac,male,DTE,DTE,ENSG00000179603,not_gwas
+male,ENSG00000162520,SYNC,ENSG00000162520,Nac_male,Nac,male,DTE,DTE,ENSG00000162520,not_gwas
+male,ENSG00000073849,ST6GAL1,ENSG00000073849,Nac_male,Nac,male,DTE,DTE,ENSG00000073849,not_gwas
+male,ENSG00000116991,SIPA1L2,ENSG00000116991,Nac_male,Nac,male,DTE,DTE,ENSG00000116991,not_gwas
+male,ENSG00000165804,ZNF219,ENSG00000165804,Nac_male,Nac,male,DTE,DTE,ENSG00000165804,not_gwas
+male,ENSG00000205221,VIT,ENSG00000205221,Nac_male,Nac,male,DTE,DTE,ENSG00000205221,not_gwas
+male,ENSG00000121064,SCPEP1,ENSG00000121064,Nac_male,Nac,male,DTE,DTE,ENSG00000121064,not_gwas
+male,ENSG00000164294,GPX8,ENSG00000164294,Nac_male,Nac,male,DTE,DTE,ENSG00000164294,not_gwas
+male,ENSG00000105204,DYRK1B,ENSG00000105204,Nac_male,Nac,male,DTE,DTE,ENSG00000105204,not_gwas
+male,ENSG00000166558,SLC38A8,ENSG00000166558,Nac_male,Nac,male,DTE,DTE,ENSG00000166558,not_gwas
+male,ENSG00000125656,CLPP,ENSG00000125656,Nac_male,Nac,male,DTE,DTE,ENSG00000125656,not_gwas
+male,ENSG00000176383,B3GNT4,ENSG00000176383,Nac_male,Nac,male,DTE,DTE,ENSG00000176383,not_gwas
+male,ENSG00000106689,LHX2,ENSG00000106689,Nac_male,Nac,male,DTE,DTE,ENSG00000106689,not_gwas
+male,ENSG00000203734,ECT2L,ENSG00000203734,Nac_male,Nac,male,DTE,DTE,ENSG00000203734,not_gwas
+male,ENSG00000153395,LPCAT1,ENSG00000153395,Nac_male,Nac,male,DTE,DTE,ENSG00000153395,not_gwas
+male,ENSG00000108219,TSPAN14,ENSG00000108219,Nac_male,Nac,male,DTE,DTE,ENSG00000108219,not_gwas
+male,ENSG00000143093,STRIP1,ENSG00000143093,Nac_male,Nac,male,DTE,DTE,ENSG00000143093,not_gwas
+male,ENSG00000159110,IFNAR2,ENSG00000159110,Nac_male,Nac,male,DTE,DTE,ENSG00000159110,not_gwas
+male,ENSG00000143740,SNAP47,ENSG00000143740,Nac_male,Nac,male,DTE,DTE,ENSG00000143740,not_gwas
+male,ENSG00000117632,STMN1,ENSG00000117632,Nac_male,Nac,male,DTE,DTE,ENSG00000117632,not_gwas
+male,ENSG00000277161,PIGW,ENSG00000277161,Nac_male,Nac,male,DTE,DTE,ENSG00000277161,not_gwas
+male,ENSG00000104341,LAPTM4B,ENSG00000104341,Nac_male,Nac,male,DTE,DTE,ENSG00000104341,not_gwas
+male,ENSG00000147457,CHMP7,ENSG00000147457,Nac_male,Nac,male,DTE,DTE,ENSG00000147457,not_gwas
+male,ENSG00000148832,PAOX,ENSG00000148832,Nac_male,Nac,male,DTE,DTE,ENSG00000148832,not_gwas
+male,ENSG00000265366,GLUD1P2,ENSG00000265366,Nac_male,Nac,male,DTE,DTE,ENSG00000265366,not_gwas
+male,ENSG00000178404,CEP295NL,ENSG00000178404,Nac_male,Nac,male,DTE,DTE,ENSG00000178404,not_gwas
+male,ENSG00000104976,SNAPC2,ENSG00000104976,Nac_male,Nac,male,DTE,DTE,ENSG00000104976,not_gwas
+male,ENSG00000238227,TMEM250,ENSG00000238227,Nac_male,Nac,male,DTE,DTE,ENSG00000238227,not_gwas
+male,ENSG00000198483,ANKRD35,ENSG00000198483,Nac_male,Nac,male,DTE,DTE,ENSG00000198483,not_gwas
+male,ENSG00000106236,NPTX2,ENSG00000106236,Nac_male,Nac,male,DTE,DTE,ENSG00000106236,not_gwas
+male,ENSG00000143630,HCN3,ENSG00000143630,Nac_male,Nac,male,DTE,DTE,ENSG00000143630,not_gwas
+male,ENSG00000143630,HCN3,ENSG00000143630,dlPFC_male,dlPFC,male,DTE,DTE,ENSG00000143630,not_gwas
+male,ENSG00000160949,TONSL,ENSG00000160949,Nac_male,Nac,male,DTE,DTE,ENSG00000160949,not_gwas
+male,ENSG00000101333,PLCB4,ENSG00000101333,Nac_male,Nac,male,DTE,DTE,ENSG00000101333,not_gwas
+male,ENSG00000188878,FBF1,ENSG00000188878,OFC_male,OFC,male,DTE,DTE,ENSG00000188878,not_gwas
+male,ENSG00000217128,FNIP1,ENSG00000217128,OFC_male,OFC,male,DTE,DTE,ENSG00000217128,not_gwas
+male,ENSG00000137411,VARS2,ENSG00000137411,OFC_male,OFC,male,DTE,DTE,ENSG00000137411,not_gwas
+male,ENSG00000163016,ALMS1P1,ENSG00000163016,OFC_male,OFC,male,DTE,DTE,ENSG00000163016,not_gwas
+male,ENSG00000154358,OBSCN,ENSG00000154358,OFC_male,OFC,male,DTE,DTE,ENSG00000154358,not_gwas
+male,ENSG00000188343,CIBAR1,ENSG00000188343,OFC_male,OFC,male,DTE,DTE,ENSG00000188343,not_gwas
+male,ENSG00000117153,KLHL12,ENSG00000117153,OFC_male,OFC,male,DTE,DTE,ENSG00000117153,not_gwas
+male,ENSG00000104883,PEX11G,ENSG00000104883,OFC_male,OFC,male,DTE,DTE:DTU,ENSG00000104883,not_gwas
+male,ENSG00000104883,PEX11G,ENSG00000104883,OFC_male,OFC,male,DTU,DTE:DTU,ENSG00000104883,not_gwas
+male,ENSG00000174292,TNK1,ENSG00000174292,OFC_male,OFC,male,DTE,DTE,ENSG00000174292,not_gwas
+male,ENSG00000159247,TUBBP5,ENSG00000159247,OFC_male,OFC,male,DTE,DTE,ENSG00000159247,not_gwas
+male,ENSG00000185803,SLC52A2,ENSG00000185803,OFC_male,OFC,male,DTE,DTE,ENSG00000185803,not_gwas
+male,ENSG00000140835,CHST4,ENSG00000140835,OFC_male,OFC,male,DTE,DTE,ENSG00000140835,not_gwas
+male,ENSG00000133105,RXFP2,ENSG00000133105,OFC_male,OFC,male,DTE,DTE,ENSG00000133105,not_gwas
+male,ENSG00000133105,RXFP2,ENSG00000133105,aINS_male,aINS,male,DTE,DTE,ENSG00000133105,not_gwas
+male,ENSG00000170579,DLGAP1,ENSG00000170579,dlPFC_male,dlPFC,male,DTE,DTE,ENSG00000170579,not_gwas
+male,ENSG00000165874,SHLD2P1,ENSG00000165874,dlPFC_male,dlPFC,male,DTE,DTE,ENSG00000165874,not_gwas
+male,ENSG00000173598,NUDT4,ENSG00000173598,dlPFC_male,dlPFC,male,DTE,DTE,ENSG00000173598,not_gwas
+male,ENSG00000100138,SNU13,ENSG00000100138,dlPFC_male,dlPFC,male,DTE,DTE,ENSG00000100138,not_gwas
+male,ENSG00000141404,GNAL,ENSG00000141404,dlPFC_male,dlPFC,male,DTE,DTE,ENSG00000141404,not_gwas
+male,ENSG00000152672,CLEC4F,ENSG00000152672,dlPFC_male,dlPFC,male,DTE,DTE,ENSG00000152672,not_gwas
+male,ENSG00000172969,FRG2C,ENSG00000172969,Cg25_male,Cg25,male,DTE,DTE,ENSG00000172969,not_gwas
+male,ENSG00000070961,ATP2B1,ENSG00000070961,Cg25_male,Cg25,male,DTE,DTE,ENSG00000070961,not_gwas
+male,ENSG00000213047,DENND1B,ENSG00000213047,Cg25_male,Cg25,male,DTE,DTE,ENSG00000213047,gwas
+male,ENSG00000109971,HSPA8,ENSG00000109971,Cg25_male,Cg25,male,DTE,DTE,ENSG00000109971,not_gwas
+male,ENSG00000205609,EIF3CL,ENSG00000205609,Cg25_male,Cg25,male,DTE,DTE,ENSG00000205609,not_gwas
+male,ENSG00000074317,SNCB,ENSG00000074317,Cg25_male,Cg25,male,DTE,DTE,ENSG00000074317,not_gwas
+male,ENSG00000196498,NCOR2,ENSG00000196498,Cg25_male,Cg25,male,DTE,DTE,ENSG00000196498,not_gwas
+male,ENSG00000164483,SAMD3,ENSG00000164483,Cg25_male,Cg25,male,DTE,DTE,ENSG00000164483,not_gwas
+male,ENSG00000172809,RPL38,ENSG00000172809,Cg25_male,Cg25,male,DTE,DTE,ENSG00000172809,not_gwas
+male,ENSG00000076248,UNG,ENSG00000076248,Cg25_male,Cg25,male,DTE,DTE,ENSG00000076248,not_gwas
+male,ENSG00000076248,UNG,ENSG00000076248,Sub_male,Sub,male,DTE,DTE,ENSG00000076248,not_gwas
+male,ENSG00000084207,GSTP1,ENSG00000084207,Cg25_male,Cg25,male,DTE,DTE,ENSG00000084207,not_gwas
+male,ENSG00000152208,GRID2,ENSG00000152208,Cg25_male,Cg25,male,DTE,DTE,ENSG00000152208,not_gwas
+male,ENSG00000153207,AHCTF1,ENSG00000153207,Cg25_male,Cg25,male,DTE,DTE,ENSG00000153207,not_gwas
+male,ENSG00000130204,TOMM40,ENSG00000130204,Cg25_male,Cg25,male,DTE,DTE:DTU,ENSG00000130204,not_gwas
+male,ENSG00000130204,TOMM40,ENSG00000130204,Cg25_male,Cg25,male,DTU,DTE:DTU,ENSG00000130204,not_gwas
+male,ENSG00000135686,KLHL36,ENSG00000135686,Cg25_male,Cg25,male,DTE,DTE,ENSG00000135686,not_gwas
+male,ENSG00000139200,PIANP,ENSG00000139200,Cg25_male,Cg25,male,DTE,DTE,ENSG00000139200,not_gwas
+male,ENSG00000145826,LECT2,ENSG00000145826,Cg25_male,Cg25,male,DTE,DTE,ENSG00000145826,not_gwas
+male,ENSG00000163596,ICA1L,ENSG00000163596,Cg25_male,Cg25,male,DTE,DTE,ENSG00000163596,not_gwas
+male,ENSG00000242173,ARHGDIG,ENSG00000242173,Cg25_male,Cg25,male,DTE,DTE,ENSG00000242173,not_gwas
+male,ENSG00000124172,ATP5F1E,ENSG00000124172,Cg25_male,Cg25,male,DTE,DTE,ENSG00000124172,not_gwas
+male,ENSG00000186350,RXRA,ENSG00000186350,aINS_male,aINS,male,DTE,DTE,ENSG00000186350,not_gwas
+male,ENSG00000151718,WWC2,ENSG00000151718,aINS_male,aINS,male,DTE,DTE,ENSG00000151718,not_gwas
+male,ENSG00000008382,MPND,ENSG00000008382,aINS_male,aINS,male,DTE,DTE,ENSG00000008382,not_gwas
+male,ENSG00000157557,ETS2,ENSG00000157557,aINS_male,aINS,male,DTE,DTE,ENSG00000157557,not_gwas
+male,ENSG00000099364,FBXL19,ENSG00000099364,aINS_male,aINS,male,DTE,DTE,ENSG00000099364,not_gwas
+male,ENSG00000090097,PCBP4,ENSG00000090097,Sub_male,Sub,male,DTE,DTE,ENSG00000090097,not_gwas
+male,ENSG00000145526,CDH18,ENSG00000145526,Sub_male,Sub,male,DTE,DTE,ENSG00000145526,not_gwas
+male,ENSG00000141013,GAS8,ENSG00000141013,Sub_male,Sub,male,DTE,DTE,ENSG00000141013,not_gwas
+male,ENSG00000221882,OR3A2,ENSG00000221882,Sub_male,Sub,male,DTE,DTE,ENSG00000221882,not_gwas
+male,ENSG00000143156,NME7,ENSG00000143156,Sub_male,Sub,male,DTE,DTE,ENSG00000143156,not_gwas
+male,ENSG00000164099,PRSS12,ENSG00000164099,Sub_male,Sub,male,DTE,DTE,ENSG00000164099,not_gwas
+male,ENSG00000120500,ARR3,ENSG00000120500,Sub_male,Sub,male,DTE,DTE,ENSG00000120500,not_gwas
+male,ENSG00000057294,PKP2,ENSG00000057294,Sub_male,Sub,male,DTE,DTE,ENSG00000057294,not_gwas
+male,ENSG00000144668,ITGA9,ENSG00000144668,Sub_male,Sub,male,DTE,DTE,ENSG00000144668,not_gwas
+male,ENSG00000186204,CYP4F12,ENSG00000186204,Sub_male,Sub,male,DTE,DTE,ENSG00000186204,not_gwas
+male,ENSG00000115649,CNPPD1,ENSG00000115649,Sub_male,Sub,male,DTE,DTE,ENSG00000115649,not_gwas
+male,ENSG00000184009,ACTG1,ENSG00000184009,Cg25_male,Cg25,male,DTU,DTU,ENSG00000184009,not_gwas
+male,ENSG00000140873,ADAMTS18,ENSG00000140873,Cg25_male,Cg25,male,DTU,DTU,ENSG00000140873,not_gwas
+male,ENSG00000173567,ADGRF3,ENSG00000173567,Cg25_male,Cg25,male,DTU,DTU,ENSG00000173567,not_gwas
+male,ENSG00000112414,ADGRG6,ENSG00000112414,Cg25_male,Cg25,male,DTU,DTU,ENSG00000112414,not_gwas
+male,ENSG00000162618,ADGRL4,ENSG00000162618,Cg25_male,Cg25,male,DTU,DTU,ENSG00000162618,not_gwas
+male,ENSG00000106624,AEBP1,ENSG00000106624,Cg25_male,Cg25,male,DTU,DTU,ENSG00000106624,not_gwas
+male,ENSG00000057663,ATG5,ENSG00000057663,Cg25_male,Cg25,male,DTU,DTU,ENSG00000057663,not_gwas
+male,ENSG00000139044,B4GALNT3,ENSG00000139044,Cg25_male,Cg25,male,DTU,DTU,ENSG00000139044,not_gwas
+male,ENSG00000152611,CAPSL,ENSG00000152611,Cg25_male,Cg25,male,DTU,DTU,ENSG00000152611,not_gwas
+male,ENSG00000291173,CASP17P,ENSG00000291173,Cg25_male,Cg25,male,DTU,DTU,ENSG00000291173,not_gwas
+male,ENSG00000141570,CBX8,ENSG00000141570,Cg25_male,Cg25,male,DTU,DTU,ENSG00000141570,not_gwas
+male,ENSG00000134057,CCNB1,ENSG00000134057,Cg25_male,Cg25,male,DTU,DTU,ENSG00000134057,not_gwas
+male,ENSG00000107443,CCNJ,ENSG00000107443,Cg25_male,Cg25,male,DTU,DTU,ENSG00000107443,not_gwas
+male,ENSG00000116815,CD58,ENSG00000116815,Cg25_male,Cg25,male,DTU,DTU,ENSG00000116815,not_gwas
+male,ENSG00000166091,CMTM5,ENSG00000166091,Cg25_male,Cg25,male,DTU,DTU,ENSG00000166091,not_gwas
+male,ENSG00000102879,CORO1A,ENSG00000102879,Cg25_male,Cg25,male,DTU,DTU,ENSG00000102879,not_gwas
+male,ENSG00000116133,DHCR24,ENSG00000116133,Cg25_male,Cg25,male,DTU,DTU,ENSG00000116133,not_gwas
+male,ENSG00000134516,DOCK2,ENSG00000134516,Cg25_male,Cg25,male,DTU,DTU,ENSG00000134516,not_gwas
+male,ENSG00000100129,EIF3L,ENSG00000100129,Cg25_male,Cg25,male,DTU,DTU,ENSG00000100129,not_gwas
+male,ENSG00000240445,FOXO3B,ENSG00000240445,Cg25_male,Cg25,male,DTU,DTU,ENSG00000240445,not_gwas
+male,ENSG00000105255,FSD1,ENSG00000105255,Cg25_male,Cg25,male,DTU,DTU,ENSG00000105255,not_gwas
+male,ENSG00000226124,FTCDNL1,ENSG00000226124,Cg25_male,Cg25,male,DTU,DTU,ENSG00000226124,not_gwas
+male,ENSG00000144591,GMPPA,ENSG00000144591,Cg25_male,Cg25,male,DTU,DTU,ENSG00000144591,not_gwas
+male,ENSG00000102241,HTATSF1,ENSG00000102241,Cg25_male,Cg25,male,DTU,DTU,ENSG00000102241,not_gwas
+male,ENSG00000110324,IL10RA,ENSG00000110324,Cg25_male,Cg25,male,DTU,DTU,ENSG00000110324,not_gwas
+male,ENSG00000148943,LIN7C,ENSG00000148943,Cg25_male,Cg25,male,DTU,DTU,ENSG00000148943,not_gwas
+male,ENSG00000146006,LRRTM2,ENSG00000146006,Cg25_male,Cg25,male,DTU,DTU,ENSG00000146006,not_gwas
+male,ENSG00000168067,MAP4K2,ENSG00000168067,Cg25_male,Cg25,male,DTU,DTU,ENSG00000168067,not_gwas
+male,ENSG00000090971,"NAT14",ENSG00000090971,Cg25_male,Cg25,male,DTU,DTU,ENSG00000090971,not_gwas
+male,ENSG00000178685,PARP10,ENSG00000178685,Cg25_male,Cg25,male,DTU,DTU,ENSG00000178685,not_gwas
+male,ENSG00000174827,PDZK1,ENSG00000174827,Cg25_male,Cg25,male,DTU,DTU,ENSG00000174827,not_gwas
+male,ENSG00000183571,PGPEP1L,ENSG00000183571,Cg25_male,Cg25,male,DTU,DTU,ENSG00000183571,not_gwas
+male,ENSG00000166428,PLD4,ENSG00000166428,Cg25_male,Cg25,male,DTU,DTU,ENSG00000166428,not_gwas
+male,ENSG00000163932,PRKCD,ENSG00000163932,Cg25_male,Cg25,male,DTU,DTU,ENSG00000163932,not_gwas
+male,ENSG00000204628,RACK1,ENSG00000204628,Cg25_male,Cg25,male,DTU,DTU,ENSG00000204628,not_gwas
+male,ENSG00000117602,RCAN3,ENSG00000117602,Cg25_male,Cg25,male,DTU,DTU,ENSG00000117602,not_gwas
+male,ENSG00000137275,RIPK1,ENSG00000137275,Cg25_male,Cg25,male,DTU,DTU,ENSG00000137275,not_gwas
+male,ENSG00000164610,RP9,ENSG00000164610,Cg25_male,Cg25,male,DTU,DTU,ENSG00000164610,not_gwas
+male,ENSG00000149273,RPS3,ENSG00000149273,Cg25_male,Cg25,male,DTU,DTU,ENSG00000149273,not_gwas
+male,ENSG00000063015,SEZ6,ENSG00000063015,Cg25_male,Cg25,male,DTU,DTU,ENSG00000063015,not_gwas
+male,ENSG00000167447,SMG8,ENSG00000167447,Cg25_male,Cg25,male,DTU,DTU,ENSG00000167447,not_gwas
+male,ENSG00000250317,SMIM20,ENSG00000250317,Cg25_male,Cg25,male,DTU,DTU,ENSG00000250317,not_gwas
+male,ENSG00000077312,SNRPA,ENSG00000077312,Cg25_male,Cg25,male,DTU,DTU,ENSG00000077312,not_gwas
+male,ENSG00000162236,STX5,ENSG00000162236,Cg25_male,Cg25,male,DTU,DTU,ENSG00000162236,not_gwas
+male,ENSG00000132604,TERF2,ENSG00000132604,Cg25_male,Cg25,male,DTU,DTU,ENSG00000132604,not_gwas
+male,ENSG00000145107,TM4SF19,ENSG00000145107,Cg25_male,Cg25,male,DTU,DTU,ENSG00000145107,not_gwas
+male,ENSG00000118271,TTR,ENSG00000118271,Cg25_male,Cg25,male,DTU,DTU,ENSG00000118271,not_gwas
+male,ENSG00000140367,UBE2Q2,ENSG00000140367,Cg25_male,Cg25,male,DTU,DTU,ENSG00000140367,not_gwas
+male,ENSG00000167671,UBXN6,ENSG00000167671,Cg25_male,Cg25,male,DTU,DTU,ENSG00000167671,not_gwas
+male,ENSG00000111186,WNT5B,ENSG00000111186,Cg25_male,Cg25,male,DTU,DTU,ENSG00000111186,not_gwas
+male,ENSG00000198538,ZNF28,ENSG00000198538,Cg25_male,Cg25,male,DTU,DTU,ENSG00000198538,not_gwas
+male,ENSG00000167772,ANGPTL4,ENSG00000167772,dlPFC_male,dlPFC,male,DTU,DTU,ENSG00000167772,not_gwas
+male,ENSG00000185689,C6orf201,ENSG00000185689,dlPFC_male,dlPFC,male,DTU,DTU,ENSG00000185689,not_gwas
+male,ENSG00000147437,GNRH1,ENSG00000147437,dlPFC_male,dlPFC,male,DTU,DTU,ENSG00000147437,not_gwas
+male,ENSG00000116962,NID1,ENSG00000116962,dlPFC_male,dlPFC,male,DTU,DTU,ENSG00000116962,not_gwas
+male,ENSG00000163710,PCOLCE2,ENSG00000163710,dlPFC_male,dlPFC,male,DTU,DTU,ENSG00000163710,not_gwas
+male,ENSG00000056487,PHF21B,ENSG00000056487,dlPFC_male,dlPFC,male,DTU,DTU,ENSG00000056487,not_gwas
+male,ENSG00000174136,RGMB,ENSG00000174136,dlPFC_male,dlPFC,male,DTU,DTU,ENSG00000174136,not_gwas
+male,ENSG00000167550,RHEBL1,ENSG00000167550,dlPFC_male,dlPFC,male,DTU,DTU,ENSG00000167550,not_gwas
+male,ENSG00000116649,SRM,ENSG00000116649,dlPFC_male,dlPFC,male,DTU,DTU,ENSG00000116649,not_gwas
+male,ENSG00000248477,AC139495,ENSG00000248477,Nac_male,Nac,male,DTU,DTU,ENSG00000248477,not_gwas
+male,ENSG00000250687,AC146944,ENSG00000250687,Nac_male,Nac,male,DTU,DTU,ENSG00000250687,not_gwas
+male,ENSG00000008300,CELSR3,ENSG00000008300,Nac_male,Nac,male,DTU,DTU,ENSG00000008300,not_gwas
+male,ENSG00000185885,IFITM1,ENSG00000185885,Nac_male,Nac,male,DTU,DTU,ENSG00000185885,not_gwas
+male,ENSG00000073150,PANX2,ENSG00000073150,Nac_male,Nac,male,DTU,DTU,ENSG00000073150,not_gwas
+male,ENSG00000225973,PIGBOS1,ENSG00000225973,Nac_male,Nac,male,DTU,DTU,ENSG00000225973,not_gwas
+male,ENSG00000061492,WNT8A,ENSG00000061492,Nac_male,Nac,male,DTU,DTU,ENSG00000061492,not_gwas
+male,ENSG00000100601,ALKBH1,ENSG00000100601,OFC_male,OFC,male,DTU,DTU,ENSG00000100601,not_gwas
+male,ENSG00000215217,C5orf49,ENSG00000215217,OFC_male,OFC,male,DTU,DTU,ENSG00000215217,not_gwas
+male,ENSG00000103326,CAPN15,ENSG00000103326,OFC_male,OFC,male,DTU,DTU,ENSG00000103326,not_gwas
+male,ENSG00000105479,CCDC114,ENSG00000105479,OFC_male,OFC,male,DTU,DTU,ENSG00000105479,not_gwas
+male,ENSG00000248698,LINC01085,ENSG00000248698,OFC_male,OFC,male,DTU,DTU,ENSG00000248698,not_gwas
+male,ENSG00000125841,NRSN2,ENSG00000125841,OFC_male,OFC,male,DTU,DTU,ENSG00000125841,not_gwas
+male,ENSG00000100300,TSPO,ENSG00000100300,OFC_male,OFC,male,DTU,DTU,ENSG00000100300,not_gwas
+male,ENSG00000160685,ZBTB7B,ENSG00000160685,OFC_male,OFC,male,DTU,DTU,ENSG00000160685,not_gwas
+male,ENSG00000184887,BTBD6,ENSG00000184887,Sub_male,Sub,male,DTU,DTU,ENSG00000184887,not_gwas
+male,ENSG00000177627,C12orf54,ENSG00000177627,Sub_male,Sub,male,DTU,DTU,ENSG00000177627,not_gwas
+male,ENSG00000221986,MYBPHL,ENSG00000221986,Sub_male,Sub,male,DTU,DTU,ENSG00000221986,not_gwas
+male,ENSG00000205220,PSMB10,ENSG00000205220,Sub_male,Sub,male,DTU,DTU,ENSG00000205220,not_gwas
+male,ENSG00000165480,SKA3,ENSG00000165480,Sub_male,Sub,male,DTU,DTU,ENSG00000165480,not_gwas
+male,ENSG00000095970,TREM2,ENSG00000095970,Sub_male,Sub,male,DTU,DTU,ENSG00000095970,not_gwas
+male,ENSG00000170703,TTLL6,ENSG00000170703,Sub_male,Sub,male,DTU,DTU,ENSG00000170703,not_gwas
+female,ENSG00000197057,DTHD1,ENSG00000197057,Nac_female,Nac,female,DGE,DGE,ENSG00000197057,not_gwas
+female,ENSG00000179813,FAM216B,ENSG00000179813,Nac_female,Nac,female,DGE,DGE,ENSG00000179813,not_gwas
+female,ENSG00000213085,CFAP45,ENSG00000213085,Nac_female,Nac,female,DGE,DGE,ENSG00000213085,not_gwas
+female,ENSG00000268500,SIGLEC5,ENSG00000268500,Nac_female,Nac,female,DGE,DGE,ENSG00000268500,not_gwas
+female,ENSG00000089041,P2RX7,ENSG00000089041,Nac_female,Nac,female,DGE,DGE,ENSG00000089041,not_gwas
+female,ENSG00000170160,CCDC144A,ENSG00000170160,Nac_female,Nac,female,DGE,DGE,ENSG00000170160,not_gwas
+female,ENSG00000197171,LINC03003,ENSG00000197171,Nac_female,Nac,female,DGE,DGE,ENSG00000197171,not_gwas
+female,ENSG00000188933,USP32P1,ENSG00000188933,Nac_female,Nac,female,DGE,DGE,ENSG00000188933,not_gwas
+female,ENSG00000077327,SPAG6,ENSG00000077327,Nac_female,Nac,female,DGE,DGE,ENSG00000077327,not_gwas
+female,ENSG00000118492,ADGB,ENSG00000118492,Nac_female,Nac,female,DGE,DGE,ENSG00000118492,not_gwas
+female,ENSG00000112761,CCN6,ENSG00000112761,Nac_female,Nac,female,DGE,DGE,ENSG00000112761,not_gwas
+female,ENSG00000166387,PPFIBP2,ENSG00000166387,Nac_female,Nac,female,DGE,DGE,ENSG00000166387,not_gwas
+female,ENSG00000155287,SLC25A28,ENSG00000155287,Nac_female,Nac,female,DGE,DGE,ENSG00000155287,not_gwas
+female,ENSG00000183458,PKD1P3,ENSG00000183458,Nac_female,Nac,female,DGE,DGE,ENSG00000183458,not_gwas
+female,ENSG00000197177,ADGRA1,ENSG00000197177,Nac_female,Nac,female,DGE,DGE:DTE,ENSG00000197177,not_gwas
+female,ENSG00000197177,ADGRA1,ENSG00000197177,Nac_female,Nac,female,DTE,DGE:DTE,ENSG00000197177,not_gwas
+female,ENSG00000131002,TXLNGY,ENSG00000131002,Nac_female,Nac,female,DGE,DGE,ENSG00000131002,not_gwas
+female,ENSG00000169258,GPRIN1,ENSG00000169258,Nac_female,Nac,female,DGE,DGE,ENSG00000169258,not_gwas
+female,ENSG00000100625,SIX4,ENSG00000100625,Nac_female,Nac,female,DGE,DGE,ENSG00000100625,not_gwas
+female,ENSG00000114784,EIF1B,ENSG00000114784,Nac_female,Nac,female,DGE,DGE,ENSG00000114784,not_gwas
+female,ENSG00000162643,DNAI3,ENSG00000162643,Nac_female,Nac,female,DGE,DGE,ENSG00000162643,not_gwas
+female,ENSG00000241343,RPL36A,ENSG00000241343,OFC_female,OFC,female,DGE,DGE,ENSG00000241343,not_gwas
+female,ENSG00000122566,HNRNPA2B1,ENSG00000122566,OFC_female,OFC,female,DGE,DGE,ENSG00000122566,not_gwas
+female,ENSG00000089335,ZNF302,ENSG00000089335,OFC_female,OFC,female,DGE,DGE,ENSG00000089335,not_gwas
+female,ENSG00000147145,LPAR4,ENSG00000147145,OFC_female,OFC,female,DGE,DGE,ENSG00000147145,not_gwas
+female,ENSG00000147145,LPAR4,ENSG00000147145,Cg25_female,Cg25,female,DGE,DGE,ENSG00000147145,not_gwas
+female,ENSG00000244687,UBE2V1,ENSG00000244687,OFC_female,OFC,female,DGE,DGE,ENSG00000244687,not_gwas
+female,ENSG00000198938,MT-CO3,ENSG00000198938,OFC_female,OFC,female,DGE,DGE,ENSG00000198938,not_gwas
+female,ENSG00000184208,C22orf46,ENSG00000184208,OFC_female,OFC,female,DGE,DGE,ENSG00000184208,not_gwas
+female,ENSG00000196235,SUPT5H,ENSG00000196235,OFC_female,OFC,female,DGE,DGE,ENSG00000196235,not_gwas
+female,ENSG00000112357,PEX7,ENSG00000112357,OFC_female,OFC,female,DGE,DGE:DTE,ENSG00000112357,not_gwas
+female,ENSG00000112357,PEX7,ENSG00000112357,OFC_female,OFC,female,DTE,DGE:DTE,ENSG00000112357,not_gwas
+female,ENSG00000180953,ST20,ENSG00000180953,OFC_female,OFC,female,DGE,DGE,ENSG00000180953,not_gwas
+female,ENSG00000135486,HNRNPA1,ENSG00000135486,OFC_female,OFC,female,DGE,DGE:DTE,ENSG00000135486,not_gwas
+female,ENSG00000135486,HNRNPA1,ENSG00000135486,OFC_female,OFC,female,DTE,DGE:DTE,ENSG00000135486,not_gwas
+female,ENSG00000101972,STAG2,ENSG00000101972,OFC_female,OFC,female,DGE,DGE:DTE,ENSG00000101972,not_gwas
+female,ENSG00000101972,STAG2,ENSG00000101972,Cg25_female,Cg25,female,DGE,DGE:DTE,ENSG00000101972,not_gwas
+female,ENSG00000101972,STAG2,ENSG00000101972,OFC_female,OFC,female,DTE,DGE:DTE,ENSG00000101972,not_gwas
+female,ENSG00000155506,LARP1,ENSG00000155506,OFC_female,OFC,female,DGE,DGE,ENSG00000155506,not_gwas
+female,ENSG00000096746,HNRNPH3,ENSG00000096746,OFC_female,OFC,female,DGE,DGE,ENSG00000096746,not_gwas
+female,ENSG00000182247,UBE2E2,ENSG00000182247,OFC_female,OFC,female,DGE,DGE,ENSG00000182247,not_gwas
+female,ENSG00000162755,KLHDC9,ENSG00000162755,OFC_female,OFC,female,DGE,DGE,ENSG00000162755,not_gwas
+female,ENSG00000105372,RPS19,ENSG00000105372,OFC_female,OFC,female,DGE,DGE,ENSG00000105372,not_gwas
+female,ENSG00000189089,RIMKLBP1,ENSG00000189089,OFC_female,OFC,female,DGE,DGE,ENSG00000189089,not_gwas
+female,ENSG00000099785,MARCHF2,ENSG00000099785,OFC_female,OFC,female,DGE,DGE,ENSG00000099785,not_gwas
+female,ENSG00000125386,FAM193A,ENSG00000125386,OFC_female,OFC,female,DGE,DGE,ENSG00000125386,not_gwas
+female,ENSG00000181038,METTL23,ENSG00000181038,OFC_female,OFC,female,DGE,DGE,ENSG00000181038,not_gwas
+female,ENSG00000101361,NOP56,ENSG00000101361,OFC_female,OFC,female,DGE,DGE,ENSG00000101361,not_gwas
+female,ENSG00000236523,NPM1P40,ENSG00000236523,OFC_female,OFC,female,DGE,DGE,ENSG00000236523,not_gwas
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+female,ENSG00000161642,ZNF385A,ENSG00000161642,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000161642,not_gwas
+female,ENSG00000136542,GALNT5,ENSG00000136542,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000136542,not_gwas
+female,ENSG00000259378,DCAF13P3,ENSG00000259378,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000259378,not_gwas
+female,ENSG00000185031,SLC2A3P2,ENSG00000185031,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000185031,not_gwas
+female,ENSG00000251400,ALDH7A1P1,ENSG00000251400,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000251400,not_gwas
+female,ENSG00000227331,RPL7AP22,ENSG00000227331,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000227331,not_gwas
+female,ENSG00000088356,PDRG1,ENSG00000088356,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000088356,not_gwas
+female,ENSG00000206159,GYG2P1,ENSG00000206159,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000206159,not_gwas
+female,ENSG00000257195,HNRNPA1P50,ENSG00000257195,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000257195,not_gwas
+female,ENSG00000214988,RPL7AP26,ENSG00000214988,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000214988,not_gwas
+female,ENSG00000160049,DFFA,ENSG00000160049,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000160049,not_gwas
+female,ENSG00000139547,RDH16,ENSG00000139547,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000139547,not_gwas
+female,ENSG00000107882,SUFU,ENSG00000107882,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000107882,not_gwas
+female,ENSG00000188001,TPRG1,ENSG00000188001,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000188001,not_gwas
+female,ENSG00000140259,MFAP1,ENSG00000140259,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000140259,not_gwas
+female,ENSG00000127589,TUBBP1,ENSG00000127589,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000127589,not_gwas
+female,ENSG00000243716,NPIPB5,ENSG00000243716,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000243716,not_gwas
+female,ENSG00000232230,TPM4P1,ENSG00000232230,dlPFC_female,dlPFC,female,DGE,DGE,ENSG00000232230,not_gwas
+female,ENSG00000269955,FMC1-LUC7L2,ENSG00000269955,Cg25_female,Cg25,female,DGE,DGE,ENSG00000269955,not_gwas
+female,ENSG00000141569,TRIM65,ENSG00000141569,Cg25_female,Cg25,female,DGE,DGE,ENSG00000141569,not_gwas
+female,ENSG00000238118,SLC25A24P2,ENSG00000238118,Cg25_female,Cg25,female,DGE,DGE,ENSG00000238118,not_gwas
+female,ENSG00000243746,EEF1A1P10,ENSG00000243746,Cg25_female,Cg25,female,DGE,DGE,ENSG00000243746,not_gwas
+female,ENSG00000215812,ZNF847P,ENSG00000215812,Cg25_female,Cg25,female,DGE,DGE,ENSG00000215812,not_gwas
+female,ENSG00000130300,PLVAP,ENSG00000130300,Cg25_female,Cg25,female,DGE,DGE:DTU,ENSG00000130300,not_gwas
+female,ENSG00000130300,PLVAP,ENSG00000130300,Sub_female,Sub,female,DTU,DGE:DTU,ENSG00000130300,not_gwas
+female,ENSG00000109917,ZPR1,ENSG00000109917,Cg25_female,Cg25,female,DGE,DGE,ENSG00000109917,not_gwas
+female,ENSG00000242683,RPL12P21,ENSG00000242683,Cg25_female,Cg25,female,DGE,DGE,ENSG00000242683,not_gwas
+female,ENSG00000163586,FABP1,ENSG00000163586,Cg25_female,Cg25,female,DGE,DGE,ENSG00000163586,not_gwas
+female,ENSG00000127314,RAP1B,ENSG00000127314,aINS_female,aINS,female,DGE,DGE,ENSG00000127314,not_gwas
+female,ENSG00000163872,YEATS2,ENSG00000163872,aINS_female,aINS,female,DGE,DGE,ENSG00000163872,not_gwas
+female,ENSG00000258780,BMS1P15,ENSG00000258780,aINS_female,aINS,female,DGE,DGE,ENSG00000258780,not_gwas
+female,ENSG00000196873,ZNG1C,ENSG00000196873,aINS_female,aINS,female,DGE,DGE,ENSG00000196873,not_gwas
+female,ENSG00000249055,TBCAP3,ENSG00000249055,aINS_female,aINS,female,DGE,DGE,ENSG00000249055,not_gwas
+female,ENSG00000284283,TAF11L4,ENSG00000284283,Sub_female,Sub,female,DGE,DGE,ENSG00000284283,not_gwas
+female,ENSG00000243232,PCDHAC2,ENSG00000243232,Sub_female,Sub,female,DGE,DGE,ENSG00000243232,not_gwas
+female,ENSG00000262583,TMEM231P1,ENSG00000262583,Sub_female,Sub,female,DGE,DGE,ENSG00000262583,not_gwas
+female,ENSG00000152217,SETBP1,ENSG00000152217,Sub_female,Sub,female,DGE,DGE,ENSG00000152217,not_gwas
+female,ENSG00000170956,CEACAM3,ENSG00000170956,Sub_female,Sub,female,DGE,DGE,ENSG00000170956,not_gwas
+female,ENSG00000184349,EFNA5,ENSG00000184349,Sub_female,Sub,female,DGE,DGE,ENSG00000184349,not_gwas
+female,ENSG00000254430,OR6M3P,ENSG00000254430,Sub_female,Sub,female,DGE,DGE,ENSG00000254430,not_gwas
+female,ENSG00000268598,VN1R80P,ENSG00000268598,Sub_female,Sub,female,DGE,DGE,ENSG00000268598,not_gwas
+female,ENSG00000169926,KLF13,ENSG00000169926,Sub_female,Sub,female,DGE,DGE,ENSG00000169926,not_gwas
+female,ENSG00000138463,SLC49A4,ENSG00000138463,Sub_female,Sub,female,DGE,DGE,ENSG00000138463,not_gwas
+female,ENSG00000120549,KIAA1217,ENSG00000120549,Sub_female,Sub,female,DGE,DGE,ENSG00000120549,not_gwas
+female,ENSG00000233609,RPL10P19,ENSG00000233609,Sub_female,Sub,female,DGE,DGE,ENSG00000233609,not_gwas
+female,ENSG00000161835,TAMALIN,ENSG00000161835,Sub_female,Sub,female,DGE,DGE,ENSG00000161835,not_gwas
+female,ENSG00000169727,GPS1,ENSG00000169727,Sub_female,Sub,female,DGE,DGE,ENSG00000169727,not_gwas
+female,ENSG00000055118,KCNH2,ENSG00000055118,Nac_female,Nac,female,DTE,DTE,ENSG00000055118,not_gwas
+female,ENSG00000090238,YPEL3,ENSG00000090238,Nac_female,Nac,female,DTE,DTE,ENSG00000090238,not_gwas
+female,ENSG00000198815,FOXJ3,ENSG00000198815,Nac_female,Nac,female,DTE,DTE,ENSG00000198815,not_gwas
+female,ENSG00000129009,ISLR,ENSG00000129009,Nac_female,Nac,female,DTE,DTE,ENSG00000129009,not_gwas
+female,ENSG00000166448,TMEM130,ENSG00000166448,Nac_female,Nac,female,DTE,DTE,ENSG00000166448,not_gwas
+female,ENSG00000140488,CELF6,ENSG00000140488,Nac_female,Nac,female,DTE,DTE,ENSG00000140488,not_gwas
+female,ENSG00000137343,ATAT1,ENSG00000137343,Nac_female,Nac,female,DTE,DTE,ENSG00000137343,not_gwas
+female,ENSG00000137343,ATAT1,ENSG00000137343,OFC_female,OFC,female,DTE,DTE,ENSG00000137343,not_gwas
+female,ENSG00000137343,ATAT1,ENSG00000137343,dlPFC_female,dlPFC,female,DTE,DTE,ENSG00000137343,not_gwas
+female,ENSG00000151092,NGLY1,ENSG00000151092,Nac_female,Nac,female,DTE,DTE,ENSG00000151092,not_gwas
+female,ENSG00000157103,SLC6A1,ENSG00000157103,Nac_female,Nac,female,DTE,DTE,ENSG00000157103,not_gwas
+female,ENSG00000157103,SLC6A1,ENSG00000157103,OFC_female,OFC,female,DTE,DTE,ENSG00000157103,not_gwas
+female,ENSG00000131323,TRAF3,ENSG00000131323,Nac_female,Nac,female,DTE,DTE,ENSG00000131323,gwas
+female,ENSG00000101945,SUV39H1,ENSG00000101945,Nac_female,Nac,female,DTE,DTE,ENSG00000101945,not_gwas
+female,ENSG00000118689,FOXO3,ENSG00000118689,Nac_female,Nac,female,DTE,DTE,ENSG00000118689,not_gwas
+female,ENSG00000136156,ITM2B,ENSG00000136156,Nac_female,Nac,female,DTE,DTE,ENSG00000136156,not_gwas
+female,ENSG00000150051,MKX,ENSG00000150051,Nac_female,Nac,female,DTE,DTE,ENSG00000150051,not_gwas
+female,ENSG00000114354,TFG,ENSG00000114354,Nac_female,Nac,female,DTE,DTE,ENSG00000114354,not_gwas
+female,ENSG00000138623,SEMA7A,ENSG00000138623,Nac_female,Nac,female,DTE,DTE,ENSG00000138623,not_gwas
+female,ENSG00000105976,MET,ENSG00000105976,Nac_female,Nac,female,DTE,DTE,ENSG00000105976,not_gwas
+female,ENSG00000157502,PWWP3B,ENSG00000157502,Nac_female,Nac,female,DTE,DTE,ENSG00000157502,not_gwas
+female,ENSG00000122034,GTF3A,ENSG00000122034,Nac_female,Nac,female,DTE,DTE,ENSG00000122034,not_gwas
+female,ENSG00000159840,ZYX,ENSG00000159840,Nac_female,Nac,female,DTE,DTE,ENSG00000159840,not_gwas
+female,ENSG00000198133,TMEM229B,ENSG00000198133,Nac_female,Nac,female,DTE,DTE,ENSG00000198133,not_gwas
+female,ENSG00000197826,CFAP299,ENSG00000197826,Nac_female,Nac,female,DTE,DTE,ENSG00000197826,not_gwas
+female,ENSG00000257591,ZNF625,ENSG00000257591,Nac_female,Nac,female,DTE,DTE,ENSG00000257591,not_gwas
+female,ENSG00000144191,CNGA3,ENSG00000144191,Nac_female,Nac,female,DTE,DTE,ENSG00000144191,not_gwas
+female,ENSG00000107404,DVL1,ENSG00000107404,Nac_female,Nac,female,DTE,DTE,ENSG00000107404,not_gwas
+female,ENSG00000166840,GLYATL1,ENSG00000166840,Nac_female,Nac,female,DTE,DTE,ENSG00000166840,not_gwas
+female,ENSG00000165175,MID1IP1,ENSG00000165175,Nac_female,Nac,female,DTE,DTE,ENSG00000165175,not_gwas
+female,ENSG00000170185,USP38,ENSG00000170185,Nac_female,Nac,female,DTE,DTE,ENSG00000170185,not_gwas
+female,ENSG00000137166,FOXP4,ENSG00000137166,Nac_female,Nac,female,DTE,DTE,ENSG00000137166,not_gwas
+female,ENSG00000188042,ARL4C,ENSG00000188042,Nac_female,Nac,female,DTE,DTE,ENSG00000188042,not_gwas
+female,ENSG00000164087,POC1A,ENSG00000164087,Nac_female,Nac,female,DTE,DTE,ENSG00000164087,not_gwas
+female,ENSG00000146469,VIP,ENSG00000146469,Nac_female,Nac,female,DTE,DTE,ENSG00000146469,not_gwas
+female,ENSG00000133639,BTG1,ENSG00000133639,Nac_female,Nac,female,DTE,DTE,ENSG00000133639,not_gwas
+female,ENSG00000163032,VSNL1,ENSG00000163032,Nac_female,Nac,female,DTE,DTE,ENSG00000163032,not_gwas
+female,ENSG00000178602,OTOS,ENSG00000178602,Nac_female,Nac,female,DTE,DTE,ENSG00000178602,not_gwas
+female,ENSG00000078098,FAP,ENSG00000078098,Nac_female,Nac,female,DTE,DTE,ENSG00000078098,not_gwas
+female,ENSG00000110075,PPP6R3,ENSG00000110075,OFC_female,OFC,female,DTE,DTE,ENSG00000110075,not_gwas
+female,ENSG00000100354,TNRC6B,ENSG00000100354,OFC_female,OFC,female,DTE,DTE,ENSG00000100354,not_gwas
+female,ENSG00000127022,CANX,ENSG00000127022,OFC_female,OFC,female,DTE,DTE,ENSG00000127022,not_gwas
+female,ENSG00000180008,SOCS4,ENSG00000180008,OFC_female,OFC,female,DTE,DTE,ENSG00000180008,not_gwas
+female,ENSG00000100650,SRSF5,ENSG00000100650,OFC_female,OFC,female,DTE,DTE,ENSG00000100650,not_gwas
+female,ENSG00000136379,ABHD17C,ENSG00000136379,OFC_female,OFC,female,DTE,DTE,ENSG00000136379,not_gwas
+female,ENSG00000102245,CD40LG,ENSG00000102245,OFC_female,OFC,female,DTE,DTE,ENSG00000102245,not_gwas
+female,ENSG00000104687,GSR,ENSG00000104687,OFC_female,OFC,female,DTE,DTE,ENSG00000104687,not_gwas
+female,ENSG00000148303,RPL7A,ENSG00000148303,OFC_female,OFC,female,DTE,DTE,ENSG00000148303,not_gwas
+female,ENSG00000231584,FAHD2CP,ENSG00000231584,OFC_female,OFC,female,DTE,DTE,ENSG00000231584,not_gwas
+female,ENSG00000178385,PLEKHM3,ENSG00000178385,OFC_female,OFC,female,DTE,DTE,ENSG00000178385,not_gwas
+female,ENSG00000108561,C1QBP,ENSG00000108561,OFC_female,OFC,female,DTE,DTE,ENSG00000108561,not_gwas
+female,ENSG00000184182,UBE2F,ENSG00000184182,OFC_female,OFC,female,DTE,DTE,ENSG00000184182,not_gwas
+female,ENSG00000277149,TYW1B,ENSG00000277149,OFC_female,OFC,female,DTE,DTE,ENSG00000277149,not_gwas
+female,ENSG00000154582,ELOC,ENSG00000154582,OFC_female,OFC,female,DTE,DTE,ENSG00000154582,not_gwas
+female,ENSG00000101473,ACOT8,ENSG00000101473,OFC_female,OFC,female,DTE,DTE,ENSG00000101473,not_gwas
+female,ENSG00000142541,RPL13A,ENSG00000142541,OFC_female,OFC,female,DTE,DTE,ENSG00000142541,not_gwas
+female,ENSG00000118096,IFT46,ENSG00000118096,OFC_female,OFC,female,DTE,DTE,ENSG00000118096,not_gwas
+female,ENSG00000158296,SLC13A3,ENSG00000158296,OFC_female,OFC,female,DTE,DTE,ENSG00000158296,not_gwas
+female,ENSG00000122642,FKBP9,ENSG00000122642,OFC_female,OFC,female,DTE,DTE,ENSG00000122642,not_gwas
+female,ENSG00000158201,ABHD3,ENSG00000158201,OFC_female,OFC,female,DTE,DTE,ENSG00000158201,not_gwas
+female,ENSG00000066027,PPP2R5A,ENSG00000066027,OFC_female,OFC,female,DTE,DTE,ENSG00000066027,not_gwas
+female,ENSG00000179632,MAF1,ENSG00000179632,OFC_female,OFC,female,DTE,DTE,ENSG00000179632,not_gwas
+female,ENSG00000243943,ZNF512,ENSG00000243943,OFC_female,OFC,female,DTE,DTE,ENSG00000243943,not_gwas
+female,ENSG00000172456,FGGY,ENSG00000172456,OFC_female,OFC,female,DTE,DTE,ENSG00000172456,not_gwas
+female,ENSG00000136270,TBRG4,ENSG00000136270,OFC_female,OFC,female,DTE,DTE,ENSG00000136270,not_gwas
+female,ENSG00000136270,TBRG4,ENSG00000136270,Cg25_female,Cg25,female,DTE,DTE,ENSG00000136270,not_gwas
+female,ENSG00000180776,ZDHHC20,ENSG00000180776,OFC_female,OFC,female,DTE,DTE,ENSG00000180776,not_gwas
+female,ENSG00000106615,RHEB,ENSG00000106615,OFC_female,OFC,female,DTE,DTE,ENSG00000106615,not_gwas
+female,ENSG00000100941,PNN,ENSG00000100941,OFC_female,OFC,female,DTE,DTE,ENSG00000100941,not_gwas
+female,ENSG00000155980,KIF5A,ENSG00000155980,OFC_female,OFC,female,DTE,DTE,ENSG00000155980,not_gwas
+female,ENSG00000104904,OAZ1,ENSG00000104904,OFC_female,OFC,female,DTE,DTE,ENSG00000104904,not_gwas
+female,ENSG00000116288,PARK7,ENSG00000116288,OFC_female,OFC,female,DTE,DTE,ENSG00000116288,not_gwas
+female,ENSG00000277053,GTF2IP1,ENSG00000277053,OFC_female,OFC,female,DTE,DTE,ENSG00000277053,not_gwas
+female,ENSG00000072501,SMC1A,ENSG00000072501,OFC_female,OFC,female,DTE,DTE,ENSG00000072501,not_gwas
+female,ENSG00000168291,PDHB,ENSG00000168291,OFC_female,OFC,female,DTE,DTE,ENSG00000168291,not_gwas
+female,ENSG00000159147,DONSON,ENSG00000159147,OFC_female,OFC,female,DTE,DTE,ENSG00000159147,not_gwas
+female,ENSG00000198855,FICD,ENSG00000198855,OFC_female,OFC,female,DTE,DTE,ENSG00000198855,not_gwas
+female,ENSG00000049540,ELN,ENSG00000049540,OFC_female,OFC,female,DTE,DTE,ENSG00000049540,not_gwas
+female,ENSG00000099203,TMED1,ENSG00000099203,OFC_female,OFC,female,DTE,DTE,ENSG00000099203,not_gwas
+female,ENSG00000111011,RSRC2,ENSG00000111011,OFC_female,OFC,female,DTE,DTE,ENSG00000111011,not_gwas
+female,ENSG00000153253,SCN3A,ENSG00000153253,OFC_female,OFC,female,DTE,DTE,ENSG00000153253,not_gwas
+female,ENSG00000149972,CNTN5,ENSG00000149972,OFC_female,OFC,female,DTE,DTE,ENSG00000149972,not_gwas
+female,ENSG00000117118,SDHB,ENSG00000117118,OFC_female,OFC,female,DTE,DTE,ENSG00000117118,not_gwas
+female,ENSG00000109846,CRYAB,ENSG00000109846,OFC_female,OFC,female,DTE,DTE,ENSG00000109846,not_gwas
+female,ENSG00000173812,EIF1,ENSG00000173812,OFC_female,OFC,female,DTE,DTE,ENSG00000173812,not_gwas
+female,ENSG00000111057,KRT18,ENSG00000111057,OFC_female,OFC,female,DTE,DTE,ENSG00000111057,not_gwas
+female,ENSG00000136943,CTSV,ENSG00000136943,OFC_female,OFC,female,DTE,DTE,ENSG00000136943,not_gwas
+female,ENSG00000073921,PICALM,ENSG00000073921,OFC_female,OFC,female,DTE,DTE,ENSG00000073921,not_gwas
+female,ENSG00000100280,AP1B1,ENSG00000100280,OFC_female,OFC,female,DTE,DTE,ENSG00000100280,not_gwas
+female,ENSG00000164535,DAGLB,ENSG00000164535,OFC_female,OFC,female,DTE,DTE,ENSG00000164535,not_gwas
+female,ENSG00000102316,MAGED2,ENSG00000102316,OFC_female,OFC,female,DTE,DTE,ENSG00000102316,not_gwas
+female,ENSG00000182552,RWDD4,ENSG00000182552,OFC_female,OFC,female,DTE,DTE,ENSG00000182552,not_gwas
+female,ENSG00000135404,CD63,ENSG00000135404,OFC_female,OFC,female,DTE,DTE,ENSG00000135404,not_gwas
+female,ENSG00000139291,TMEM19,ENSG00000139291,OFC_female,OFC,female,DTE,DTE,ENSG00000139291,not_gwas
+female,ENSG00000112701,SENP6,ENSG00000112701,OFC_female,OFC,female,DTE,DTE,ENSG00000112701,not_gwas
+female,ENSG00000284024,MSANTD7,ENSG00000284024,OFC_female,OFC,female,DTE,DTE,ENSG00000284024,not_gwas
+female,ENSG00000140990,NDUFB10,ENSG00000140990,OFC_female,OFC,female,DTE,DTE,ENSG00000140990,not_gwas
+female,ENSG00000275111,ZNF2,ENSG00000275111,OFC_female,OFC,female,DTE,DTE,ENSG00000275111,not_gwas
+female,ENSG00000163001,CFAP36,ENSG00000163001,OFC_female,OFC,female,DTE,DTE,ENSG00000163001,not_gwas
+female,ENSG00000170142,UBE2E1,ENSG00000170142,OFC_female,OFC,female,DTE,DTE,ENSG00000170142,not_gwas
+female,ENSG00000106028,SSBP1,ENSG00000106028,OFC_female,OFC,female,DTE,DTE,ENSG00000106028,not_gwas
+female,ENSG00000136938,ANP32B,ENSG00000136938,OFC_female,OFC,female,DTE,DTE,ENSG00000136938,not_gwas
+female,ENSG00000154114,TBCEL,ENSG00000154114,OFC_female,OFC,female,DTE,DTE,ENSG00000154114,not_gwas
+female,ENSG00000225663,MCRIP1,ENSG00000225663,OFC_female,OFC,female,DTE,DTE:DTU,ENSG00000225663,not_gwas
+female,ENSG00000225663,MCRIP1,ENSG00000225663,OFC_female,OFC,female,DTU,DTE:DTU,ENSG00000225663,not_gwas
+female,ENSG00000239713,APOBEC3G,ENSG00000239713,OFC_female,OFC,female,DTE,DTE,ENSG00000239713,not_gwas
+female,ENSG00000197894,ADH5,ENSG00000197894,OFC_female,OFC,female,DTE,DTE,ENSG00000197894,not_gwas
+female,ENSG00000197043,ANXA6,ENSG00000197043,OFC_female,OFC,female,DTE,DTE,ENSG00000197043,not_gwas
+female,ENSG00000149084,HSD17B12,ENSG00000149084,OFC_female,OFC,female,DTE,DTE,ENSG00000149084,not_gwas
+female,ENSG00000243989,ACY1,ENSG00000243989,OFC_female,OFC,female,DTE,DTE,ENSG00000243989,not_gwas
+female,ENSG00000139168,ZCRB1,ENSG00000139168,OFC_female,OFC,female,DTE,DTE,ENSG00000139168,not_gwas
+female,ENSG00000269858,EGLN2,ENSG00000269858,OFC_female,OFC,female,DTE,DTE,ENSG00000269858,not_gwas
+female,ENSG00000147724,FAM135B,ENSG00000147724,OFC_female,OFC,female,DTE,DTE,ENSG00000147724,not_gwas
+female,ENSG00000091138,SLC26A3,ENSG00000091138,OFC_female,OFC,female,DTE,DTE,ENSG00000091138,not_gwas
+female,ENSG00000127445,PIN1,ENSG00000127445,OFC_female,OFC,female,DTE,DTE,ENSG00000127445,not_gwas
+female,ENSG00000148110,MFSD14B,ENSG00000148110,OFC_female,OFC,female,DTE,DTE,ENSG00000148110,not_gwas
+female,ENSG00000167302,TEPSIN,ENSG00000167302,OFC_female,OFC,female,DTE,DTE,ENSG00000167302,not_gwas
+female,ENSG00000161970,RPL26,ENSG00000161970,OFC_female,OFC,female,DTE,DTE,ENSG00000161970,not_gwas
+female,ENSG00000180198,RCC1,ENSG00000180198,OFC_female,OFC,female,DTE,DTE,ENSG00000180198,not_gwas
+female,ENSG00000128591,FLNC,ENSG00000128591,OFC_female,OFC,female,DTE,DTE,ENSG00000128591,not_gwas
+female,ENSG00000180747,SMG1P3,ENSG00000180747,OFC_female,OFC,female,DTE,DTE,ENSG00000180747,not_gwas
+female,ENSG00000197579,TOPORS,ENSG00000197579,OFC_female,OFC,female,DTE,DTE,ENSG00000197579,not_gwas
+female,ENSG00000197265,GTF2E2,ENSG00000197265,OFC_female,OFC,female,DTE,DTE,ENSG00000197265,not_gwas
+female,ENSG00000184343,SRPK3,ENSG00000184343,OFC_female,OFC,female,DTE,DTE,ENSG00000184343,not_gwas
+female,ENSG00000138459,SLC35A5,ENSG00000138459,OFC_female,OFC,female,DTE,DTE,ENSG00000138459,not_gwas
+female,ENSG00000168806,LCMT2,ENSG00000168806,OFC_female,OFC,female,DTE,DTE,ENSG00000168806,not_gwas
+female,ENSG00000158428,CATIP,ENSG00000158428,OFC_female,OFC,female,DTE,DTE,ENSG00000158428,not_gwas
+female,ENSG00000106302,HYAL4,ENSG00000106302,OFC_female,OFC,female,DTE,DTE,ENSG00000106302,not_gwas
+female,ENSG00000230359,TPI1P2,ENSG00000230359,OFC_female,OFC,female,DTE,DTE,ENSG00000230359,not_gwas
+female,ENSG00000118473,SGIP1,ENSG00000118473,OFC_female,OFC,female,DTE,DTE,ENSG00000118473,gwas
+female,ENSG00000119547,ONECUT2,ENSG00000119547,OFC_female,OFC,female,DTE,DTE,ENSG00000119547,not_gwas
+female,ENSG00000165376,CLDN2,ENSG00000165376,OFC_female,OFC,female,DTE,DTE,ENSG00000165376,not_gwas
+female,ENSG00000253251,SHLD3,ENSG00000253251,OFC_female,OFC,female,DTE,DTE,ENSG00000253251,not_gwas
+female,ENSG00000105248,YJU2,ENSG00000105248,OFC_female,OFC,female,DTE,DTE,ENSG00000105248,not_gwas
+female,ENSG00000145506,NKD2,ENSG00000145506,OFC_female,OFC,female,DTE,DTE,ENSG00000145506,not_gwas
+female,ENSG00000104154,SLC30A4,ENSG00000104154,OFC_female,OFC,female,DTE,DTE,ENSG00000104154,not_gwas
+female,ENSG00000151952,TMEM132D,ENSG00000151952,OFC_female,OFC,female,DTE,DTE,ENSG00000151952,not_gwas
+female,ENSG00000196839,ADA,ENSG00000196839,dlPFC_female,dlPFC,female,DTE,DTE,ENSG00000196839,not_gwas
+female,ENSG00000134759,ELP2,ENSG00000134759,dlPFC_female,dlPFC,female,DTE,DTE,ENSG00000134759,not_gwas
+female,ENSG00000187094,CCK,ENSG00000187094,dlPFC_female,dlPFC,female,DTE,DTE:DTU,ENSG00000187094,not_gwas
+female,ENSG00000187094,CCK,ENSG00000187094,OFC_female,OFC,female,DTU,DTE:DTU,ENSG00000187094,not_gwas
+female,ENSG00000161981,SNRNP25,ENSG00000161981,dlPFC_female,dlPFC,female,DTE,DTE,ENSG00000161981,not_gwas
+female,ENSG00000123473,STIL,ENSG00000123473,dlPFC_female,dlPFC,female,DTE,DTE,ENSG00000123473,not_gwas
+female,ENSG00000272636,DOC2B,ENSG00000272636,dlPFC_female,dlPFC,female,DTE,DTE,ENSG00000272636,not_gwas
+female,ENSG00000167779,IGFBP6,ENSG00000167779,dlPFC_female,dlPFC,female,DTE,DTE,ENSG00000167779,not_gwas
+female,ENSG00000073282,TP63,ENSG00000073282,dlPFC_female,dlPFC,female,DTE,DTE,ENSG00000073282,not_gwas
+female,ENSG00000165685,TMEM52B,ENSG00000165685,dlPFC_female,dlPFC,female,DTE,DTE,ENSG00000165685,not_gwas
+female,ENSG00000138435,CHRNA1,ENSG00000138435,dlPFC_female,dlPFC,female,DTE,DTE,ENSG00000138435,not_gwas
+female,ENSG00000141744,PNMT,ENSG00000141744,dlPFC_female,dlPFC,female,DTE,DTE,ENSG00000141744,not_gwas
+female,ENSG00000250486,FAM218A,ENSG00000250486,Cg25_female,Cg25,female,DTE,DTE:DTU,ENSG00000250486,not_gwas
+female,ENSG00000250486,FAM218A,ENSG00000250486,Cg25_female,Cg25,female,DTU,DTE:DTU,ENSG00000250486,not_gwas
+female,ENSG00000139793,MBNL2,ENSG00000139793,Cg25_female,Cg25,female,DTE,DTE,ENSG00000139793,not_gwas
+female,ENSG00000165219,GAPVD1,ENSG00000165219,Cg25_female,Cg25,female,DTE,DTE,ENSG00000165219,not_gwas
+female,ENSG00000106013,ANKRD7,ENSG00000106013,Cg25_female,Cg25,female,DTE,DTE,ENSG00000106013,not_gwas
+female,ENSG00000100884,CPNE6,ENSG00000100884,Cg25_female,Cg25,female,DTE,DTE,ENSG00000100884,not_gwas
+female,ENSG00000154864,PIEZO2,ENSG00000154864,Cg25_female,Cg25,female,DTE,DTE,ENSG00000154864,not_gwas
+female,ENSG00000091656,ZFHX4,ENSG00000091656,Cg25_female,Cg25,female,DTE,DTE,ENSG00000091656,not_gwas
+female,ENSG00000107679,PLEKHA1,ENSG00000107679,Cg25_female,Cg25,female,DTE,DTE,ENSG00000107679,not_gwas
+female,ENSG00000107798,LIPA,ENSG00000107798,Cg25_female,Cg25,female,DTE,DTE,ENSG00000107798,not_gwas
+female,ENSG00000255154,HTD2,ENSG00000255154,Cg25_female,Cg25,female,DTE,DTE,ENSG00000255154,not_gwas
+female,ENSG00000099840,IZUMO4,ENSG00000099840,Cg25_female,Cg25,female,DTE,DTE:DTU,ENSG00000099840,not_gwas
+female,ENSG00000099840,IZUMO4,ENSG00000099840,Cg25_female,Cg25,female,DTU,DTE:DTU,ENSG00000099840,not_gwas
+female,ENSG00000198569,SLC34A3,ENSG00000198569,Cg25_female,Cg25,female,DTE,DTE,ENSG00000198569,not_gwas
+female,ENSG00000180815,MAP3K15,ENSG00000180815,Cg25_female,Cg25,female,DTE,DTE,ENSG00000180815,not_gwas
+female,ENSG00000180901,KCTD2,ENSG00000180901,aINS_female,aINS,female,DTE,DTE,ENSG00000180901,not_gwas
+female,ENSG00000205129,C4orf47,ENSG00000205129,aINS_female,aINS,female,DTE,DTE,ENSG00000205129,not_gwas
+female,ENSG00000100350,FOXRED2,ENSG00000100350,aINS_female,aINS,female,DTE,DTE,ENSG00000100350,not_gwas
+female,ENSG00000165675,ENOX2,ENSG00000165675,aINS_female,aINS,female,DTE,DTE,ENSG00000165675,not_gwas
+female,ENSG00000077684,JADE1,ENSG00000077684,aINS_female,aINS,female,DTE,DTE,ENSG00000077684,not_gwas
+female,ENSG00000140939,NOL3,ENSG00000140939,aINS_female,aINS,female,DTE,DTE,ENSG00000140939,not_gwas
+female,ENSG00000165458,INPPL1,ENSG00000165458,aINS_female,aINS,female,DTE,DTE,ENSG00000165458,not_gwas
+female,ENSG00000079432,CIC,ENSG00000079432,aINS_female,aINS,female,DTE,DTE,ENSG00000079432,not_gwas
+female,ENSG00000027075,PRKCH,ENSG00000027075,aINS_female,aINS,female,DTE,DTE,ENSG00000027075,not_gwas
+female,ENSG00000020181,ADGRA2,ENSG00000020181,aINS_female,aINS,female,DTE,DTE,ENSG00000020181,not_gwas
+female,ENSG00000184110,EIF3C,ENSG00000184110,aINS_female,aINS,female,DTE,DTE,ENSG00000184110,not_gwas
+female,ENSG00000180537,RNF182,ENSG00000180537,aINS_female,aINS,female,DTE,DTE,ENSG00000180537,not_gwas
+female,ENSG00000100351,GRAP2,ENSG00000100351,aINS_female,aINS,female,DTE,DTE,ENSG00000100351,not_gwas
+female,ENSG00000253304,TMEM200B,ENSG00000253304,aINS_female,aINS,female,DTE,DTE,ENSG00000253304,not_gwas
+female,ENSG00000139517,LNX2,ENSG00000139517,aINS_female,aINS,female,DTE,DTE,ENSG00000139517,not_gwas
+female,ENSG00000286140,DERPC,ENSG00000286140,aINS_female,aINS,female,DTE,DTE,ENSG00000286140,not_gwas
+female,ENSG00000224916,APOC4-APOC2,ENSG00000224916,aINS_female,aINS,female,DTE,DTE,ENSG00000224916,not_gwas
+female,ENSG00000196072,BLOC1S2,ENSG00000196072,Sub_female,Sub,female,DTE,DTE,ENSG00000196072,not_gwas
+female,ENSG00000130522,JUND,ENSG00000130522,Sub_female,Sub,female,DTE,DTE,ENSG00000130522,not_gwas
+female,ENSG00000103569,AQP9,ENSG00000103569,Sub_female,Sub,female,DTE,DTE,ENSG00000103569,not_gwas
+female,ENSG00000280670,CCDC163,ENSG00000280670,aINS_female,aINS,female,DTU,DTU,ENSG00000280670,not_gwas
+female,ENSG00000104894,CD37,ENSG00000104894,aINS_female,aINS,female,DTU,DTU,ENSG00000104894,not_gwas
+female,ENSG00000163793,DNAJC5G,ENSG00000163793,aINS_female,aINS,female,DTU,DTU,ENSG00000163793,not_gwas
+female,ENSG00000051620,HEBP2,ENSG00000051620,aINS_female,aINS,female,DTU,DTU,ENSG00000051620,not_gwas
+female,ENSG00000206053,JPT2,ENSG00000206053,aINS_female,aINS,female,DTU,DTU,ENSG00000206053,not_gwas
+female,ENSG00000243678,NME2,ENSG00000243678,aINS_female,aINS,female,DTU,DTU,ENSG00000243678,not_gwas
+female,ENSG00000007062,PROM1,ENSG00000007062,aINS_female,aINS,female,DTU,DTU,ENSG00000007062,not_gwas
+female,ENSG00000068354,TBC1D25,ENSG00000068354,aINS_female,aINS,female,DTU,DTU,ENSG00000068354,not_gwas
+female,ENSG00000167619,TMEM145,ENSG00000167619,aINS_female,aINS,female,DTU,DTU,ENSG00000167619,not_gwas
+female,ENSG00000185262,UBALD2,ENSG00000185262,aINS_female,aINS,female,DTU,DTU,ENSG00000185262,not_gwas
+female,ENSG00000092470,WDR76,ENSG00000092470,aINS_female,aINS,female,DTU,DTU,ENSG00000092470,not_gwas
+female,ENSG00000125864,BFSP1,ENSG00000125864,Cg25_female,Cg25,female,DTU,DTU,ENSG00000125864,not_gwas
+female,ENSG00000186470,BTN3A2,ENSG00000186470,Cg25_female,Cg25,female,DTU,DTU,ENSG00000186470,not_gwas
+female,ENSG00000196476,C20orf96,ENSG00000196476,Cg25_female,Cg25,female,DTU,DTU,ENSG00000196476,not_gwas
+female,ENSG00000196118,CCDC189,ENSG00000196118,Cg25_female,Cg25,female,DTU,DTU,ENSG00000196118,not_gwas
+female,ENSG00000151725,CENPU,ENSG00000151725,Cg25_female,Cg25,female,DTU,DTU,ENSG00000151725,not_gwas
+female,ENSG00000176108,CHMP6,ENSG00000176108,Cg25_female,Cg25,female,DTU,DTU,ENSG00000176108,not_gwas
+female,ENSG00000172409,CLP1,ENSG00000172409,Cg25_female,Cg25,female,DTU,DTU,ENSG00000172409,not_gwas
+female,ENSG00000068438,FTSJ1,ENSG00000068438,Cg25_female,Cg25,female,DTU,DTU,ENSG00000068438,not_gwas
+female,ENSG00000111087,GLI1,ENSG00000111087,Cg25_female,Cg25,female,DTU,DTU,ENSG00000111087,not_gwas
+female,ENSG00000180573,HIST1H2AC,ENSG00000180573,Cg25_female,Cg25,female,DTU,DTU,ENSG00000180573,not_gwas
+female,ENSG00000004776,HSPB6,ENSG00000004776,Cg25_female,Cg25,female,DTU,DTU,ENSG00000004776,not_gwas
+female,ENSG00000034152,MAP2K3,ENSG00000034152,Cg25_female,Cg25,female,DTU,DTU,ENSG00000034152,not_gwas
+female,ENSG00000101608,MYL12A,ENSG00000101608,Cg25_female,Cg25,female,DTU,DTU,ENSG00000101608,not_gwas
+female,ENSG00000173376,NDNF,ENSG00000173376,Cg25_female,Cg25,female,DTU,DTU,ENSG00000173376,not_gwas
+female,ENSG00000184207,PGP,ENSG00000184207,Cg25_female,Cg25,female,DTU,DTU,ENSG00000184207,not_gwas
+female,ENSG00000132207,SLX1A,ENSG00000132207,Cg25_female,Cg25,female,DTU,DTU,ENSG00000132207,not_gwas
+female,ENSG00000132207,SLX1A,ENSG00000132207,OFC_female,OFC,female,DTU,DTU,ENSG00000132207,not_gwas
+female,ENSG00000149809,TM7SF2,ENSG00000149809,Cg25_female,Cg25,female,DTU,DTU,ENSG00000149809,not_gwas
+female,ENSG00000124191,TOX2,ENSG00000124191,Cg25_female,Cg25,female,DTU,DTU,ENSG00000124191,not_gwas
+female,ENSG00000124191,TOX2,ENSG00000124191,Sub_female,Sub,female,DTU,DTU,ENSG00000124191,not_gwas
+female,ENSG00000115282,TTC31,ENSG00000115282,Cg25_female,Cg25,female,DTU,DTU,ENSG00000115282,not_gwas
+female,ENSG00000134007,ADAM20,ENSG00000134007,dlPFC_female,dlPFC,female,DTU,DTU,ENSG00000134007,not_gwas
+female,ENSG00000189292,ALKAL2,ENSG00000189292,dlPFC_female,dlPFC,female,DTU,DTU,ENSG00000189292,not_gwas
+female,ENSG00000135678,CPM,ENSG00000135678,dlPFC_female,dlPFC,female,DTU,DTU,ENSG00000135678,not_gwas
+female,ENSG00000177663,IL17RA,ENSG00000177663,dlPFC_female,dlPFC,female,DTU,DTU,ENSG00000177663,not_gwas
+female,ENSG00000124733,MEA1,ENSG00000124733,dlPFC_female,dlPFC,female,DTU,DTU,ENSG00000124733,not_gwas
+female,ENSG00000116205,TCEANC2,ENSG00000116205,dlPFC_female,dlPFC,female,DTU,DTU,ENSG00000116205,not_gwas
+female,ENSG00000123610,TNFAIP6,ENSG00000123610,dlPFC_female,dlPFC,female,DTU,DTU,ENSG00000123610,not_gwas
+female,ENSG00000171970,ZNF57,ENSG00000171970,dlPFC_female,dlPFC,female,DTU,DTU,ENSG00000171970,not_gwas
+female,ENSG00000196843,ARID5A,ENSG00000196843,Nac_female,Nac,female,DTU,DTU,ENSG00000196843,not_gwas
+female,ENSG00000079101,CLUL1,ENSG00000079101,Nac_female,Nac,female,DTU,DTU,ENSG00000079101,not_gwas
+female,ENSG00000169203,NPIPB12,ENSG00000169203,Nac_female,Nac,female,DTU,DTU,ENSG00000169203,not_gwas
+female,ENSG00000155087,ODF1,ENSG00000155087,Nac_female,Nac,female,DTU,DTU,ENSG00000155087,not_gwas
+female,ENSG00000197208,SLC22A4,ENSG00000197208,Nac_female,Nac,female,DTU,DTU,ENSG00000197208,not_gwas
+female,ENSG00000121900,TMEM54,ENSG00000121900,Nac_female,Nac,female,DTU,DTU,ENSG00000121900,not_gwas
+female,ENSG00000105048,TNNT1,ENSG00000105048,Nac_female,Nac,female,DTU,DTU,ENSG00000105048,not_gwas
+female,ENSG00000030110,BAK1,ENSG00000030110,OFC_female,OFC,female,DTU,DTU,ENSG00000030110,not_gwas
+female,ENSG00000166845,C18orf54,ENSG00000166845,OFC_female,OFC,female,DTU,DTU,ENSG00000166845,not_gwas
+female,ENSG00000119147,C2orf40,ENSG00000119147,OFC_female,OFC,female,DTU,DTU,ENSG00000119147,not_gwas
+female,ENSG00000227835,CARM1P1,ENSG00000227835,OFC_female,OFC,female,DTU,DTU,ENSG00000227835,not_gwas
+female,ENSG00000091972,CD200,ENSG00000091972,OFC_female,OFC,female,DTU,DTU,ENSG00000091972,not_gwas
+female,ENSG00000164919,COX6C,ENSG00000164919,OFC_female,OFC,female,DTU,DTU,ENSG00000164919,not_gwas
+female,ENSG00000144655,CSRNP1,ENSG00000144655,OFC_female,OFC,female,DTU,DTU,ENSG00000144655,not_gwas
+female,ENSG00000137133,HINT2,ENSG00000137133,OFC_female,OFC,female,DTU,DTU,ENSG00000137133,not_gwas
+female,ENSG00000100209,HSCB,ENSG00000100209,OFC_female,OFC,female,DTU,DTU,ENSG00000100209,not_gwas
+female,ENSG00000269335,IKBKG,ENSG00000269335,OFC_female,OFC,female,DTU,DTU,ENSG00000269335,not_gwas
+female,ENSG00000161677,JOSD2,ENSG00000161677,OFC_female,OFC,female,DTU,DTU,ENSG00000161677,not_gwas
+female,ENSG00000128052,KDR,ENSG00000128052,OFC_female,OFC,female,DTU,DTU,ENSG00000128052,not_gwas
+female,ENSG00000171444,MCC,ENSG00000171444,OFC_female,OFC,female,DTU,DTU,ENSG00000171444,not_gwas
+female,ENSG00000119227,PIGZ,ENSG00000119227,OFC_female,OFC,female,DTU,DTU,ENSG00000119227,not_gwas
+female,ENSG00000104886,PLEKHJ1,ENSG00000104886,OFC_female,OFC,female,DTU,DTU,ENSG00000104886,not_gwas
+female,ENSG00000182872,RBM10,ENSG00000182872,OFC_female,OFC,female,DTU,DTU,ENSG00000182872,not_gwas
+female,ENSG00000107819,SFXN3,ENSG00000107819,OFC_female,OFC,female,DTU,DTU,ENSG00000107819,not_gwas
+female,ENSG00000215347,SLC25A5P1,ENSG00000215347,OFC_female,OFC,female,DTU,DTU,ENSG00000215347,not_gwas
+female,ENSG00000139656,SMIM2,ENSG00000139656,OFC_female,OFC,female,DTU,DTU,ENSG00000139656,not_gwas
+female,ENSG00000118707,TGIF2,ENSG00000118707,OFC_female,OFC,female,DTU,DTU,ENSG00000118707,not_gwas
+female,ENSG00000153802,TMPRSS11D,ENSG00000153802,OFC_female,OFC,female,DTU,DTU,ENSG00000153802,not_gwas
+female,ENSG00000162191,UBXN1,ENSG00000162191,OFC_female,OFC,female,DTU,DTU,ENSG00000162191,not_gwas
+female,ENSG00000095397,WHRN,ENSG00000095397,OFC_female,OFC,female,DTU,DTU,ENSG00000095397,not_gwas
+female,ENSG00000126215,XRCC3,ENSG00000126215,OFC_female,OFC,female,DTU,DTU,ENSG00000126215,not_gwas
+female,ENSG00000205189,ZBTB10,ENSG00000205189,OFC_female,OFC,female,DTU,DTU,ENSG00000205189,not_gwas
+female,ENSG00000101974,ATP11C,ENSG00000101974,Sub_female,Sub,female,DTU,DTU,ENSG00000101974,not_gwas
+female,ENSG00000103126,AXIN1,ENSG00000103126,Sub_female,Sub,female,DTU,DTU,ENSG00000103126,not_gwas
+female,ENSG00000146540,C7orf50,ENSG00000146540,Sub_female,Sub,female,DTU,DTU,ENSG00000146540,not_gwas
+female,ENSG00000167130,DOLPP1,ENSG00000167130,Sub_female,Sub,female,DTU,DTU,ENSG00000167130,not_gwas
+female,ENSG00000124205,EDN3,ENSG00000124205,Sub_female,Sub,female,DTU,DTU,ENSG00000124205,not_gwas
+female,ENSG00000164404,GDF9,ENSG00000164404,Sub_female,Sub,female,DTU,DTU,ENSG00000164404,not_gwas
+female,ENSG00000176476,SGF29,ENSG00000176476,Sub_female,Sub,female,DTU,DTU,ENSG00000176476,not_gwas
+female,ENSG00000172716,SLFN11,ENSG00000172716,Sub_female,Sub,female,DTU,DTU,ENSG00000172716,not_gwas
diff --git a/results/tables/intersect_by_type_and_gwas.xlsx b/results/tables/intersect_by_type_and_gwas.xlsx
new file mode 100644
index 0000000..739f83a
Binary files /dev/null and b/results/tables/intersect_by_type_and_gwas.xlsx differ
diff --git a/results/tables/intersect_regions_by_sex_female.csv b/results/tables/intersect_regions_by_sex_female.csv
new file mode 100644
index 0000000..a3830cf
--- /dev/null
+++ b/results/tables/intersect_regions_by_sex_female.csv
@@ -0,0 +1,679 @@
+gene,aINS_female,Cg25_female,dlPFC_female,Nac_female,OFC_female,Sub_female,GENENAME,SYMBOL,exclusive
+ENSG00000198563,1,1,1,0,1,0,DExD-box helicase 39B,DDX39B,4
+ENSG00000137343,0,0,1,1,1,0,alpha tubulin acetyltransferase 1,ATAT1,3
+ENSG00000170144,1,0,0,0,1,0,heterogeneous nuclear ribonucleoprotein A3,HNRNPA3,2
+ENSG00000101972,0,1,0,0,1,0,stromal antigen 2,STAG2,2
+ENSG00000147145,0,1,0,0,1,0,lysophosphatidic acid receptor 4,LPAR4,2
+ENSG00000236523,0,1,0,0,1,0,nucleophosmin 1 pseudogene 40,NPM1P40,2
+ENSG00000118972,0,1,0,0,1,0,fibroblast growth factor 23,FGF23,2
+ENSG00000253488,0,1,0,0,1,0,SINHCAF pseudogene 3,SINHCAFP3,2
+ENSG00000130300,0,1,0,0,0,1,plasmalemma vesicle associated protein,PLVAP,2
+ENSG00000136270,0,1,0,0,1,0,transforming growth factor beta regulator 4,TBRG4,2
+ENSG00000132207,0,1,0,0,1,0,"SLX1 homolog A, structure-specific endonuclease subunit",SLX1A,2
+ENSG00000124191,0,1,0,0,0,1,TOX high mobility group box family member 2,TOX2,2
+ENSG00000144820,0,0,1,0,1,0,adhesion G protein-coupled receptor G7,ADGRG7,2
+ENSG00000187094,0,0,1,0,1,0,cholecystokinin,CCK,2
+ENSG00000157103,0,0,0,1,1,0,solute carrier family 6 member 1,SLC6A1,2
+ENSG00000127314,1,0,0,0,0,0,"RAP1B, member of RAS oncogene family",RAP1B,1
+ENSG00000163872,1,0,0,0,0,0,YEATS domain containing 2,YEATS2,1
+ENSG00000258780,1,0,0,0,0,0,BMS1 pseudogene 15,BMS1P15,1
+ENSG00000196873,1,0,0,0,0,0,COBW domain containing 3,CBWD3,1
+ENSG00000249055,1,0,0,0,0,0,NA,NA,1
+ENSG00000180901,1,0,0,0,0,0,potassium channel tetramerization domain containing 2,KCTD2,1
+ENSG00000205129,1,0,0,0,0,0,chromosome 4 open reading frame 47,C4orf47,1
+ENSG00000099960,1,0,0,0,0,0,solute carrier family 7 member 4,SLC7A4,1
+ENSG00000100350,1,0,0,0,0,0,FAD dependent oxidoreductase domain containing 2,FOXRED2,1
+ENSG00000165675,1,0,0,0,0,0,ecto-NOX disulfide-thiol exchanger 2,ENOX2,1
+ENSG00000077684,1,0,0,0,0,0,jade family PHD finger 1,JADE1,1
+ENSG00000140939,1,0,0,0,0,0,nucleolar protein 3,NOL3,1
+ENSG00000165458,1,0,0,0,0,0,inositol polyphosphate phosphatase like 1,INPPL1,1
+ENSG00000079432,1,0,0,0,0,0,capicua transcriptional repressor,CIC,1
+ENSG00000027075,1,0,0,0,0,0,protein kinase C eta,PRKCH,1
+ENSG00000020181,1,0,0,0,0,0,adhesion G protein-coupled receptor A2,ADGRA2,1
+ENSG00000184110,1,0,0,0,0,0,eukaryotic translation initiation factor 3 subunit C,EIF3C,1
+ENSG00000180537,1,0,0,0,0,0,ring finger protein 182,RNF182,1
+ENSG00000100351,1,0,0,0,0,0,GRB2 related adaptor protein 2,GRAP2,1
+ENSG00000253304,1,0,0,0,0,0,transmembrane protein 200B,TMEM200B,1
+ENSG00000139517,1,0,0,0,0,0,ligand of numb-protein X 2,LNX2,1
+ENSG00000286140,1,0,0,0,0,0,DERPC proline and glycine rich nuclear protein,DERPC,1
+ENSG00000224916,1,0,0,0,0,0,NA,NA,1
+ENSG00000280670,1,0,0,0,0,0,coiled-coil domain containing 163,CCDC163,1
+ENSG00000104894,1,0,0,0,0,0,CD37 molecule,CD37,1
+ENSG00000163793,1,0,0,0,0,0,DnaJ heat shock protein family (Hsp40) member C5 gamma,DNAJC5G,1
+ENSG00000051620,1,0,0,0,0,0,heme binding protein 2,HEBP2,1
+ENSG00000206053,1,0,0,0,0,0,Jupiter microtubule associated homolog 2,JPT2,1
+ENSG00000242114,1,0,0,0,0,0,mitochondrial fission process 1,MTFP1,1
+ENSG00000243678,1,0,0,0,0,0,NME/NM23 nucleoside diphosphate kinase 2,NME2,1
+ENSG00000007062,1,0,0,0,0,0,prominin 1,PROM1,1
+ENSG00000068354,1,0,0,0,0,0,TBC1 domain family member 25,TBC1D25,1
+ENSG00000167619,1,0,0,0,0,0,transmembrane protein 145,TMEM145,1
+ENSG00000185262,1,0,0,0,0,0,UBA like domain containing 2,UBALD2,1
+ENSG00000092470,1,0,0,0,0,0,WD repeat domain 76,WDR76,1
+ENSG00000269955,0,1,0,0,0,0,FMC1-LUC7L2 readthrough,FMC1-LUC7L2,1
+ENSG00000141569,0,1,0,0,0,0,tripartite motif containing 65,TRIM65,1
+ENSG00000238118,0,1,0,0,0,0,SLC25A24 pseudogene 2,SLC25A24P2,1
+ENSG00000243746,0,1,0,0,0,0,eukaryotic translation elongation factor 1 alpha 1 pseudogene 10,EEF1A1P10,1
+ENSG00000215812,0,1,0,0,0,0,NA,NA,1
+ENSG00000109917,0,1,0,0,0,0,ZPR1 zinc finger,ZPR1,1
+ENSG00000242683,0,1,0,0,0,0,NA,NA,1
+ENSG00000237649,0,1,0,0,0,0,kinesin family member C1,KIFC1,1
+ENSG00000163586,0,1,0,0,0,0,fatty acid binding protein 1,FABP1,1
+ENSG00000250486,0,1,0,0,0,0,family with sequence similarity 218 member A,FAM218A,1
+ENSG00000139793,0,1,0,0,0,0,muscleblind like splicing regulator 2,MBNL2,1
+ENSG00000165219,0,1,0,0,0,0,GTPase activating protein and VPS9 domains 1,GAPVD1,1
+ENSG00000106013,0,1,0,0,0,0,ankyrin repeat domain 7,ANKRD7,1
+ENSG00000100884,0,1,0,0,0,0,copine 6,CPNE6,1
+ENSG00000154864,0,1,0,0,0,0,piezo type mechanosensitive ion channel component 2,PIEZO2,1
+ENSG00000091656,0,1,0,0,0,0,zinc finger homeobox 4,ZFHX4,1
+ENSG00000107679,0,1,0,0,0,0,pleckstrin homology domain containing A1,PLEKHA1,1
+ENSG00000107798,0,1,0,0,0,0,"lipase A, lysosomal acid type",LIPA,1
+ENSG00000255154,0,1,0,0,0,0,hydroxyacyl-thioester dehydratase type 2,HTD2,1
+ENSG00000099840,0,1,0,0,0,0,IZUMO family member 4,IZUMO4,1
+ENSG00000198569,0,1,0,0,0,0,solute carrier family 34 member 3,SLC34A3,1
+ENSG00000180815,0,1,0,0,0,0,mitogen-activated protein kinase kinase kinase 15,MAP3K15,1
+ENSG00000125864,0,1,0,0,0,0,beaded filament structural protein 1,BFSP1,1
+ENSG00000186470,0,1,0,0,0,0,butyrophilin subfamily 3 member A2,BTN3A2,1
+ENSG00000239887,0,1,0,0,0,0,chromosome 1 open reading frame 226,C1orf226,1
+ENSG00000196476,0,1,0,0,0,0,chromosome 20 open reading frame 96,C20orf96,1
+ENSG00000196118,0,1,0,0,0,0,cilia and flagella associated protein 119,CFAP119,1
+ENSG00000151725,0,1,0,0,0,0,centromere protein U,CENPU,1
+ENSG00000176108,0,1,0,0,0,0,charged multivesicular body protein 6,CHMP6,1
+ENSG00000172409,0,1,0,0,0,0,cleavage factor polyribonucleotide kinase subunit 1,CLP1,1
+ENSG00000068438,0,1,0,0,0,0,FtsJ RNA 2'-O-methyltransferase 1,FTSJ1,1
+ENSG00000111087,0,1,0,0,0,0,GLI family zinc finger 1,GLI1,1
+ENSG00000180573,0,1,0,0,0,0,H2A clustered histone 6,H2AC6,1
+ENSG00000004776,0,1,0,0,0,0,heat shock protein family B (small) member 6,HSPB6,1
+ENSG00000034152,0,1,0,0,0,0,mitogen-activated protein kinase kinase 3,MAP2K3,1
+ENSG00000101608,0,1,0,0,0,0,myosin light chain 12A,MYL12A,1
+ENSG00000173376,0,1,0,0,0,0,neuron derived neurotrophic factor,NDNF,1
+ENSG00000184207,0,1,0,0,0,0,phosphoglycolate phosphatase,PGP,1
+ENSG00000149809,0,1,0,0,0,0,transmembrane 7 superfamily member 2,TM7SF2,1
+ENSG00000115282,0,1,0,0,0,0,tetratricopeptide repeat domain 31,TTC31,1
+ENSG00000236474,0,0,1,0,0,0,NA,NA,1
+ENSG00000254512,0,0,1,0,0,0,NA,NA,1
+ENSG00000183638,0,0,1,0,0,0,RP1 like 1,RP1L1,1
+ENSG00000166435,0,0,1,0,0,0,X-ray radiation resistance associated 1,XRRA1,1
+ENSG00000259339,0,0,1,0,0,0,NA,NA,1
+ENSG00000198064,0,0,1,0,0,0,"nuclear pore complex interacting protein family, member B13",NPIPB13,1
+ENSG00000259318,0,0,1,0,0,0,NA,NA,1
+ENSG00000212643,0,0,1,0,0,0,ZRSR2 pseudogene 1,ZRSR2P1,1
+ENSG00000104835,0,0,1,0,0,0,"seryl-tRNA synthetase 2, mitochondrial",SARS2,1
+ENSG00000114374,0,0,1,0,0,0,ubiquitin specific peptidase 9 Y-linked,USP9Y,1
+ENSG00000114374,0,0,1,0,0,0,"testis-specific transcript, Y-linked 15",TTTY15,1
+ENSG00000117500,0,0,1,0,0,0,transmembrane p24 trafficking protein 5,TMED5,1
+ENSG00000174501,0,0,1,0,0,0,ankyrin repeat domain 36C,ANKRD36C,1
+ENSG00000215165,0,0,1,0,0,0,NA,NA,1
+ENSG00000059588,0,0,1,0,0,0,TAR (HIV-1) RNA binding protein 1,TARBP1,1
+ENSG00000234227,0,0,1,0,0,0,ribosomal protein L7 like 1 pseudogene 1,RPL7L1P1,1
+ENSG00000204866,0,0,1,0,0,0,IGF like family member 2,IGFL2,1
+ENSG00000188624,0,0,1,0,0,0,IGF like family member 3,IGFL3,1
+ENSG00000088320,0,0,1,0,0,0,RRAD and GEM like GTPase 1,REM1,1
+ENSG00000206538,0,0,1,0,0,0,vestigial like family member 3,VGLL3,1
+ENSG00000235674,0,0,1,0,0,0,NA,NA,1
+ENSG00000258890,0,0,1,0,0,0,centrosomal protein 95,CEP95,1
+ENSG00000177984,0,0,1,0,0,0,lipocalin 15,LCN15,1
+ENSG00000241697,0,0,1,0,0,0,transmembrane protein with EGF like and two follistatin like domains 1,TMEFF1,1
+ENSG00000237406,0,0,1,0,0,0,"NADH:ubiquinone oxidoreductase subunit A9 pseudogene 1",NDUFA9P1,1
+ENSG00000105404,0,0,1,0,0,0,Rab acceptor 1,RABAC1,1
+ENSG00000167202,0,0,1,0,0,0,TBC1 domain family member 2B,TBC1D2B,1
+ENSG00000218186,0,0,1,0,0,0,keratin 8 pseudogene 43,KRT8P43,1
+ENSG00000168096,0,0,1,0,0,0,ankyrin repeat and sterile alpha motif domain containing 3,ANKS3,1
+ENSG00000109084,0,0,1,0,0,0,transmembrane protein 97,TMEM97,1
+ENSG00000143344,0,0,1,0,0,0,ral guanine nucleotide dissociation stimulator like 1,RGL1,1
+ENSG00000035403,0,0,1,0,0,0,vinculin,VCL,1
+ENSG00000162241,0,0,1,0,0,0,solute carrier family 25 member 45,SLC25A45,1
+ENSG00000158683,0,0,1,0,0,0,"polycystin 1 like 1, transient receptor potential channel interacting",PKD1L1,1
+ENSG00000269343,0,0,1,0,0,0,zinc finger protein 587B,ZNF587B,1
+ENSG00000180708,0,0,1,0,0,0,olfactory receptor family 10 subfamily K member 2,OR10K2,1
+ENSG00000214244,0,0,1,0,0,0,NA,NA,1
+ENSG00000187391,0,0,1,0,0,0,"membrane associated guanylate kinase, WW and PDZ domain containing 2",MAGI2,1
+ENSG00000273762,0,0,1,0,0,0,vomeronasal 1 receptor 76 pseudogene,VN1R76P,1
+ENSG00000258932,0,0,1,0,0,0,uncharacterized LOC728755,LOC728755,1
+ENSG00000183604,0,0,1,0,0,0,SMG1 pseudogene 5,SMG1P5,1
+ENSG00000138472,0,0,1,0,0,0,guanylate cyclase activator 1C,GUCA1C,1
+ENSG00000105186,0,0,1,0,0,0,ankyrin repeat domain 27,ANKRD27,1
+ENSG00000160117,0,0,1,0,0,0,ankyrin repeat and LEM domain containing 1,ANKLE1,1
+ENSG00000257966,0,0,1,0,0,0,NA,NA,1
+ENSG00000161642,0,0,1,0,0,0,zinc finger protein 385A,ZNF385A,1
+ENSG00000136542,0,0,1,0,0,0,polypeptide N-acetylgalactosaminyltransferase 5,GALNT5,1
+ENSG00000259378,0,0,1,0,0,0,NA,NA,1
+ENSG00000185031,0,0,1,0,0,0,NA,NA,1
+ENSG00000251400,0,0,1,0,0,0,aldehyde dehydrogenase 7 family member A1 pseudogene 1,ALDH7A1P1,1
+ENSG00000227331,0,0,1,0,0,0,ribosomal protein L7a pseudogene 22,RPL7AP22,1
+ENSG00000088356,0,0,1,0,0,0,p53 and DNA damage regulated 1,PDRG1,1
+ENSG00000206159,0,0,1,0,0,0,glycogenin 2 pseudogene 1,GYG2P1,1
+ENSG00000257195,0,0,1,0,0,0,NA,NA,1
+ENSG00000214988,0,0,1,0,0,0,ribosomal protein L7a pseudogene 26,RPL7AP26,1
+ENSG00000160049,0,0,1,0,0,0,DNA fragmentation factor subunit alpha,DFFA,1
+ENSG00000139547,0,0,1,0,0,0,retinol dehydrogenase 16,RDH16,1
+ENSG00000107882,0,0,1,0,0,0,SUFU negative regulator of hedgehog signaling,SUFU,1
+ENSG00000188001,0,0,1,0,0,0,tumor protein p63 regulated 1,TPRG1,1
+ENSG00000140259,0,0,1,0,0,0,microfibril associated protein 1,MFAP1,1
+ENSG00000127589,0,0,1,0,0,0,tubulin beta pseudogene 1,TUBBP1,1
+ENSG00000243716,0,0,1,0,0,0,nuclear pore complex interacting protein family member B5,NPIPB5,1
+ENSG00000232230,0,0,1,0,0,0,NA,NA,1
+ENSG00000196839,0,0,1,0,0,0,adenosine deaminase,ADA,1
+ENSG00000134759,0,0,1,0,0,0,elongator acetyltransferase complex subunit 2,ELP2,1
+ENSG00000161981,0,0,1,0,0,0,small nuclear ribonucleoprotein U11/U12 subunit 25,SNRNP25,1
+ENSG00000123473,0,0,1,0,0,0,STIL centriolar assembly protein,STIL,1
+ENSG00000272636,0,0,1,0,0,0,double C2 domain beta,DOC2B,1
+ENSG00000167779,0,0,1,0,0,0,insulin like growth factor binding protein 6,IGFBP6,1
+ENSG00000073282,0,0,1,0,0,0,tumor protein p63,TP63,1
+ENSG00000165685,0,0,1,0,0,0,transmembrane protein 52B,TMEM52B,1
+ENSG00000138435,0,0,1,0,0,0,cholinergic receptor nicotinic alpha 1 subunit,CHRNA1,1
+ENSG00000141744,0,0,1,0,0,0,phenylethanolamine N-methyltransferase,PNMT,1
+ENSG00000134007,0,0,1,0,0,0,ADAM metallopeptidase domain 20,ADAM20,1
+ENSG00000189292,0,0,1,0,0,0,ALK and LTK ligand 2,ALKAL2,1
+ENSG00000135678,0,0,1,0,0,0,carboxypeptidase M,CPM,1
+ENSG00000177663,0,0,1,0,0,0,interleukin 17 receptor A,IL17RA,1
+ENSG00000124733,0,0,1,0,0,0,male-enhanced antigen 1,MEA1,1
+ENSG00000121039,0,0,1,0,0,0,retinol dehydrogenase 10,RDH10,1
+ENSG00000116205,0,0,1,0,0,0,transcription elongation factor A N-terminal and central domain containing 2,TCEANC2,1
+ENSG00000123610,0,0,1,0,0,0,TNF alpha induced protein 6,TNFAIP6,1
+ENSG00000171970,0,0,1,0,0,0,zinc finger protein 57,ZNF57,1
+ENSG00000197057,0,0,0,1,0,0,death domain containing 1,DTHD1,1
+ENSG00000179813,0,0,0,1,0,0,family with sequence similarity 216 member B,FAM216B,1
+ENSG00000213085,0,0,0,1,0,0,cilia and flagella associated protein 45,CFAP45,1
+ENSG00000185149,0,0,0,1,0,0,neuropeptide Y receptor Y2,NPY2R,1
+ENSG00000268500,0,0,0,1,0,0,sialic acid binding Ig like lectin 5,SIGLEC5,1
+ENSG00000089041,0,0,0,1,0,0,purinergic receptor P2X 7,P2RX7,1
+ENSG00000170160,0,0,0,1,0,0,coiled-coil domain containing 144A,CCDC144A,1
+ENSG00000197171,0,0,0,1,0,0,uncharacterized LOC101929006,LOC101929006,1
+ENSG00000188933,0,0,0,1,0,0,ubiquitin specific peptidase 32 pseudogene 1,USP32P1,1
+ENSG00000077327,0,0,0,1,0,0,sperm associated antigen 6,SPAG6,1
+ENSG00000118492,0,0,0,1,0,0,androglobin,ADGB,1
+ENSG00000112761,0,0,0,1,0,0,cellular communication network factor 6,CCN6,1
+ENSG00000166387,0,0,0,1,0,0,PPFIA binding protein 2,PPFIBP2,1
+ENSG00000155287,0,0,0,1,0,0,solute carrier family 25 member 28,SLC25A28,1
+ENSG00000183458,0,0,0,1,0,0,"polycystin 1, transient receptor potential channel interacting pseudogene 3",PKD1P3,1
+ENSG00000197177,0,0,0,1,0,0,adhesion G protein-coupled receptor A1,ADGRA1,1
+ENSG00000131002,0,0,0,1,0,0,"taxilin gamma pseudogene, Y-linked",TXLNGY,1
+ENSG00000169258,0,0,0,1,0,0,G protein regulated inducer of neurite outgrowth 1,GPRIN1,1
+ENSG00000100625,0,0,0,1,0,0,SIX homeobox 4,SIX4,1
+ENSG00000114784,0,0,0,1,0,0,eukaryotic translation initiation factor 1B,EIF1B,1
+ENSG00000162643,0,0,0,1,0,0,dynein axonemal intermediate chain 3,DNAI3,1
+ENSG00000055118,0,0,0,1,0,0,potassium voltage-gated channel subfamily H member 2,KCNH2,1
+ENSG00000090238,0,0,0,1,0,0,yippee like 3,YPEL3,1
+ENSG00000198815,0,0,0,1,0,0,forkhead box J3,FOXJ3,1
+ENSG00000129009,0,0,0,1,0,0,immunoglobulin superfamily containing leucine rich repeat,ISLR,1
+ENSG00000166448,0,0,0,1,0,0,transmembrane protein 130,TMEM130,1
+ENSG00000140488,0,0,0,1,0,0,CUGBP Elav-like family member 6,CELF6,1
+ENSG00000151092,0,0,0,1,0,0,N-glycanase 1,NGLY1,1
+ENSG00000178397,0,0,0,1,0,0,family with sequence similarity 220 member A,FAM220A,1
+ENSG00000131323,0,0,0,1,0,0,TNF receptor associated factor 3,TRAF3,1
+ENSG00000101945,0,0,0,1,0,0,SUV39H1 histone lysine methyltransferase,SUV39H1,1
+ENSG00000118689,0,0,0,1,0,0,forkhead box O3,FOXO3,1
+ENSG00000136156,0,0,0,1,0,0,integral membrane protein 2B,ITM2B,1
+ENSG00000150051,0,0,0,1,0,0,mohawk homeobox,MKX,1
+ENSG00000114354,0,0,0,1,0,0,trafficking from ER to golgi regulator,TFG,1
+ENSG00000138623,0,0,0,1,0,0,semaphorin 7A (John Milton Hagen blood group),SEMA7A,1
+ENSG00000105976,0,0,0,1,0,0,"MET proto-oncogene, receptor tyrosine kinase",MET,1
+ENSG00000157502,0,0,0,1,0,0,PWWP domain containing 3B,PWWP3B,1
+ENSG00000122034,0,0,0,1,0,0,general transcription factor IIIA,GTF3A,1
+ENSG00000159840,0,0,0,1,0,0,zyxin,ZYX,1
+ENSG00000198133,0,0,0,1,0,0,transmembrane protein 229B,TMEM229B,1
+ENSG00000197826,0,0,0,1,0,0,cilia and flagella associated protein 299,CFAP299,1
+ENSG00000257591,0,0,0,1,0,0,zinc finger protein 625,ZNF625,1
+ENSG00000144191,0,0,0,1,0,0,cyclic nucleotide gated channel subunit alpha 3,CNGA3,1
+ENSG00000107404,0,0,0,1,0,0,dishevelled segment polarity protein 1,DVL1,1
+ENSG00000166840,0,0,0,1,0,0,glycine-N-acyltransferase like 1,GLYATL1,1
+ENSG00000165175,0,0,0,1,0,0,MID1 interacting protein 1,MID1IP1,1
+ENSG00000170185,0,0,0,1,0,0,ubiquitin specific peptidase 38,USP38,1
+ENSG00000137166,0,0,0,1,0,0,forkhead box P4,FOXP4,1
+ENSG00000188042,0,0,0,1,0,0,ADP ribosylation factor like GTPase 4C,ARL4C,1
+ENSG00000164087,0,0,0,1,0,0,POC1 centriolar protein A,POC1A,1
+ENSG00000146469,0,0,0,1,0,0,vasoactive intestinal peptide,VIP,1
+ENSG00000128564,0,0,0,1,0,0,VGF nerve growth factor inducible,VGF,1
+ENSG00000133639,0,0,0,1,0,0,BTG anti-proliferation factor 1,BTG1,1
+ENSG00000163032,0,0,0,1,0,0,visinin like 1,VSNL1,1
+ENSG00000178602,0,0,0,1,0,0,otospiralin,OTOS,1
+ENSG00000078098,0,0,0,1,0,0,fibroblast activation protein alpha,FAP,1
+ENSG00000196843,0,0,0,1,0,0,AT-rich interaction domain 5A,ARID5A,1
+ENSG00000079101,0,0,0,1,0,0,clusterin like 1,CLUL1,1
+ENSG00000169203,0,0,0,1,0,0,nuclear pore complex interacting protein family member B12,NPIPB12,1
+ENSG00000155087,0,0,0,1,0,0,outer dense fiber of sperm tails 1,ODF1,1
+ENSG00000197208,0,0,0,1,0,0,solute carrier family 22 member 4,SLC22A4,1
+ENSG00000121900,0,0,0,1,0,0,transmembrane protein 54,TMEM54,1
+ENSG00000105048,0,0,0,1,0,0,"troponin T1, slow skeletal type",TNNT1,1
+ENSG00000241343,0,0,0,0,1,0,ribosomal protein L36a,RPL36A,1
+ENSG00000122566,0,0,0,0,1,0,heterogeneous nuclear ribonucleoprotein A2/B1,HNRNPA2B1,1
+ENSG00000089335,0,0,0,0,1,0,zinc finger protein 302,ZNF302,1
+ENSG00000244687,0,0,0,0,1,0,ubiquitin conjugating enzyme E2 V1,UBE2V1,1
+ENSG00000198938,0,0,0,0,1,0,cytochrome c oxidase subunit III,COX3,1
+ENSG00000184208,0,0,0,0,1,0,CTA-216E10.6,C22orf46,1
+ENSG00000196235,0,0,0,0,1,0,"SPT5 homolog, DSIF elongation factor subunit",SUPT5H,1
+ENSG00000112357,0,0,0,0,1,0,peroxisomal biogenesis factor 7,PEX7,1
+ENSG00000180953,0,0,0,0,1,0,suppressor of tumorigenicity 20,ST20,1
+ENSG00000135486,0,0,0,0,1,0,heterogeneous nuclear ribonucleoprotein A1,HNRNPA1,1
+ENSG00000155506,0,0,0,0,1,0,"La ribonucleoprotein 1, translational regulator",LARP1,1
+ENSG00000096746,0,0,0,0,1,0,heterogeneous nuclear ribonucleoprotein H3,HNRNPH3,1
+ENSG00000182247,0,0,0,0,1,0,ubiquitin conjugating enzyme E2 E2,UBE2E2,1
+ENSG00000131469,0,0,0,0,1,0,ribosomal protein L27,RPL27,1
+ENSG00000162755,0,0,0,0,1,0,kelch domain containing 9,KLHDC9,1
+ENSG00000105372,0,0,0,0,1,0,ribosomal protein S19,RPS19,1
+ENSG00000189089,0,0,0,0,1,0,NA,NA,1
+ENSG00000099785,0,0,0,0,1,0,membrane associated ring-CH-type finger 2,MARCHF2,1
+ENSG00000125386,0,0,0,0,1,0,family with sequence similarity 193 member A,FAM193A,1
+ENSG00000181038,0,0,0,0,1,0,methyltransferase like 23,METTL23,1
+ENSG00000101361,0,0,0,0,1,0,NOP56 ribonucleoprotein,NOP56,1
+ENSG00000130816,0,0,0,0,1,0,DNA methyltransferase 1,DNMT1,1
+ENSG00000179085,0,0,0,0,1,0,"dolichyl-phosphate mannosyltransferase subunit 3, regulatory",DPM3,1
+ENSG00000166444,0,0,0,0,1,0,DENN domain containing 2B,DENND2B,1
+ENSG00000198918,0,0,0,0,1,0,ribosomal protein L39,RPL39,1
+ENSG00000165215,0,0,0,0,1,0,claudin 3,CLDN3,1
+ENSG00000166974,0,0,0,0,1,0,microtubule associated protein RP/EB family member 2,MAPRE2,1
+ENSG00000184924,0,0,0,0,1,0,peptidyl-tRNA hydrolase domain containing 1,PTRHD1,1
+ENSG00000186665,0,0,0,0,1,0,chromosome 17 open reading frame 58,C17orf58,1
+ENSG00000111752,0,0,0,0,1,0,polyhomeotic homolog 1,PHC1,1
+ENSG00000124614,0,0,0,0,1,0,ribosomal protein S10,RPS10,1
+ENSG00000275023,0,0,0,0,1,0,"MLLT6, PHD finger containing",MLLT6,1
+ENSG00000213235,0,0,0,0,1,0,eukaryotic translation elongation factor 1 alpha 1 pseudogene 16,EEF1A1P16,1
+ENSG00000249768,0,0,0,0,1,0,NA,NA,1
+ENSG00000167257,0,0,0,0,1,0,ring finger protein 214,RNF214,1
+ENSG00000168056,0,0,0,0,1,0,latent transforming growth factor beta binding protein 3,LTBP3,1
+ENSG00000254870,0,0,0,0,1,0,ATP6V1G2-DDX39B readthrough (NMD candidate),ATP6V1G2-DDX39B,1
+ENSG00000112182,0,0,0,0,1,0,BTB domain and CNC homolog 2,BACH2,1
+ENSG00000117410,0,0,0,0,1,0,ATPase H+ transporting V0 subunit b,ATP6V0B,1
+ENSG00000130939,0,0,0,0,1,0,ubiquitination factor E4B,UBE4B,1
+ENSG00000108349,0,0,0,0,1,0,CASC3 exon junction complex subunit,CASC3,1
+ENSG00000136536,0,0,0,0,1,0,membrane associated ring-CH-type finger 7,MARCHF7,1
+ENSG00000126005,0,0,0,0,1,0,MMP24 opposite strand,MMP24OS,1
+ENSG00000248527,0,0,0,0,1,0,MT-ATP6 pseudogene 1,MTATP6P1,1
+ENSG00000123213,0,0,0,0,1,0,neurolysin,NLN,1
+ENSG00000127616,0,0,0,0,1,0,"SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily a, member 4",SMARCA4,1
+ENSG00000183978,0,0,0,0,1,0,cytochrome c oxidase assembly factor 3,COA3,1
+ENSG00000116560,0,0,0,0,1,0,splicing factor proline and glutamine rich,SFPQ,1
+ENSG00000129480,0,0,0,0,1,0,D-aminoacyl-tRNA deacylase 2,DTD2,1
+ENSG00000088367,0,0,0,0,1,0,erythrocyte membrane protein band 4.1 like 1,EPB41L1,1
+ENSG00000117713,0,0,0,0,1,0,AT-rich interaction domain 1A,ARID1A,1
+ENSG00000110066,0,0,0,0,1,0,lysine methyltransferase 5B,KMT5B,1
+ENSG00000185710,0,0,0,0,1,0,SMG1 pseudogene 4,SMG1P4,1
+ENSG00000132478,0,0,0,0,1,0,unk zinc finger,UNK,1
+ENSG00000184640,0,0,0,0,1,0,septin 9,SEPTIN9,1
+ENSG00000213018,0,0,0,0,1,0,NA,NA,1
+ENSG00000115053,0,0,0,0,1,0,nucleolin,NCL,1
+ENSG00000140995,0,0,0,0,1,0,differentially expressed in FDCP 8 homolog,DEF8,1
+ENSG00000130749,0,0,0,0,1,0,zinc finger CCCH-type containing 4,ZC3H4,1
+ENSG00000242221,0,0,0,0,1,0,pregnancy specific beta-1-glycoprotein 2,PSG2,1
+ENSG00000134884,0,0,0,0,1,0,arginine and glutamate rich 1,ARGLU1,1
+ENSG00000163382,0,0,0,0,1,0,"NAD(P)HX epimerase","NAXE",1
+ENSG00000188243,0,0,0,0,1,0,COMM domain containing 6,COMMD6,1
+ENSG00000175467,0,0,0,0,1,0,"spliceosome associated factor 1, recruiter of U4/U6.U5 tri-snRNP",SART1,1
+ENSG00000161328,0,0,0,0,1,0,leucine rich repeat containing 56,LRRC56,1
+ENSG00000225067,0,0,0,0,1,0,NA,NA,1
+ENSG00000146067,0,0,0,0,1,0,family with sequence similarity 193 member B,FAM193B,1
+ENSG00000170632,0,0,0,0,1,0,armadillo repeat containing 10,ARMC10,1
+ENSG00000182809,0,0,0,0,1,0,cysteine rich protein 2,CRIP2,1
+ENSG00000164405,0,0,0,0,1,0,ubiquinol-cytochrome c reductase complex III subunit VII,UQCRQ,1
+ENSG00000166197,0,0,0,0,1,0,nucleolar and coiled-body phosphoprotein 1,NOLC1,1
+ENSG00000178449,0,0,0,0,1,0,cytochrome c oxidase assembly factor COX14,COX14,1
+ENSG00000204923,0,0,0,0,1,0,F-box protein 48,FBXO48,1
+ENSG00000132388,0,0,0,0,1,0,ubiquitin conjugating enzyme E2 G1,UBE2G1,1
+ENSG00000227694,0,0,0,0,1,0,ribosomal protein L23a pseudogene 74,RPL23AP74,1
+ENSG00000260266,0,0,0,0,1,0,peptidylprolyl isomerase A pseudogene 46,PPIAP46,1
+ENSG00000111843,0,0,0,0,1,0,transmembrane protein 14C,TMEM14C,1
+ENSG00000169902,0,0,0,0,1,0,tyrosylprotein sulfotransferase 1,TPST1,1
+ENSG00000142039,0,0,0,0,1,0,coiled-coil domain containing 97,CCDC97,1
+ENSG00000177576,0,0,0,0,1,0,chromosome 18 open reading frame 32,C18orf32,1
+ENSG00000127540,0,0,0,0,1,0,"ubiquinol-cytochrome c reductase, complex III subunit XI",UQCR11,1
+ENSG00000177144,0,0,0,0,1,0,nudix hydrolase 4B,NUDT4B,1
+ENSG00000145833,0,0,0,0,1,0,DEAD-box helicase 46,DDX46,1
+ENSG00000168066,0,0,0,0,1,0,splicing factor 1,SF1,1
+ENSG00000181450,0,0,0,0,1,0,zinc finger protein 678,ZNF678,1
+ENSG00000112983,0,0,0,0,1,0,bromodomain containing 8,BRD8,1
+ENSG00000177464,0,0,0,0,1,0,G protein-coupled receptor 4,GPR4,1
+ENSG00000102390,0,0,0,0,1,0,polysaccharide biosynthesis domain containing 1,PBDC1,1
+ENSG00000229415,0,0,0,0,1,0,surfactant associated 3,SFTA3,1
+ENSG00000143294,0,0,0,0,1,0,proline rich mitotic checkpoint control factor,PRCC,1
+ENSG00000152240,0,0,0,0,1,0,HAUS augmin like complex subunit 1,HAUS1,1
+ENSG00000204060,0,0,0,0,1,0,forkhead box O6,FOXO6,1
+ENSG00000167632,0,0,0,0,1,0,trafficking protein particle complex subunit 9,TRAPPC9,1
+ENSG00000113845,0,0,0,0,1,0,translocase of inner mitochondrial membrane domain containing 1,TIMMDC1,1
+ENSG00000205937,0,0,0,0,1,0,RNA binding protein with serine rich domain 1,RNPS1,1
+ENSG00000143569,0,0,0,0,1,0,ubiquitin associated protein 2 like,UBAP2L,1
+ENSG00000102524,0,0,0,0,1,0,TNF superfamily member 13b,TNFSF13B,1
+ENSG00000134419,0,0,0,0,1,0,ribosomal protein S15a,RPS15A,1
+ENSG00000204370,0,0,0,0,1,0,succinate dehydrogenase complex subunit D,SDHD,1
+ENSG00000063177,0,0,0,0,1,0,ribosomal protein L18,RPL18,1
+ENSG00000132153,0,0,0,0,1,0,DExH-box helicase 30,DHX30,1
+ENSG00000147138,0,0,0,0,1,0,G protein-coupled receptor 174,GPR174,1
+ENSG00000146063,0,0,0,0,1,0,tripartite motif containing 41,TRIM41,1
+ENSG00000178980,0,0,0,0,1,0,selenoprotein W,SELENOW,1
+ENSG00000213420,0,0,0,0,1,0,glypican 2,GPC2,1
+ENSG00000103254,0,0,0,0,1,0,adenine nucleotide translocase lysine methyltransferase,ANTKMT,1
+ENSG00000053254,0,0,0,0,1,0,forkhead box N3,FOXN3,1
+ENSG00000168002,0,0,0,0,1,0,RNA polymerase II subunit G,POLR2G,1
+ENSG00000148337,0,0,0,0,1,0,CDKN1A interacting zinc finger protein 1,CIZ1,1
+ENSG00000197472,0,0,0,0,1,0,zinc finger protein 695,ZNF695,1
+ENSG00000142408,0,0,0,0,1,0,calcium voltage-gated channel auxiliary subunit gamma 8,CACNG8,1
+ENSG00000136573,0,0,0,0,1,0,"BLK proto-oncogene, Src family tyrosine kinase",BLK,1
+ENSG00000205544,0,0,0,0,1,0,transmembrane protein 256,TMEM256,1
+ENSG00000173559,0,0,0,0,1,0,nucleic acid binding protein 1,"NABP1",1
+ENSG00000203618,0,0,0,0,1,0,glycoprotein Ib platelet subunit beta,GP1BB,1
+ENSG00000188186,0,0,0,0,1,0,"late endosomal/lysosomal adaptor, MAPK and MTOR activator 4",LAMTOR4,1
+ENSG00000054523,0,0,0,0,1,0,kinesin family member 1B,KIF1B,1
+ENSG00000089050,0,0,0,0,1,0,"RB binding protein 9, serine hydrolase",RBBP9,1
+ENSG00000126698,0,0,0,0,1,0,DnaJ heat shock protein family (Hsp40) member C8,DNAJC8,1
+ENSG00000114455,0,0,0,0,1,0,HERV-H LTR-associating 2,HHLA2,1
+ENSG00000181873,0,0,0,0,1,0,iron-sulfur cluster assembly factor IBA57,IBA57,1
+ENSG00000135363,0,0,0,0,1,0,LIM domain only 2,LMO2,1
+ENSG00000197006,0,0,0,0,1,0,methyltransferase like 9,METTL9,1
+ENSG00000118900,0,0,0,0,1,0,ubinuclein 1,UBN1,1
+ENSG00000013619,0,0,0,0,1,0,mastermind like domain containing 1,MAMLD1,1
+ENSG00000180264,0,0,0,0,1,0,adhesion G protein-coupled receptor D2,ADGRD2,1
+ENSG00000106803,0,0,0,0,1,0,SEC61 translocon subunit beta,SEC61B,1
+ENSG00000005844,0,0,0,0,1,0,integrin subunit alpha L,ITGAL,1
+ENSG00000081154,0,0,0,0,1,0,PEST proteolytic signal containing nuclear protein,PCNP,1
+ENSG00000112293,0,0,0,0,1,0,glycosylphosphatidylinositol specific phospholipase D1,GPLD1,1
+ENSG00000198019,0,0,0,0,1,0,Fc fragment of IgG receptor Ib,FCGR1B,1
+ENSG00000164393,0,0,0,0,1,0,adhesion G protein-coupled receptor F2,ADGRF2,1
+ENSG00000279800,0,0,0,0,1,0,BCL2 associated transcription factor 1 pseudogene 2,BCLAF1P2,1
+ENSG00000224578,0,0,0,0,1,0,heterogeneous nuclear ribonucleoprotein A1 pseudogene 48,HNRNPA1P48,1
+ENSG00000176208,0,0,0,0,1,0,ATPase family AAA domain containing 5,ATAD5,1
+ENSG00000126456,0,0,0,0,1,0,interferon regulatory factor 3,IRF3,1
+ENSG00000110025,0,0,0,0,1,0,sorting nexin 15,SNX15,1
+ENSG00000103507,0,0,0,0,1,0,branched chain keto acid dehydrogenase kinase,BCKDK,1
+ENSG00000172469,0,0,0,0,1,0,mannosidase endo-alpha,MANEA,1
+ENSG00000141252,0,0,0,0,1,0,VPS53 subunit of GARP complex,VPS53,1
+ENSG00000144566,0,0,0,0,1,0,"RAB5A, member RAS oncogene family",RAB5A,1
+ENSG00000203950,0,0,0,0,1,0,retrotransposon Gag like 8A,RTL8A,1
+ENSG00000124422,0,0,0,0,1,0,ubiquitin specific peptidase 22,USP22,1
+ENSG00000090266,0,0,0,0,1,0,"NADH:ubiquinone oxidoreductase subunit B2",NDUFB2,1
+ENSG00000143774,0,0,0,0,1,0,guanylate kinase 1,GUK1,1
+ENSG00000169221,0,0,0,0,1,0,TBC1 domain family member 10B,TBC1D10B,1
+ENSG00000143570,0,0,0,0,1,0,solute carrier family 39 member 1,SLC39A1,1
+ENSG00000167085,0,0,0,0,1,0,prohibitin,PHB,1
+ENSG00000214253,0,0,0,0,1,0,"fission, mitochondrial 1",FIS1,1
+ENSG00000136715,0,0,0,0,1,0,Sin3A associated protein 130,SAP130,1
+ENSG00000204568,0,0,0,0,1,0,mitochondrial ribosomal protein S18B,MRPS18B,1
+ENSG00000134453,0,0,0,0,1,0,RNA binding motif protein 17,RBM17,1
+ENSG00000183718,0,0,0,0,1,0,tripartite motif containing 52,TRIM52,1
+ENSG00000248592,0,0,0,0,1,0,STIMATE-MUSTN1 readthrough,STIMATE-MUSTN1,1
+ENSG00000163041,0,0,0,0,1,0,H3.3 histone A,H3-3A,1
+ENSG00000156795,0,0,0,0,1,0,N-terminal glutamine amidase 1,NTAQ1,1
+ENSG00000183161,0,0,0,0,1,0,FA complementation group F,FANCF,1
+ENSG00000276291,0,0,0,0,1,0,NA,NA,1
+ENSG00000178096,0,0,0,0,1,0,bolA family member 1,BOLA1,1
+ENSG00000100804,0,0,0,0,1,0,proteasome 20S subunit beta 5,PSMB5,1
+ENSG00000079308,0,0,0,0,1,0,tensin 1,TNS1,1
+ENSG00000173011,0,0,0,0,1,0,transcriptional adaptor 2B,TADA2B,1
+ENSG00000105223,0,0,0,0,1,0,phospholipase D family member 3,PLD3,1
+ENSG00000174780,0,0,0,0,1,0,signal recognition particle 72,SRP72,1
+ENSG00000198780,0,0,0,0,1,0,family with sequence similarity 169 member A,FAM169A,1
+ENSG00000107581,0,0,0,0,1,0,eukaryotic translation initiation factor 3 subunit A,EIF3A,1
+ENSG00000124469,0,0,0,0,1,0,CEA cell adhesion molecule 8,CEACAM8,1
+ENSG00000247627,0,0,0,0,1,0,MT-ND4 pseudogene 12,MTND4P12,1
+ENSG00000169964,0,0,0,0,1,0,transmembrane protein 42,TMEM42,1
+ENSG00000170315,0,0,0,0,1,0,ubiquitin B,UBB,1
+ENSG00000112941,0,0,0,0,1,0,terminal nucleotidyltransferase 4A,TENT4A,1
+ENSG00000143222,0,0,0,0,1,0,ubiquitin-fold modifier conjugating enzyme 1,UFC1,1
+ENSG00000143379,0,0,0,0,1,0,SET domain bifurcated histone lysine methyltransferase 1,SETDB1,1
+ENSG00000137393,0,0,0,0,1,0,ring finger protein 144B,RNF144B,1
+ENSG00000185215,0,0,0,0,1,0,TNF alpha induced protein 2,TNFAIP2,1
+ENSG00000077782,0,0,0,0,1,0,fibroblast growth factor receptor 1,FGFR1,1
+ENSG00000109113,0,0,0,0,1,0,"RAB34, member RAS oncogene family",RAB34,1
+ENSG00000125691,0,0,0,0,1,0,ribosomal protein L23,RPL23,1
+ENSG00000067704,0,0,0,0,1,0,"isoleucyl-tRNA synthetase 2, mitochondrial",IARS2,1
+ENSG00000055070,0,0,0,0,1,0,SUZ RNA binding domain containing 1,SZRD1,1
+ENSG00000181804,0,0,0,0,1,0,solute carrier family 9 member A9,SLC9A9,1
+ENSG00000198744,0,0,0,0,1,0,MT-CO3 pseudogene 12,MTCO3P12,1
+ENSG00000112706,0,0,0,0,1,0,interphotoreceptor matrix proteoglycan 1,IMPG1,1
+ENSG00000183346,0,0,0,0,1,0,ciliary associated calcium binding coiled-coil 1,CABCOCO1,1
+ENSG00000127184,0,0,0,0,1,0,cytochrome c oxidase subunit 7C,COX7C,1
+ENSG00000169740,0,0,0,0,1,0,zinc finger protein 32,ZNF32,1
+ENSG00000147403,0,0,0,0,1,0,ribosomal protein L10,RPL10,1
+ENSG00000136152,0,0,0,0,1,0,component of oligomeric golgi complex 3,COG3,1
+ENSG00000132792,0,0,0,0,1,0,catenin beta like 1,CTNNBL1,1
+ENSG00000152926,0,0,0,0,1,0,zinc finger protein 117,ZNF117,1
+ENSG00000152926,0,0,0,0,1,0,ERV3-1-ZNF117 readthrough,ERV3-1-ZNF117,1
+ENSG00000112992,0,0,0,0,1,0,nicotinamide nucleotide transhydrogenase,NNT,1
+ENSG00000168060,0,0,0,0,1,0,N-acetylated alpha-linked acidic dipeptidase like 1,"NAALADL1",1
+ENSG00000106244,0,0,0,0,1,0,PDGFA associated protein 1,PDAP1,1
+ENSG00000241890,0,0,0,0,1,0,ribosomal protein L13 pseudogene 4,RPL13P4,1
+ENSG00000111203,0,0,0,0,1,0,integrin alpha FG-GAP repeat containing 2,ITFG2,1
+ENSG00000070444,0,0,0,0,1,0,MAX network transcriptional repressor,MNT,1
+ENSG00000123739,0,0,0,0,1,0,phospholipase A2 group XIIA,PLA2G12A,1
+ENSG00000186106,0,0,0,0,1,0,ankyrin repeat domain 46,ANKRD46,1
+ENSG00000141298,0,0,0,0,1,0,slingshot protein phosphatase 2,SSH2,1
+ENSG00000173041,0,0,0,0,1,0,zinc finger protein 680,ZNF680,1
+ENSG00000213920,0,0,0,0,1,0,magnesium dependent phosphatase 1,MDP1,1
+ENSG00000233163,0,0,0,0,1,0,ribosomal protein S12 pseudogene 17,RPS12P17,1
+ENSG00000104964,0,0,0,0,1,0,"TLE family member 5, transcriptional modulator",TLE5,1
+ENSG00000177628,0,0,0,0,1,0,glucosylceramidase beta,GBA,1
+ENSG00000171863,0,0,0,0,1,0,ribosomal protein S7,RPS7,1
+ENSG00000241859,0,0,0,0,1,0,NA,NA,1
+ENSG00000124787,0,0,0,0,1,0,ribonuclease P/MRP subunit p40,RPP40,1
+ENSG00000111481,0,0,0,0,1,0,COPI coat complex subunit zeta 1,COPZ1,1
+ENSG00000049245,0,0,0,0,1,0,vesicle associated membrane protein 3,VAMP3,1
+ENSG00000089737,0,0,0,0,1,0,DEAD-box helicase 24,DDX24,1
+ENSG00000261740,0,0,0,0,1,0,BOLA2-SMG1P6 readthrough,BOLA2-SMG1P6,1
+ENSG00000205765,0,0,0,0,1,0,chromosome 5 open reading frame 51,C5orf51,1
+ENSG00000189337,0,0,0,0,1,0,"kazrin, periplakin interacting protein",KAZN,1
+ENSG00000099783,0,0,0,0,1,0,heterogeneous nuclear ribonucleoprotein M,HNRNPM,1
+ENSG00000135709,0,0,0,0,1,0,KIAA0513,KIAA0513,1
+ENSG00000196832,0,0,0,0,1,0,olfactory receptor family 11 subfamily G member 2,OR11G2,1
+ENSG00000115317,0,0,0,0,1,0,HtrA serine peptidase 2,HTRA2,1
+ENSG00000237350,0,0,0,0,1,0,NA,NA,1
+ENSG00000135766,0,0,0,0,1,0,egl-9 family hypoxia inducible factor 1,EGLN1,1
+ENSG00000111361,0,0,0,0,1,0,eukaryotic translation initiation factor 2B subunit alpha,EIF2B1,1
+ENSG00000070814,0,0,0,0,1,0,treacle ribosome biogenesis factor 1,TCOF1,1
+ENSG00000061794,0,0,0,0,1,0,mitochondrial ribosomal protein S35,MRPS35,1
+ENSG00000142453,0,0,0,0,1,0,coactivator associated arginine methyltransferase 1,CARM1,1
+ENSG00000162613,0,0,0,0,1,0,far upstream element binding protein 1,FUBP1,1
+ENSG00000183742,0,0,0,0,1,0,MET transcriptional regulator MACC1,MACC1,1
+ENSG00000164967,0,0,0,0,1,0,ribonuclease P/MRP subunit p25 like,RPP25L,1
+ENSG00000141905,0,0,0,0,1,0,nuclear factor I C,NFIC,1
+ENSG00000106733,0,0,0,0,1,0,nicotinamide riboside kinase 1,NMRK1,1
+ENSG00000127922,0,0,0,0,1,0,SEM1 26S proteasome subunit,SEM1,1
+ENSG00000119559,0,0,0,0,1,0,chromosome 19 open reading frame 25,C19orf25,1
+ENSG00000178597,0,0,0,0,1,0,prosaposin like 1,PSAPL1,1
+ENSG00000278505,0,0,0,0,1,0,chromosome 17 open reading frame 78,C17orf78,1
+ENSG00000110665,0,0,0,0,1,0,chromosome 11 open reading frame 21,C11orf21,1
+ENSG00000135778,0,0,0,0,1,0,"nucleoside-triphosphatase, cancer-related",NTPCR,1
+ENSG00000188783,0,0,0,0,1,0,proline and arginine rich end leucine rich repeat protein,PRELP,1
+ENSG00000164587,0,0,0,0,1,0,ribosomal protein S14,RPS14,1
+ENSG00000164331,0,0,0,0,1,0,ankyrin repeat family A member 2,ANKRA2,1
+ENSG00000123349,0,0,0,0,1,0,prefoldin subunit 5,PFDN5,1
+ENSG00000011638,0,0,0,0,1,0,lipid droplet assembly factor 1,LDAF1,1
+ENSG00000037042,0,0,0,0,1,0,tubulin gamma 2,TUBG2,1
+ENSG00000170296,0,0,0,0,1,0,GABA type A receptor-associated protein,GABARAP,1
+ENSG00000225366,0,0,0,0,1,0,teratocarcinoma-derived growth factor 1 pseudogene 3,TDGF1P3,1
+ENSG00000227152,0,0,0,0,1,0,olfactory receptor family 2 subfamily T member 7,OR2T7,1
+ENSG00000135211,0,0,0,0,1,0,transmembrane protein 60,TMEM60,1
+ENSG00000235655,0,0,0,0,1,0,NA,NA,1
+ENSG00000077721,0,0,0,0,1,0,ubiquitin conjugating enzyme E2 A,UBE2A,1
+ENSG00000144063,0,0,0,0,1,0,"mal, T cell differentiation protein like",MALL,1
+ENSG00000186468,0,0,0,0,1,0,ribosomal protein S23,RPS23,1
+ENSG00000232938,0,0,0,0,1,0,ribosomal protein L23a pseudogene 87,RPL23AP87,1
+ENSG00000204576,0,0,0,0,1,0,proline rich 3,PRR3,1
+ENSG00000084731,0,0,0,0,1,0,kinesin family member 3C,KIF3C,1
+ENSG00000129968,0,0,0,0,1,0,"abhydrolase domain containing 17A, depalmitoylase",ABHD17A,1
+ENSG00000181524,0,0,0,0,1,0,RPL24 pseudogene 4,RPL24P4,1
+ENSG00000181126,0,0,0,0,1,0,"major histocompatibility complex, class I, V (pseudogene)",HLA-V,1
+ENSG00000243147,0,0,0,0,1,0,mitochondrial ribosomal protein L33,MRPL33,1
+ENSG00000213816,0,0,0,0,1,0,NA,NA,1
+ENSG00000183814,0,0,0,0,1,0,lin-9 DREAM MuvB core complex component,LIN9,1
+ENSG00000151779,0,0,0,0,1,0,NBAS subunit of NRZ tethering complex,NBAS,1
+ENSG00000100316,0,0,0,0,1,0,ribosomal protein L3,RPL3,1
+ENSG00000188766,0,0,0,0,1,0,sprouty related EVH1 domain containing 3,SPRED3,1
+ENSG00000066827,0,0,0,0,1,0,zinc finger and AT-hook domain containing,ZFAT,1
+ENSG00000008056,0,0,0,0,1,0,synapsin I,SYN1,1
+ENSG00000165672,0,0,0,0,1,0,peroxiredoxin 3,PRDX3,1
+ENSG00000233503,0,0,0,0,1,0,heterogeneous nuclear ribonucleoprotein L pseudogene 1,HNRNPLP1,1
+ENSG00000104808,0,0,0,0,1,0,dihydrodiol dehydrogenase,DHDH,1
+ENSG00000175595,0,0,0,0,1,0,"ERCC excision repair 4, endonuclease catalytic subunit",ERCC4,1
+ENSG00000170516,0,0,0,0,1,0,cytochrome c oxidase subunit 7B2,COX7B2,1
+ENSG00000143742,0,0,0,0,1,0,signal recognition particle 9,SRP9,1
+ENSG00000111653,0,0,0,0,1,0,inhibitor of growth family member 4,ING4,1
+ENSG00000111639,0,0,0,0,1,0,mitochondrial ribosomal protein L51,MRPL51,1
+ENSG00000163214,0,0,0,0,1,0,DExH-box helicase 57,DHX57,1
+ENSG00000092978,0,0,0,0,1,0,G-patch domain containing 2,GPATCH2,1
+ENSG00000122565,0,0,0,0,1,0,chromobox 3,CBX3,1
+ENSG00000160633,0,0,0,0,1,0,scaffold attachment factor B,SAFB,1
+ENSG00000166797,0,0,0,0,1,0,cytosolic iron-sulfur assembly component 2A,CIAO2A,1
+ENSG00000128274,0,0,0,0,1,0,"alpha 1,4-galactosyltransferase (P blood group)",A4GALT,1
+ENSG00000203761,0,0,0,0,1,0,NA,NA,1
+ENSG00000143947,0,0,0,0,1,0,ribosomal protein S27a,RPS27A,1
+ENSG00000089280,0,0,0,0,1,0,FUS RNA binding protein,FUS,1
+ENSG00000106153,0,0,0,0,1,0,coiled-coil-helix-coiled-coil-helix domain containing 2,CHCHD2,1
+ENSG00000081041,0,0,0,0,1,0,C-X-C motif chemokine ligand 2,CXCL2,1
+ENSG00000117280,0,0,0,0,1,0,"RAB29, member RAS oncogene family",RAB29,1
+ENSG00000164096,0,0,0,0,1,0,chromosome 4 open reading frame 3,C4orf3,1
+ENSG00000134698,0,0,0,0,1,0,argonaute RISC component 4,AGO4,1
+ENSG00000145354,0,0,0,0,1,0,CDGSH iron sulfur domain 2,CISD2,1
+ENSG00000145736,0,0,0,0,1,0,general transcription factor IIH subunit 2,GTF2H2,1
+ENSG00000145736,0,0,0,0,1,0,GTF2H2 family member C,GTF2H2C,1
+ENSG00000130811,0,0,0,0,1,0,eukaryotic translation initiation factor 3 subunit G,EIF3G,1
+ENSG00000110075,0,0,0,0,1,0,protein phosphatase 6 regulatory subunit 3,PPP6R3,1
+ENSG00000100354,0,0,0,0,1,0,trinucleotide repeat containing adaptor 6B,TNRC6B,1
+ENSG00000127022,0,0,0,0,1,0,calnexin,CANX,1
+ENSG00000180008,0,0,0,0,1,0,suppressor of cytokine signaling 4,SOCS4,1
+ENSG00000100650,0,0,0,0,1,0,serine and arginine rich splicing factor 5,SRSF5,1
+ENSG00000136379,0,0,0,0,1,0,"abhydrolase domain containing 17C, depalmitoylase",ABHD17C,1
+ENSG00000102245,0,0,0,0,1,0,CD40 ligand,CD40LG,1
+ENSG00000104687,0,0,0,0,1,0,glutathione-disulfide reductase,GSR,1
+ENSG00000148303,0,0,0,0,1,0,ribosomal protein L7a,RPL7A,1
+ENSG00000231584,0,0,0,0,1,0,"fumarylacetoacetate hydrolase domain containing 2C, pseudogene",FAHD2CP,1
+ENSG00000178385,0,0,0,0,1,0,pleckstrin homology domain containing M3,PLEKHM3,1
+ENSG00000108561,0,0,0,0,1,0,complement C1q binding protein,C1QBP,1
+ENSG00000184182,0,0,0,0,1,0,ubiquitin conjugating enzyme E2 F (putative),UBE2F,1
+ENSG00000277149,0,0,0,0,1,0,tRNA-yW synthesizing protein 1 homolog B,TYW1B,1
+ENSG00000154582,0,0,0,0,1,0,elongin C,ELOC,1
+ENSG00000101473,0,0,0,0,1,0,acyl-CoA thioesterase 8,ACOT8,1
+ENSG00000142541,0,0,0,0,1,0,ribosomal protein L13a,RPL13A,1
+ENSG00000118096,0,0,0,0,1,0,intraflagellar transport 46,IFT46,1
+ENSG00000158296,0,0,0,0,1,0,solute carrier family 13 member 3,SLC13A3,1
+ENSG00000122642,0,0,0,0,1,0,FKBP prolyl isomerase 9,FKBP9,1
+ENSG00000158201,0,0,0,0,1,0,"abhydrolase domain containing 3, phospholipase",ABHD3,1
+ENSG00000066027,0,0,0,0,1,0,protein phosphatase 2 regulatory subunit B'alpha,PPP2R5A,1
+ENSG00000156097,0,0,0,0,1,0,G protein-coupled receptor 61,GPR61,1
+ENSG00000179632,0,0,0,0,1,0,"MAF1 homolog, negative regulator of RNA polymerase III",MAF1,1
+ENSG00000243943,0,0,0,0,1,0,zinc finger protein 512,ZNF512,1
+ENSG00000172456,0,0,0,0,1,0,FGGY carbohydrate kinase domain containing,FGGY,1
+ENSG00000180776,0,0,0,0,1,0,zinc finger DHHC-type palmitoyltransferase 20,ZDHHC20,1
+ENSG00000106615,0,0,0,0,1,0,"Ras homolog, mTORC1 binding",RHEB,1
+ENSG00000100941,0,0,0,0,1,0,"pinin, desmosome associated protein",PNN,1
+ENSG00000155980,0,0,0,0,1,0,kinesin family member 5A,KIF5A,1
+ENSG00000104904,0,0,0,0,1,0,ornithine decarboxylase antizyme 1,OAZ1,1
+ENSG00000116288,0,0,0,0,1,0,Parkinsonism associated deglycase,PARK7,1
+ENSG00000277053,0,0,0,0,1,0,general transcription factor IIi pseudogene 1,GTF2IP1,1
+ENSG00000072501,0,0,0,0,1,0,structural maintenance of chromosomes 1A,SMC1A,1
+ENSG00000168291,0,0,0,0,1,0,pyruvate dehydrogenase E1 subunit beta,PDHB,1
+ENSG00000159147,0,0,0,0,1,0,DNA replication fork stabilization factor DONSON,DONSON,1
+ENSG00000198855,0,0,0,0,1,0,FIC domain protein adenylyltransferase,FICD,1
+ENSG00000049540,0,0,0,0,1,0,elastin,ELN,1
+ENSG00000099203,0,0,0,0,1,0,transmembrane p24 trafficking protein 1,TMED1,1
+ENSG00000111011,0,0,0,0,1,0,arginine and serine rich coiled-coil 2,RSRC2,1
+ENSG00000153253,0,0,0,0,1,0,sodium voltage-gated channel alpha subunit 3,SCN3A,1
+ENSG00000149972,0,0,0,0,1,0,contactin 5,CNTN5,1
+ENSG00000117118,0,0,0,0,1,0,succinate dehydrogenase complex iron sulfur subunit B,SDHB,1
+ENSG00000109846,0,0,0,0,1,0,crystallin alpha B,CRYAB,1
+ENSG00000173812,0,0,0,0,1,0,eukaryotic translation initiation factor 1,EIF1,1
+ENSG00000111057,0,0,0,0,1,0,keratin 18,KRT18,1
+ENSG00000136943,0,0,0,0,1,0,cathepsin V,CTSV,1
+ENSG00000073921,0,0,0,0,1,0,phosphatidylinositol binding clathrin assembly protein,PICALM,1
+ENSG00000100280,0,0,0,0,1,0,adaptor related protein complex 1 subunit beta 1,AP1B1,1
+ENSG00000145757,0,0,0,0,1,0,spermatogenesis associated 9,SPATA9,1
+ENSG00000164535,0,0,0,0,1,0,diacylglycerol lipase beta,DAGLB,1
+ENSG00000102316,0,0,0,0,1,0,MAGE family member D2,MAGED2,1
+ENSG00000182552,0,0,0,0,1,0,RWD domain containing 4,RWDD4,1
+ENSG00000135404,0,0,0,0,1,0,CD63 molecule,CD63,1
+ENSG00000139291,0,0,0,0,1,0,transmembrane protein 19,TMEM19,1
+ENSG00000112701,0,0,0,0,1,0,SUMO specific peptidase 6,SENP6,1
+ENSG00000284024,0,0,0,0,1,0,zinc finger and SCAN domain containing 29,LOC100421372,1
+ENSG00000140990,0,0,0,0,1,0,"NADH:ubiquinone oxidoreductase subunit B10",NDUFB10,1
+ENSG00000275111,0,0,0,0,1,0,zinc finger protein 2,ZNF2,1
+ENSG00000163001,0,0,0,0,1,0,cilia and flagella associated protein 36,CFAP36,1
+ENSG00000170142,0,0,0,0,1,0,ubiquitin conjugating enzyme E2 E1,UBE2E1,1
+ENSG00000106028,0,0,0,0,1,0,single stranded DNA binding protein 1,SSBP1,1
+ENSG00000136938,0,0,0,0,1,0,acidic nuclear phosphoprotein 32 family member B,ANP32B,1
+ENSG00000154114,0,0,0,0,1,0,tubulin folding cofactor E like,TBCEL,1
+ENSG00000225663,0,0,0,0,1,0,MAPK regulated corepressor interacting protein 1,MCRIP1,1
+ENSG00000239713,0,0,0,0,1,0,apolipoprotein B mRNA editing enzyme catalytic subunit 3G,APOBEC3G,1
+ENSG00000197894,0,0,0,0,1,0,"alcohol dehydrogenase 5 (class III), chi polypeptide",ADH5,1
+ENSG00000197043,0,0,0,0,1,0,annexin A6,ANXA6,1
+ENSG00000149084,0,0,0,0,1,0,hydroxysteroid 17-beta dehydrogenase 12,HSD17B12,1
+ENSG00000243989,0,0,0,0,1,0,aminoacylase 1,ACY1,1
+ENSG00000139168,0,0,0,0,1,0,zinc finger CCHC-type and RNA binding motif containing 1,ZCRB1,1
+ENSG00000269858,0,0,0,0,1,0,egl-9 family hypoxia inducible factor 2,EGLN2,1
+ENSG00000147724,0,0,0,0,1,0,family with sequence similarity 135 member B,FAM135B,1
+ENSG00000091138,0,0,0,0,1,0,solute carrier family 26 member 3,SLC26A3,1
+ENSG00000127445,0,0,0,0,1,0,"peptidylprolyl cis/trans isomerase, NIMA-interacting 1",PIN1,1
+ENSG00000148110,0,0,0,0,1,0,major facilitator superfamily domain containing 14B,MFSD14B,1
+ENSG00000167302,0,0,0,0,1,0,TEPSIN adaptor related protein complex 4 accessory protein,TEPSIN,1
+ENSG00000161970,0,0,0,0,1,0,ribosomal protein L26,RPL26,1
+ENSG00000180198,0,0,0,0,1,0,regulator of chromosome condensation 1,RCC1,1
+ENSG00000128591,0,0,0,0,1,0,filamin C,FLNC,1
+ENSG00000180747,0,0,0,0,1,0,SMG1 pseudogene 3,SMG1P3,1
+ENSG00000197579,0,0,0,0,1,0,"TOP1 binding arginine/serine rich protein, E3 ubiquitin ligase",TOPORS,1
+ENSG00000197265,0,0,0,0,1,0,general transcription factor IIE subunit 2,GTF2E2,1
+ENSG00000184343,0,0,0,0,1,0,SRSF protein kinase 3,SRPK3,1
+ENSG00000188089,0,0,0,0,1,0,phospholipase A2 group IVE,PLA2G4E,1
+ENSG00000138459,0,0,0,0,1,0,solute carrier family 35 member A5,SLC35A5,1
+ENSG00000168806,0,0,0,0,1,0,leucine carboxyl methyltransferase 2,LCMT2,1
+ENSG00000158428,0,0,0,0,1,0,ciliogenesis associated TTC17 interacting protein,CATIP,1
+ENSG00000106302,0,0,0,0,1,0,hyaluronidase 4,HYAL4,1
+ENSG00000230359,0,0,0,0,1,0,triosephosphate isomerase 1 pseudogene 2,TPI1P2,1
+ENSG00000118473,0,0,0,0,1,0,SH3GL interacting endocytic adaptor 1,SGIP1,1
+ENSG00000119547,0,0,0,0,1,0,one cut homeobox 2,ONECUT2,1
+ENSG00000165376,0,0,0,0,1,0,claudin 2,CLDN2,1
+ENSG00000253251,0,0,0,0,1,0,shieldin complex subunit 3,SHLD3,1
+ENSG00000105248,0,0,0,0,1,0,YJU2 splicing factor homolog,YJU2,1
+ENSG00000145506,0,0,0,0,1,0,NKD inhibitor of WNT signaling pathway 2,NKD2,1
+ENSG00000104154,0,0,0,0,1,0,solute carrier family 30 member 4,SLC30A4,1
+ENSG00000151952,0,0,0,0,1,0,transmembrane protein 132D,TMEM132D,1
+ENSG00000230601,0,0,0,0,1,0,testis expressed 48,TEX48,1
+ENSG00000030110,0,0,0,0,1,0,BCL2 antagonist/killer 1,BAK1,1
+ENSG00000166845,0,0,0,0,1,0,chromosome 18 open reading frame 54,C18orf54,1
+ENSG00000119147,0,0,0,0,1,0,ECRG4 augurin precursor,ECRG4,1
+ENSG00000227835,0,0,0,0,1,0,NA,NA,1
+ENSG00000091972,0,0,0,0,1,0,CD200 molecule,CD200,1
+ENSG00000164919,0,0,0,0,1,0,cytochrome c oxidase subunit 6C,COX6C,1
+ENSG00000144655,0,0,0,0,1,0,cysteine and serine rich nuclear protein 1,CSRNP1,1
+ENSG00000172889,0,0,0,0,1,0,EGF like domain multiple 7,EGFL7,1
+ENSG00000137133,0,0,0,0,1,0,histidine triad nucleotide binding protein 2,HINT2,1
+ENSG00000100209,0,0,0,0,1,0,HscB mitochondrial iron-sulfur cluster cochaperone,HSCB,1
+ENSG00000269335,0,0,0,0,1,0,inhibitor of nuclear factor kappa B kinase regulatory subunit gamma,IKBKG,1
+ENSG00000161677,0,0,0,0,1,0,Josephin domain containing 2,JOSD2,1
+ENSG00000128052,0,0,0,0,1,0,kinase insert domain receptor,KDR,1
+ENSG00000171444,0,0,0,0,1,0,MCC regulator of WNT signaling pathway,MCC,1
+ENSG00000119227,0,0,0,0,1,0,phosphatidylinositol glycan anchor biosynthesis class Z,PIGZ,1
+ENSG00000104886,0,0,0,0,1,0,pleckstrin homology domain containing J1,PLEKHJ1,1
+ENSG00000182872,0,0,0,0,1,0,RNA binding motif protein 10,RBM10,1
+ENSG00000114204,0,0,0,0,1,0,serpin family I member 2,SERPINI2,1
+ENSG00000107819,0,0,0,0,1,0,sideroflexin 3,SFXN3,1
+ENSG00000215347,0,0,0,0,1,0,NA,NA,1
+ENSG00000139656,0,0,0,0,1,0,small integral membrane protein 2,SMIM2,1
+ENSG00000118707,0,0,0,0,1,0,TGFB induced factor homeobox 2,TGIF2,1
+ENSG00000154096,0,0,0,0,1,0,Thy-1 cell surface antigen,THY1,1
+ENSG00000153802,0,0,0,0,1,0,transmembrane serine protease 11D,TMPRSS11D,1
+ENSG00000162191,0,0,0,0,1,0,UBX domain protein 1,UBXN1,1
+ENSG00000095397,0,0,0,0,1,0,whirlin,WHRN,1
+ENSG00000126215,0,0,0,0,1,0,X-ray repair cross complementing 3,XRCC3,1
+ENSG00000205189,0,0,0,0,1,0,zinc finger and BTB domain containing 10,ZBTB10,1
+ENSG00000284283,0,0,0,0,0,1,NA,NA,1
+ENSG00000243232,0,0,0,0,0,1,"protocadherin alpha subfamily C, 2",PCDHAC2,1
+ENSG00000262583,0,0,0,0,0,1,NA,NA,1
+ENSG00000152217,0,0,0,0,0,1,SET binding protein 1,SETBP1,1
+ENSG00000170956,0,0,0,0,0,1,CEA cell adhesion molecule 3,CEACAM3,1
+ENSG00000184349,0,0,0,0,0,1,ephrin A5,EFNA5,1
+ENSG00000254430,0,0,0,0,0,1,olfactory receptor family 6 subfamily M member 3 pseudogene,OR6M3P,1
+ENSG00000268598,0,0,0,0,0,1,vomeronasal 1 receptor 80 pseudogene,VN1R80P,1
+ENSG00000169926,0,0,0,0,0,1,Kruppel like factor 13,KLF13,1
+ENSG00000138463,0,0,0,0,0,1,solute carrier family 49 member 4,SLC49A4,1
+ENSG00000120549,0,0,0,0,0,1,KIAA1217,KIAA1217,1
+ENSG00000233609,0,0,0,0,0,1,NA,NA,1
+ENSG00000161835,0,0,0,0,0,1,trafficking regulator and scaffold protein tamalin,TAMALIN,1
+ENSG00000169727,0,0,0,0,0,1,G protein pathway suppressor 1,GPS1,1
+ENSG00000099331,0,0,0,0,0,1,myosin IXB,MYO9B,1
+ENSG00000196072,0,0,0,0,0,1,biogenesis of lysosomal organelles complex 1 subunit 2,BLOC1S2,1
+ENSG00000130522,0,0,0,0,0,1,"JunD proto-oncogene, AP-1 transcription factor subunit",JUND,1
+ENSG00000103569,0,0,0,0,0,1,aquaporin 9,AQP9,1
+ENSG00000101974,0,0,0,0,0,1,ATPase phospholipid transporting 11C,ATP11C,1
+ENSG00000103126,0,0,0,0,0,1,axin 1,AXIN1,1
+ENSG00000146540,0,0,0,0,0,1,chromosome 7 open reading frame 50,C7orf50,1
+ENSG00000167130,0,0,0,0,0,1,dolichyldiphosphatase 1,DOLPP1,1
+ENSG00000124205,0,0,0,0,0,1,endothelin 3,EDN3,1
+ENSG00000164404,0,0,0,0,0,1,growth differentiation factor 9,GDF9,1
+ENSG00000176476,0,0,0,0,0,1,SAGA complex associated factor 29,SGF29,1
+ENSG00000172716,0,0,0,0,0,1,schlafen family member 11,SLFN11,1
diff --git a/results/tables/intersect_regions_by_sex_female.xlsx b/results/tables/intersect_regions_by_sex_female.xlsx
new file mode 100644
index 0000000..8804198
Binary files /dev/null and b/results/tables/intersect_regions_by_sex_female.xlsx differ
diff --git a/results/tables/intersect_regions_by_sex_male.csv b/results/tables/intersect_regions_by_sex_male.csv
new file mode 100644
index 0000000..248568e
--- /dev/null
+++ b/results/tables/intersect_regions_by_sex_male.csv
@@ -0,0 +1,464 @@
+gene,aINS_male,Cg25_male,dlPFC_male,Nac_male,OFC_male,Sub_male,GENENAME,SYMBOL,exclusive
+ENSG00000176956,1,0,0,0,0,1,lymphocyte antigen 6 family member H,LY6H,2
+ENSG00000178397,1,0,0,0,1,0,family with sequence similarity 220 member A,FAM220A,2
+ENSG00000133105,1,0,0,0,1,0,relaxin family peptide receptor 2,RXFP2,2
+ENSG00000112763,0,1,0,0,0,1,butyrophilin subfamily 2 member A1,BTN2A1,2
+ENSG00000214076,0,1,0,0,0,1,CPSF1 pseudogene 1,CPSF1P1,2
+ENSG00000006015,0,1,0,1,0,0,required for excision 1-B domain containing,REX1BD,2
+ENSG00000100191,0,1,0,1,0,0,solute carrier family 5 member 4,SLC5A4,2
+ENSG00000076248,0,1,0,0,0,1,uracil DNA glycosylase,UNG,2
+ENSG00000143630,0,0,1,1,0,0,hyperpolarization activated cyclic nucleotide gated potassium channel 3,HCN3,2
+ENSG00000114654,0,0,0,1,0,1,EF-hand and coiled-coil domain containing 1,EFCC1,2
+ENSG00000186350,1,0,0,0,0,0,retinoid X receptor alpha,RXRA,1
+ENSG00000151718,1,0,0,0,0,0,WW and C2 domain containing 2,WWC2,1
+ENSG00000008382,1,0,0,0,0,0,MPN domain containing,MPND,1
+ENSG00000157557,1,0,0,0,0,0,"ETS proto-oncogene 2, transcription factor",ETS2,1
+ENSG00000099364,1,0,0,0,0,0,F-box and leucine rich repeat protein 19,FBXL19,1
+ENSG00000241644,0,1,0,0,0,0,indolethylamine N-methyltransferase,INMT,1
+ENSG00000285607,0,1,0,0,0,0,NA,NA,1
+ENSG00000145779,0,1,0,0,0,0,TNF alpha induced protein 8,TNFAIP8,1
+ENSG00000104998,0,1,0,0,0,0,interleukin 27 receptor subunit alpha,IL27RA,1
+ENSG00000171792,0,1,0,0,0,0,RAD9-HUS1-RAD1 interacting nuclear orphan 1,RHNO1,1
+ENSG00000099917,0,1,0,0,0,0,mediator complex subunit 15,MED15,1
+ENSG00000237649,0,1,0,0,0,0,kinesin family member C1,KIFC1,1
+ENSG00000213569,0,1,0,0,0,0,NA,NA,1
+ENSG00000113460,0,1,0,0,0,0,biogenesis of ribosomes BRX1,BRIX1,1
+ENSG00000008323,0,1,0,0,0,0,pleckstrin homology and RhoGEF domain containing G6,PLEKHG6,1
+ENSG00000197380,0,1,0,0,0,0,dishevelled binding antagonist of beta catenin 3,DACT3,1
+ENSG00000128298,0,1,0,0,0,0,BAR/IMD domain containing adaptor protein 2 like 2,BAIAP2L2,1
+ENSG00000128000,0,1,0,0,0,0,zinc finger protein 780B,ZNF780B,1
+ENSG00000141499,0,1,0,0,0,0,WD repeat containing antisense to TP53,WRAP53,1
+ENSG00000184524,0,1,0,0,0,0,cell cycle exit and neuronal differentiation 1,CEND1,1
+ENSG00000146416,0,1,0,0,0,0,androgen induced 1,AIG1,1
+ENSG00000105143,0,1,0,0,0,0,solute carrier family 1 member 6,SLC1A6,1
+ENSG00000149925,0,1,0,0,0,0,"aldolase, fructose-bisphosphate A",ALDOA,1
+ENSG00000184897,0,1,0,0,0,0,H1.10 linker histone,H1-10,1
+ENSG00000131469,0,1,0,0,0,0,ribosomal protein L27,RPL27,1
+ENSG00000117013,0,1,0,0,0,0,potassium voltage-gated channel subfamily Q member 4,KCNQ4,1
+ENSG00000123329,0,1,0,0,0,0,Rho GTPase activating protein 9,ARHGAP9,1
+ENSG00000197121,0,1,0,0,0,0,post-GPI attachment to proteins inositol deacylase 1,PGAP1,1
+ENSG00000214274,0,1,0,0,0,0,angiogenin,ANG,1
+ENSG00000230097,0,1,0,0,0,0,NA,NA,1
+ENSG00000117425,0,1,0,0,0,0,patched 2,PTCH2,1
+ENSG00000114544,0,1,0,0,0,0,solute carrier family 41 member 3,SLC41A3,1
+ENSG00000237440,0,1,0,0,0,0,zinc finger protein 737,ZNF737,1
+ENSG00000197566,0,1,0,0,0,0,zinc finger protein 624,ZNF624,1
+ENSG00000083457,0,1,0,0,0,0,integrin subunit alpha E,ITGAE,1
+ENSG00000147604,0,1,0,0,0,0,ribosomal protein L7,RPL7,1
+ENSG00000114391,0,1,0,0,0,0,ribosomal protein L24,RPL24,1
+ENSG00000172361,0,1,0,0,0,0,cilia and flagella associated protein 53,CFAP53,1
+ENSG00000114204,0,1,0,0,0,0,serpin family I member 2,SERPINI2,1
+ENSG00000102804,0,1,0,0,0,0,TSC22 domain family member 1,TSC22D1,1
+ENSG00000174197,0,1,0,0,0,0,MAX dimerization protein MGA,MGA,1
+ENSG00000197050,0,1,0,0,0,0,zinc finger protein 420,ZNF420,1
+ENSG00000130224,0,1,0,0,0,0,leucine rich repeats and calponin homology domain containing 2,LRCH2,1
+ENSG00000167674,0,1,0,0,0,0,HDGF like 2,HDGFL2,1
+ENSG00000219507,0,1,0,0,0,0,NA,NA,1
+ENSG00000177954,0,1,0,0,0,0,ribosomal protein S27,RPS27,1
+ENSG00000180155,0,1,0,0,0,0,Ly6/neurotoxin 1,LYNX1,1
+ENSG00000147654,0,1,0,0,0,0,estrogen receptor binding site associated antigen 9,EBAG9,1
+ENSG00000198618,0,1,0,0,0,0,NA,NA,1
+ENSG00000070423,0,1,0,0,0,0,ring finger protein 126,RNF126,1
+ENSG00000163141,0,1,0,0,0,0,BCL2 interacting protein like,BNIPL,1
+ENSG00000133265,0,1,0,0,0,0,HSPA (Hsp70) binding protein 1,HSPBP1,1
+ENSG00000168453,0,1,0,0,0,0,HR lysine demethylase and nuclear receptor corepressor,HR,1
+ENSG00000205593,0,1,0,0,0,0,DENN domain containing 6B,DENND6B,1
+ENSG00000179855,0,1,0,0,0,0,GIPC PDZ domain containing family member 3,GIPC3,1
+ENSG00000176222,0,1,0,0,0,0,zinc finger protein 404,ZNF404,1
+ENSG00000132128,0,1,0,0,0,0,leucine rich repeat containing 41,LRRC41,1
+ENSG00000270800,0,1,0,0,0,0,RPS10-NUDT3 readthrough,RPS10-NUDT3,1
+ENSG00000157873,0,1,0,0,0,0,TNF receptor superfamily member 14,TNFRSF14,1
+ENSG00000154473,0,1,0,0,0,0,BUB3 mitotic checkpoint protein,BUB3,1
+ENSG00000172889,0,1,0,0,0,0,EGF like domain multiple 7,EGFL7,1
+ENSG00000138777,0,1,0,0,0,0,inorganic pyrophosphatase 2,PPA2,1
+ENSG00000198821,0,1,0,0,0,0,CD247 molecule,CD247,1
+ENSG00000115548,0,1,0,0,0,0,lysine demethylase 3A,KDM3A,1
+ENSG00000181804,0,1,0,0,0,0,solute carrier family 9 member A9,SLC9A9,1
+ENSG00000184863,0,1,0,0,0,0,RNA binding motif protein 33,RBM33,1
+ENSG00000122691,0,1,0,0,0,0,twist family bHLH transcription factor 1,TWIST1,1
+ENSG00000275048,0,1,0,0,0,0,BSND pseudogene 1,BSNDP1,1
+ENSG00000256310,0,1,0,0,0,0,NA,NA,1
+ENSG00000197748,0,1,0,0,0,0,cilia and flagella associated protein 43,CFAP43,1
+ENSG00000042753,0,1,0,0,0,0,adaptor related protein complex 2 subunit sigma 1,AP2S1,1
+ENSG00000138688,0,1,0,0,0,0,KIAA1109,KIAA1109,1
+ENSG00000118514,0,1,0,0,0,0,aldehyde dehydrogenase 8 family member A1,ALDH8A1,1
+ENSG00000013725,0,1,0,0,0,0,CD6 molecule,CD6,1
+ENSG00000168000,0,1,0,0,0,0,"BSCL2 lipid droplet biogenesis associated, seipin",BSCL2,1
+ENSG00000144278,0,1,0,0,0,0,polypeptide N-acetylgalactosaminyltransferase 13,GALNT13,1
+ENSG00000198794,0,1,0,0,0,0,secretory carrier membrane protein 5,SCAMP5,1
+ENSG00000133640,0,1,0,0,0,0,leucine rich repeats and IQ motif containing 1,LRRIQ1,1
+ENSG00000166165,0,1,0,0,0,0,creatine kinase B,CKB,1
+ENSG00000133067,0,1,0,0,0,0,leucine rich repeat containing G protein-coupled receptor 6,LGR6,1
+ENSG00000118412,0,1,0,0,0,0,caspase 8 associated protein 2,CASP8AP2,1
+ENSG00000187481,0,1,0,0,0,0,NA,NA,1
+ENSG00000139675,0,1,0,0,0,0,heterogeneous nuclear ribonucleoprotein A1 like 2,HNRNPA1L2,1
+ENSG00000215867,0,1,0,0,0,0,keratin 18 pseudogene 57,KRT18P57,1
+ENSG00000135315,0,1,0,0,0,0,centrosomal protein 162,CEP162,1
+ENSG00000065243,0,1,0,0,0,0,protein kinase N2,PKN2,1
+ENSG00000203855,0,1,0,0,0,0,NA,NA,1
+ENSG00000121989,0,1,0,0,0,0,activin A receptor type 2A,ACVR2A,1
+ENSG00000009694,0,1,0,0,0,0,teneurin transmembrane protein 1,TENM1,1
+ENSG00000177963,0,1,0,0,0,0,RIC8 guanine nucleotide exchange factor A,RIC8A,1
+ENSG00000220563,0,1,0,0,0,0,pyruvate kinase M1/2 pseudogene 3,PKMP3,1
+ENSG00000179611,0,1,0,0,0,0,diacylglycerol kinase zeta pseudogene 1,DGKZP1,1
+ENSG00000129317,0,1,0,0,0,0,pseudouridine synthase 7 like,PUS7L,1
+ENSG00000186577,0,1,0,0,0,0,small integral membrane protein 29,SMIM29,1
+ENSG00000164074,0,1,0,0,0,0,abhydrolase domain containing 18,ABHD18,1
+ENSG00000171944,0,1,0,0,0,0,olfactory receptor family 52 subfamily A member 5,OR52A5,1
+ENSG00000105223,0,1,0,0,0,0,phospholipase D family member 3,PLD3,1
+ENSG00000187416,0,1,0,0,0,0,LHFPL tetraspan subfamily member 3,LHFPL3,1
+ENSG00000168539,0,1,0,0,0,0,cholinergic receptor muscarinic 1,CHRM1,1
+ENSG00000167578,0,1,0,0,0,0,"RAB4B, member RAS oncogene family",RAB4B,1
+ENSG00000135766,0,1,0,0,0,0,egl-9 family hypoxia inducible factor 1,EGLN1,1
+ENSG00000075292,0,1,0,0,0,0,zinc finger protein 638,ZNF638,1
+ENSG00000143393,0,1,0,0,0,0,phosphatidylinositol 4-kinase beta,PI4KB,1
+ENSG00000166575,0,1,0,0,0,0,transmembrane protein 135,TMEM135,1
+ENSG00000235141,0,1,0,0,0,0,NA,NA,1
+ENSG00000267508,0,1,0,0,0,0,zinc finger protein 285,ZNF285,1
+ENSG00000172059,0,1,0,0,0,0,Kruppel like factor 11,KLF11,1
+ENSG00000149582,0,1,0,0,0,0,transmembrane protein 25,TMEM25,1
+ENSG00000181220,0,1,0,0,0,0,zinc finger protein 746,ZNF746,1
+ENSG00000071889,0,1,0,0,0,0,FAM3 metabolism regulating signaling molecule A,FAM3A,1
+ENSG00000136770,0,1,0,0,0,0,DnaJ heat shock protein family (Hsp40) member C1,DNAJC1,1
+ENSG00000153487,0,1,0,0,0,0,inhibitor of growth family member 1,ING1,1
+ENSG00000189127,0,1,0,0,0,0,ankyrin repeat domain 34B,ANKRD34B,1
+ENSG00000082805,0,1,0,0,0,0,ELKS/RAB6-interacting/CAST family member 1,ERC1,1
+ENSG00000203780,0,1,0,0,0,0,fibronectin type III and ankyrin repeat domains 1,FANK1,1
+ENSG00000115761,0,1,0,0,0,0,nucleolar protein 10,NOL10,1
+ENSG00000113356,0,1,0,0,0,0,RNA polymerase III subunit G,POLR3G,1
+ENSG00000116663,0,1,0,0,0,0,F-box protein 6,FBXO6,1
+ENSG00000196961,0,1,0,0,0,0,adaptor related protein complex 2 subunit alpha 1,AP2A1,1
+ENSG00000154479,0,1,0,0,0,0,cilia and flagella associated protein 210,CFAP210,1
+ENSG00000198478,0,1,0,0,0,0,SH3 domain binding glutamate rich protein like 2,SH3BGRL2,1
+ENSG00000236565,0,1,0,0,0,0,heterogeneous nuclear ribonucleoprotein A3 pseudogene 5,HNRNPA3P5,1
+ENSG00000172171,0,1,0,0,0,0,"transcription elongation factor, mitochondrial",TEFM,1
+ENSG00000142186,0,1,0,0,0,0,SCY1 like pseudokinase 1,SCYL1,1
+ENSG00000127580,0,1,0,0,0,0,WD repeat domain 24,WDR24,1
+ENSG00000215472,0,1,0,0,0,0,RPL17-C18orf32 readthrough,RPL17-C18orf32,1
+ENSG00000141580,0,1,0,0,0,0,WD repeat domain 45B,WDR45B,1
+ENSG00000185710,0,1,0,0,0,0,SMG1 pseudogene 4,SMG1P4,1
+ENSG00000177200,0,1,0,0,0,0,chromodomain helicase DNA binding protein 9,CHD9,1
+ENSG00000116251,0,1,0,0,0,0,ribosomal protein L22,RPL22,1
+ENSG00000138180,0,1,0,0,0,0,centrosomal protein 55,CEP55,1
+ENSG00000178015,0,1,0,0,0,0,G protein-coupled receptor 150,GPR150,1
+ENSG00000174516,0,1,0,0,0,0,pellino E3 ubiquitin protein ligase family member 3,PELI3,1
+ENSG00000170222,0,1,0,0,0,0,"ADP-ribose/CDP-alcohol diphosphatase, manganese dependent",ADPRM,1
+ENSG00000091831,0,1,0,0,0,0,estrogen receptor 1,ESR1,1
+ENSG00000180777,0,1,0,0,0,0,ankyrin repeat domain 30B,ANKRD30B,1
+ENSG00000172969,0,1,0,0,0,0,FSHD region gene 2 family member C,FRG2C,1
+ENSG00000070961,0,1,0,0,0,0,ATPase plasma membrane Ca2+ transporting 1,ATP2B1,1
+ENSG00000213047,0,1,0,0,0,0,DENN domain containing 1B,DENND1B,1
+ENSG00000109971,0,1,0,0,0,0,heat shock protein family A (Hsp70) member 8,HSPA8,1
+ENSG00000205609,0,1,0,0,0,0,eukaryotic translation initiation factor 3 subunit C like,EIF3CL,1
+ENSG00000074317,0,1,0,0,0,0,synuclein beta,SNCB,1
+ENSG00000196498,0,1,0,0,0,0,nuclear receptor corepressor 2,NCOR2,1
+ENSG00000164483,0,1,0,0,0,0,sterile alpha motif domain containing 3,SAMD3,1
+ENSG00000172809,0,1,0,0,0,0,ribosomal protein L38,RPL38,1
+ENSG00000084207,0,1,0,0,0,0,glutathione S-transferase pi 1,GSTP1,1
+ENSG00000152208,0,1,0,0,0,0,glutamate ionotropic receptor delta type subunit 2,GRID2,1
+ENSG00000153207,0,1,0,0,0,0,AT-hook containing transcription factor 1,AHCTF1,1
+ENSG00000130204,0,1,0,0,0,0,translocase of outer mitochondrial membrane 40,TOMM40,1
+ENSG00000135686,0,1,0,0,0,0,kelch like family member 36,KLHL36,1
+ENSG00000139200,0,1,0,0,0,0,PILR alpha associated neural protein,PIANP,1
+ENSG00000145826,0,1,0,0,0,0,leukocyte cell derived chemotaxin 2,LECT2,1
+ENSG00000163596,0,1,0,0,0,0,islet cell autoantigen 1 like,ICA1L,1
+ENSG00000242173,0,1,0,0,0,0,Rho GDP dissociation inhibitor gamma,ARHGDIG,1
+ENSG00000124172,0,1,0,0,0,0,ATP synthase F1 subunit epsilon,ATP5F1E,1
+ENSG00000184009,0,1,0,0,0,0,actin gamma 1,ACTG1,1
+ENSG00000140873,0,1,0,0,0,0,ADAM metallopeptidase with thrombospondin type 1 motif 18,ADAMTS18,1
+ENSG00000173567,0,1,0,0,0,0,adhesion G protein-coupled receptor F3,ADGRF3,1
+ENSG00000112414,0,1,0,0,0,0,adhesion G protein-coupled receptor G6,ADGRG6,1
+ENSG00000162618,0,1,0,0,0,0,adhesion G protein-coupled receptor L4,ADGRL4,1
+ENSG00000106624,0,1,0,0,0,0,AE binding protein 1,AEBP1,1
+ENSG00000057663,0,1,0,0,0,0,autophagy related 5,ATG5,1
+ENSG00000139044,0,1,0,0,0,0,"beta-1,4-N-acetyl-galactosaminyltransferase 3",B4GALNT3,1
+ENSG00000152611,0,1,0,0,0,0,calcyphosine like,CAPSL,1
+ENSG00000291173,0,1,0,0,0,0,NA,NA,1
+ENSG00000141570,0,1,0,0,0,0,chromobox 8,CBX8,1
+ENSG00000134057,0,1,0,0,0,0,cyclin B1,CCNB1,1
+ENSG00000107443,0,1,0,0,0,0,cyclin J,CCNJ,1
+ENSG00000116815,0,1,0,0,0,0,CD58 molecule,CD58,1
+ENSG00000166091,0,1,0,0,0,0,CKLF like MARVEL transmembrane domain containing 5,CMTM5,1
+ENSG00000102879,0,1,0,0,0,0,coronin 1A,CORO1A,1
+ENSG00000116133,0,1,0,0,0,0,24-dehydrocholesterol reductase,DHCR24,1
+ENSG00000134516,0,1,0,0,0,0,dedicator of cytokinesis 2,DOCK2,1
+ENSG00000100129,0,1,0,0,0,0,eukaryotic translation initiation factor 3 subunit L,EIF3L,1
+ENSG00000240445,0,1,0,0,0,0,forkhead box O3B,FOXO3B,1
+ENSG00000105255,0,1,0,0,0,0,fibronectin type III and SPRY domain containing 1,FSD1,1
+ENSG00000226124,0,1,0,0,0,0,formiminotransferase cyclodeaminase N-terminal like,FTCDNL1,1
+ENSG00000144591,0,1,0,0,0,0,GDP-mannose pyrophosphorylase A,GMPPA,1
+ENSG00000102241,0,1,0,0,0,0,HIV-1 Tat specific factor 1,HTATSF1,1
+ENSG00000110324,0,1,0,0,0,0,interleukin 10 receptor subunit alpha,IL10RA,1
+ENSG00000148943,0,1,0,0,0,0,"lin-7 homolog C, crumbs cell polarity complex component",LIN7C,1
+ENSG00000146006,0,1,0,0,0,0,leucine rich repeat transmembrane neuronal 2,LRRTM2,1
+ENSG00000168067,0,1,0,0,0,0,mitogen-activated protein kinase kinase kinase kinase 2,MAP4K2,1
+ENSG00000090971,0,1,0,0,0,0,N-acetyltransferase 14 (putative),"NAT14",1
+ENSG00000178685,0,1,0,0,0,0,poly(ADP-ribose) polymerase family member 10,PARP10,1
+ENSG00000174827,0,1,0,0,0,0,PDZ domain containing 1,PDZK1,1
+ENSG00000183571,0,1,0,0,0,0,pyroglutamyl-peptidase I like,PGPEP1L,1
+ENSG00000166428,0,1,0,0,0,0,phospholipase D family member 4,PLD4,1
+ENSG00000163932,0,1,0,0,0,0,protein kinase C delta,PRKCD,1
+ENSG00000204628,0,1,0,0,0,0,receptor for activated C kinase 1,RACK1,1
+ENSG00000117602,0,1,0,0,0,0,RCAN family member 3,RCAN3,1
+ENSG00000121039,0,1,0,0,0,0,retinol dehydrogenase 10,RDH10,1
+ENSG00000137275,0,1,0,0,0,0,receptor interacting serine/threonine kinase 1,RIPK1,1
+ENSG00000164610,0,1,0,0,0,0,RP9 pre-mRNA splicing factor,RP9,1
+ENSG00000149273,0,1,0,0,0,0,ribosomal protein S3,RPS3,1
+ENSG00000063015,0,1,0,0,0,0,seizure related 6 homolog,SEZ6,1
+ENSG00000167447,0,1,0,0,0,0,SMG8 nonsense mediated mRNA decay factor,SMG8,1
+ENSG00000250317,0,1,0,0,0,0,small integral membrane protein 20,SMIM20,1
+ENSG00000077312,0,1,0,0,0,0,small nuclear ribonucleoprotein polypeptide A,SNRPA,1
+ENSG00000162236,0,1,0,0,0,0,syntaxin 5,STX5,1
+ENSG00000132604,0,1,0,0,0,0,telomeric repeat binding factor 2,TERF2,1
+ENSG00000154096,0,1,0,0,0,0,Thy-1 cell surface antigen,THY1,1
+ENSG00000145107,0,1,0,0,0,0,transmembrane 4 L six family member 19,TM4SF19,1
+ENSG00000118271,0,1,0,0,0,0,transthyretin,TTR,1
+ENSG00000140367,0,1,0,0,0,0,ubiquitin conjugating enzyme E2 Q2,UBE2Q2,1
+ENSG00000167671,0,1,0,0,0,0,UBX domain protein 6,UBXN6,1
+ENSG00000111186,0,1,0,0,0,0,Wnt family member 5B,WNT5B,1
+ENSG00000198538,0,1,0,0,0,0,zinc finger protein 28,ZNF28,1
+ENSG00000170579,0,0,1,0,0,0,DLG associated protein 1,DLGAP1,1
+ENSG00000099960,0,0,1,0,0,0,solute carrier family 7 member 4,SLC7A4,1
+ENSG00000165874,0,0,1,0,0,0,shieldin complex subunit 2 pseudogene 1,SHLD2P1,1
+ENSG00000173598,0,0,1,0,0,0,nudix hydrolase 4,NUDT4,1
+ENSG00000100138,0,0,1,0,0,0,small nuclear ribonucleoprotein 13,SNU13,1
+ENSG00000141404,0,0,1,0,0,0,G protein subunit alpha L,GNAL,1
+ENSG00000152672,0,0,1,0,0,0,C-type lectin domain family 4 member F,CLEC4F,1
+ENSG00000167772,0,0,1,0,0,0,angiopoietin like 4,ANGPTL4,1
+ENSG00000185689,0,0,1,0,0,0,protein MGC87625,C6orf201,1
+ENSG00000147437,0,0,1,0,0,0,gonadotropin releasing hormone 1,GNRH1,1
+ENSG00000116962,0,0,1,0,0,0,nidogen 1,NID1,1
+ENSG00000163710,0,0,1,0,0,0,procollagen C-endopeptidase enhancer 2,PCOLCE2,1
+ENSG00000056487,0,0,1,0,0,0,PHD finger protein 21B,PHF21B,1
+ENSG00000174136,0,0,1,0,0,0,repulsive guidance molecule BMP co-receptor b,RGMB,1
+ENSG00000167550,0,0,1,0,0,0,RHEB like 1,RHEBL1,1
+ENSG00000116649,0,0,1,0,0,0,spermidine synthase,SRM,1
+ENSG00000283453,0,0,0,1,0,0,"primase 2B, pseudogene",PRIM2BP,1
+ENSG00000177051,0,0,0,1,0,0,F-box protein 46,FBXO46,1
+ENSG00000161939,0,0,0,1,0,0,RNASEK-C17orf49 readthrough,RNASEK-C17orf49,1
+ENSG00000172476,0,0,0,1,0,0,"RAB40A, member RAS oncogene family",RAB40A,1
+ENSG00000182601,0,0,0,1,0,0,heparan sulfate-glucosamine 3-sulfotransferase 4,HS3ST4,1
+ENSG00000277075,0,0,0,1,0,0,H2A clustered histone 8,H2AC8,1
+ENSG00000198658,0,0,0,1,0,0,NA,NA,1
+ENSG00000219814,0,0,0,1,0,0,ribosomal protein L23a pseudogene 47,RPL23AP47,1
+ENSG00000183807,0,0,0,1,0,0,family with sequence similarity 162 member B,FAM162B,1
+ENSG00000204287,0,0,0,1,0,0,"major histocompatibility complex, class II, DR alpha",HLA-DRA,1
+ENSG00000135114,0,0,0,1,0,0,2'-5'-oligoadenylate synthetase like,OASL,1
+ENSG00000184731,0,0,0,1,0,0,family with sequence similarity 110 member C,FAM110C,1
+ENSG00000273802,0,0,0,1,0,0,H2B clustered histone 8,H2BC8,1
+ENSG00000124208,0,0,0,1,0,0,PEDS1-UBE2V1 readthrough,PEDS1-UBE2V1,1
+ENSG00000181819,0,0,0,1,0,0,NA,NA,1
+ENSG00000221968,0,0,0,1,0,0,fatty acid desaturase 3,FADS3,1
+ENSG00000144550,0,0,0,1,0,0,copine family member 9,CPNE9,1
+ENSG00000132386,0,0,0,1,0,0,serpin family F member 1,SERPINF1,1
+ENSG00000166257,0,0,0,1,0,0,sodium voltage-gated channel beta subunit 3,SCN3B,1
+ENSG00000144868,0,0,0,1,0,0,transmembrane protein 108,TMEM108,1
+ENSG00000103245,0,0,0,1,0,0,cytosolic iron-sulfur assembly component 3,CIAO3,1
+ENSG00000162601,0,0,0,1,0,0,"Myb like, SWIRM and MPN domains 1",MYSM1,1
+ENSG00000178719,0,0,0,1,0,0,glutamate ionotropic receptor NMDA type subunit associated protein 1,GRINA,1
+ENSG00000132640,0,0,0,1,0,0,BTB domain containing 3,BTBD3,1
+ENSG00000174996,0,0,0,1,0,0,kinesin light chain 2,KLC2,1
+ENSG00000145715,0,0,0,1,0,0,RAS p21 protein activator 1,RASA1,1
+ENSG00000006283,0,0,0,1,0,0,calcium voltage-gated channel subunit alpha1 G,CACNA1G,1
+ENSG00000105711,0,0,0,1,0,0,sodium voltage-gated channel beta subunit 1,SCN1B,1
+ENSG00000157214,0,0,0,1,0,0,STEAP2 metalloreductase,STEAP2,1
+ENSG00000176697,0,0,0,1,0,0,brain derived neurotrophic factor,BDNF,1
+ENSG00000162300,0,0,0,1,0,0,zinc finger protein like 1,ZFPL1,1
+ENSG00000040608,0,0,0,1,0,0,reticulon 4 receptor,RTN4R,1
+ENSG00000179603,0,0,0,1,0,0,glutamate metabotropic receptor 8,GRM8,1
+ENSG00000162520,0,0,0,1,0,0,"syncoilin, intermediate filament protein",SYNC,1
+ENSG00000073849,0,0,0,1,0,0,"ST6 beta-galactoside alpha-2,6-sialyltransferase 1",ST6GAL1,1
+ENSG00000116991,0,0,0,1,0,0,signal induced proliferation associated 1 like 2,SIPA1L2,1
+ENSG00000165804,0,0,0,1,0,0,zinc finger protein 219,ZNF219,1
+ENSG00000205221,0,0,0,1,0,0,vitrin,VIT,1
+ENSG00000121064,0,0,0,1,0,0,serine carboxypeptidase 1,SCPEP1,1
+ENSG00000164294,0,0,0,1,0,0,glutathione peroxidase 8 (putative),GPX8,1
+ENSG00000105204,0,0,0,1,0,0,dual specificity tyrosine phosphorylation regulated kinase 1B,DYRK1B,1
+ENSG00000166558,0,0,0,1,0,0,solute carrier family 38 member 8,SLC38A8,1
+ENSG00000156097,0,0,0,1,0,0,G protein-coupled receptor 61,GPR61,1
+ENSG00000125656,0,0,0,1,0,0,caseinolytic mitochondrial matrix peptidase proteolytic subunit,CLPP,1
+ENSG00000176383,0,0,0,1,0,0,"UDP-GlcNAc:betaGal beta-1,3-N-acetylglucosaminyltransferase 4",B3GNT4,1
+ENSG00000106689,0,0,0,1,0,0,LIM homeobox 2,LHX2,1
+ENSG00000203734,0,0,0,1,0,0,epithelial cell transforming 2 like,ECT2L,1
+ENSG00000153395,0,0,0,1,0,0,lysophosphatidylcholine acyltransferase 1,LPCAT1,1
+ENSG00000108219,0,0,0,1,0,0,tetraspanin 14,TSPAN14,1
+ENSG00000230601,0,0,0,1,0,0,testis expressed 48,TEX48,1
+ENSG00000143093,0,0,0,1,0,0,striatin interacting protein 1,STRIP1,1
+ENSG00000159110,0,0,0,1,0,0,interferon alpha and beta receptor subunit 2,IFNAR2,1
+ENSG00000143740,0,0,0,1,0,0,synaptosome associated protein 47,SNAP47,1
+ENSG00000117632,0,0,0,1,0,0,stathmin 1,STMN1,1
+ENSG00000277161,0,0,0,1,0,0,phosphatidylinositol glycan anchor biosynthesis class W,PIGW,1
+ENSG00000104341,0,0,0,1,0,0,lysosomal protein transmembrane 4 beta,LAPTM4B,1
+ENSG00000147457,0,0,0,1,0,0,charged multivesicular body protein 7,CHMP7,1
+ENSG00000148832,0,0,0,1,0,0,polyamine oxidase,PAOX,1
+ENSG00000265366,0,0,0,1,0,0,glutamate dehydrogenase 1 pseudogene 2,GLUD1P2,1
+ENSG00000178404,0,0,0,1,0,0,CEP295 N-terminal like,CEP295NL,1
+ENSG00000104976,0,0,0,1,0,0,small nuclear RNA activating complex polypeptide 2,SNAPC2,1
+ENSG00000238227,0,0,0,1,0,0,transmembrane protein 250,TMEM250,1
+ENSG00000198483,0,0,0,1,0,0,ankyrin repeat domain 35,ANKRD35,1
+ENSG00000106236,0,0,0,1,0,0,neuronal pentraxin 2,NPTX2,1
+ENSG00000160949,0,0,0,1,0,0,"tonsoku like, DNA repair protein",TONSL,1
+ENSG00000101333,0,0,0,1,0,0,phospholipase C beta 4,PLCB4,1
+ENSG00000248477,0,0,0,1,0,0,"NAIP pseudogene 3","NAIPP3",1
+ENSG00000250687,0,0,0,1,0,0,NA,NA,1
+ENSG00000008300,0,0,0,1,0,0,cadherin EGF LAG seven-pass G-type receptor 3,CELSR3,1
+ENSG00000185885,0,0,0,1,0,0,interferon induced transmembrane protein 1,IFITM1,1
+ENSG00000073150,0,0,0,1,0,0,pannexin 2,PANX2,1
+ENSG00000225973,0,0,0,1,0,0,PIGB opposite strand 1,PIGBOS1,1
+ENSG00000145757,0,0,0,1,0,0,spermatogenesis associated 9,SPATA9,1
+ENSG00000061492,0,0,0,1,0,0,Wnt family member 8A,WNT8A,1
+ENSG00000118972,0,0,0,0,1,0,fibroblast growth factor 23,FGF23,1
+ENSG00000149532,0,0,0,0,1,0,cleavage and polyadenylation specific factor 7,CPSF7,1
+ENSG00000134884,0,0,0,0,1,0,arginine and glutamate rich 1,ARGLU1,1
+ENSG00000188878,0,0,0,0,1,0,Fas binding factor 1,FBF1,1
+ENSG00000217128,0,0,0,0,1,0,folliculin interacting protein 1,FNIP1,1
+ENSG00000137411,0,0,0,0,1,0,"valyl-tRNA synthetase 2, mitochondrial",VARS2,1
+ENSG00000163016,0,0,0,0,1,0,ALMS1 pseudogene 1,ALMS1P1,1
+ENSG00000154358,0,0,0,0,1,0,"obscurin, cytoskeletal calmodulin and titin-interacting RhoGEF",OBSCN,1
+ENSG00000188343,0,0,0,0,1,0,CBY1 interacting BAR domain containing 1,CIBAR1,1
+ENSG00000117153,0,0,0,0,1,0,kelch like family member 12,KLHL12,1
+ENSG00000104883,0,0,0,0,1,0,peroxisomal biogenesis factor 11 gamma,PEX11G,1
+ENSG00000239887,0,0,0,0,1,0,chromosome 1 open reading frame 226,C1orf226,1
+ENSG00000188089,0,0,0,0,1,0,phospholipase A2 group IVE,PLA2G4E,1
+ENSG00000174292,0,0,0,0,1,0,tyrosine kinase non receptor 1,TNK1,1
+ENSG00000159247,0,0,0,0,1,0,NA,NA,1
+ENSG00000185803,0,0,0,0,1,0,solute carrier family 52 member 2,SLC52A2,1
+ENSG00000140835,0,0,0,0,1,0,carbohydrate sulfotransferase 4,CHST4,1
+ENSG00000100601,0,0,0,0,1,0,"alkB homolog 1, histone H2A dioxygenase",ALKBH1,1
+ENSG00000215217,0,0,0,0,1,0,chromosome 5 open reading frame 49,C5orf49,1
+ENSG00000103326,0,0,0,0,1,0,calpain 15,CAPN15,1
+ENSG00000105479,0,0,0,0,1,0,outer dynein arm docking complex subunit 1,ODAD1,1
+ENSG00000248698,0,0,0,0,1,0,long intergenic non-protein coding RNA 1085,LINC01085,1
+ENSG00000125841,0,0,0,0,1,0,neurensin 2,NRSN2,1
+ENSG00000100300,0,0,0,0,1,0,translocator protein,TSPO,1
+ENSG00000128564,0,0,0,0,1,0,VGF nerve growth factor inducible,VGF,1
+ENSG00000160685,0,0,0,0,1,0,zinc finger and BTB domain containing 7B,ZBTB7B,1
+ENSG00000155511,0,0,0,0,0,1,glutamate ionotropic receptor AMPA type subunit 1,GRIA1,1
+ENSG00000183665,0,0,0,0,0,1,tRNA methyltransferase 12 homolog,TRMT12,1
+ENSG00000053438,0,0,0,0,0,1,neuronatin,NNAT,1
+ENSG00000185149,0,0,0,0,0,1,neuropeptide Y receptor Y2,NPY2R,1
+ENSG00000183287,0,0,0,0,0,1,collagen and calcium binding EGF domains 1,CCBE1,1
+ENSG00000119698,0,0,0,0,0,1,protein phosphatase 4 regulatory subunit 4,PPP4R4,1
+ENSG00000106069,0,0,0,0,0,1,chimerin 2,CHN2,1
+ENSG00000178163,0,0,0,0,0,1,zinc finger protein 518B,ZNF518B,1
+ENSG00000089847,0,0,0,0,0,1,ankyrin repeat domain 24,ANKRD24,1
+ENSG00000198046,0,0,0,0,0,1,zinc finger protein 667,ZNF667,1
+ENSG00000147041,0,0,0,0,0,1,synaptotagmin like 5,SYTL5,1
+ENSG00000220804,0,0,0,0,0,1,NA,NA,1
+ENSG00000128573,0,0,0,0,0,1,forkhead box P2,FOXP2,1
+ENSG00000185052,0,0,0,0,0,1,solute carrier family 24 member 3,SLC24A3,1
+ENSG00000211896,0,0,0,0,0,1,immunoglobulin heavy constant gamma 1 (G1m marker),IGHG1,1
+ENSG00000156140,0,0,0,0,0,1,ADAM metallopeptidase with thrombospondin type 1 motif 3,ADAMTS3,1
+ENSG00000215388,0,0,0,0,0,1,NA,NA,1
+ENSG00000146386,0,0,0,0,0,1,ABRA C-terminal like,ABRACL,1
+ENSG00000198563,0,0,0,0,0,1,DExD-box helicase 39B,DDX39B,1
+ENSG00000163491,0,0,0,0,0,1,NIMA related kinase 10,NEK10,1
+ENSG00000168538,0,0,0,0,0,1,trafficking protein particle complex subunit 11,TRAPPC11,1
+ENSG00000105518,0,0,0,0,0,1,transmembrane protein 205,TMEM205,1
+ENSG00000109689,0,0,0,0,0,1,stromal interaction molecule 2,STIM2,1
+ENSG00000068366,0,0,0,0,0,1,acyl-CoA synthetase long chain family member 4,ACSL4,1
+ENSG00000162066,0,0,0,0,0,1,amidohydrolase domain containing 2,AMDHD2,1
+ENSG00000028839,0,0,0,0,0,1,TATA-box binding protein like 1,TBPL1,1
+ENSG00000263142,0,0,0,0,0,1,"leucine rich repeat containing 37 member A17, pseudogene",LRRC37A17P,1
+ENSG00000119401,0,0,0,0,0,1,tripartite motif containing 32,TRIM32,1
+ENSG00000147400,0,0,0,0,0,1,centrin 2,CETN2,1
+ENSG00000181467,0,0,0,0,0,1,"RAP2B, member of RAS oncogene family",RAP2B,1
+ENSG00000151490,0,0,0,0,0,1,protein tyrosine phosphatase receptor type O,PTPRO,1
+ENSG00000162437,0,0,0,0,0,1,"ribonucleoprotein, PTB binding 2",RAVER2,1
+ENSG00000103047,0,0,0,0,0,1,transport and golgi organization 6 homolog,TANGO6,1
+ENSG00000130347,0,0,0,0,0,1,reticulon 4 interacting protein 1,RTN4IP1,1
+ENSG00000159685,0,0,0,0,0,1,coiled-coil-helix-coiled-coil-helix domain containing 6,CHCHD6,1
+ENSG00000136986,0,0,0,0,0,1,derlin 1,DERL1,1
+ENSG00000109466,0,0,0,0,0,1,kelch like family member 2,KLHL2,1
+ENSG00000175182,0,0,0,0,0,1,family with sequence similarity 131 member A,FAM131A,1
+ENSG00000059758,0,0,0,0,0,1,cyclin dependent kinase 17,CDK17,1
+ENSG00000140623,0,0,0,0,0,1,septin 12,SEPTIN12,1
+ENSG00000184307,0,0,0,0,0,1,zinc finger DHHC-type palmitoyltransferase 23,ZDHHC23,1
+ENSG00000154654,0,0,0,0,0,1,neural cell adhesion molecule 2,NCAM2,1
+ENSG00000115091,0,0,0,0,0,1,actin related protein 3,ACTR3,1
+ENSG00000163468,0,0,0,0,0,1,chaperonin containing TCP1 subunit 3,CCT3,1
+ENSG00000008083,0,0,0,0,0,1,jumonji and AT-rich interaction domain containing 2,JARID2,1
+ENSG00000164603,0,0,0,0,0,1,base methyltransferase of 25S rRNA 2 homolog,BMT2,1
+ENSG00000117069,0,0,0,0,0,1,"ST6 N-acetylgalactosaminide alpha-2,6-sialyltransferase 5",ST6GALNAC5,1
+ENSG00000239649,0,0,0,0,0,1,myeloid associated differentiation marker like (pseudogene),MYADML,1
+ENSG00000156414,0,0,0,0,0,1,tudor domain containing 9,TDRD9,1
+ENSG00000102078,0,0,0,0,0,1,solute carrier family 25 member 14,SLC25A14,1
+ENSG00000156261,0,0,0,0,0,1,chaperonin containing TCP1 subunit 8,CCT8,1
+ENSG00000174684,0,0,0,0,0,1,"beta-1,4-glucuronyltransferase 1",B4GAT1,1
+ENSG00000271207,0,0,0,0,0,1,MT-CO1 pseudogene 22,MTCO1P22,1
+ENSG00000131747,0,0,0,0,0,1,DNA topoisomerase II alpha,TOP2A,1
+ENSG00000219294,0,0,0,0,0,1,NA,NA,1
+ENSG00000198185,0,0,0,0,0,1,zinc finger protein 334,ZNF334,1
+ENSG00000071127,0,0,0,0,0,1,WD repeat domain 1,WDR1,1
+ENSG00000197859,0,0,0,0,0,1,ADAMTS like 2,ADAMTSL2,1
+ENSG00000105173,0,0,0,0,0,1,cyclin E1,CCNE1,1
+ENSG00000250982,0,0,0,0,0,1,NA,NA,1
+ENSG00000011009,0,0,0,0,0,1,lysophospholipase 2,LYPLA2,1
+ENSG00000047249,0,0,0,0,0,1,ATPase H+ transporting V1 subunit H,ATP6V1H,1
+ENSG00000121073,0,0,0,0,0,1,solute carrier family 35 member B1,SLC35B1,1
+ENSG00000157211,0,0,0,0,0,1,CUB domain containing protein 2,CDCP2,1
+ENSG00000213816,0,0,0,0,0,1,NA,NA,1
+ENSG00000102753,0,0,0,0,0,1,karyopherin subunit alpha 3,KPNA3,1
+ENSG00000170881,0,0,0,0,0,1,ring finger protein 139,RNF139,1
+ENSG00000117477,0,0,0,0,0,1,coiled-coil domain containing 181,CCDC181,1
+ENSG00000229184,0,0,0,0,0,1,ATP synthase peripheral stalk subunit d pseudogene 2,ATP5PDP2,1
+ENSG00000145050,0,0,0,0,0,1,mesencephalic astrocyte derived neurotrophic factor,MANF,1
+ENSG00000128595,0,0,0,0,0,1,calumenin,CALU,1
+ENSG00000206145,0,0,0,0,0,1,NA,NA,1
+ENSG00000242114,0,0,0,0,0,1,mitochondrial fission process 1,MTFP1,1
+ENSG00000160087,0,0,0,0,0,1,ubiquitin conjugating enzyme E2 J2,UBE2J2,1
+ENSG00000169976,0,0,0,0,0,1,splicing factor 3b subunit 5,SF3B5,1
+ENSG00000079689,0,0,0,0,0,1,"secretagogin, EF-hand calcium binding protein",SCGN,1
+ENSG00000242372,0,0,0,0,0,1,eukaryotic translation initiation factor 6,EIF6,1
+ENSG00000168036,0,0,0,0,0,1,catenin beta 1,CTNNB1,1
+ENSG00000270326,0,0,0,0,0,1,NA,NA,1
+ENSG00000133872,0,0,0,0,0,1,store-operated calcium entry associated regulatory factor,SARAF,1
+ENSG00000108256,0,0,0,0,0,1,nuclear FMR1 interacting protein 2,NUFIP2,1
+ENSG00000164080,0,0,0,0,0,1,RAD54 like 2,RAD54L2,1
+ENSG00000259330,0,0,0,0,0,1,InaF motif containing 2,INAFM2,1
+ENSG00000165905,0,0,0,0,0,1,LARGE xylosyl- and glucuronyltransferase 2,LARGE2,1
+ENSG00000277883,0,0,0,0,0,1,NA,NA,1
+ENSG00000117543,0,0,0,0,0,1,diphthamide biosynthesis 5,DPH5,1
+ENSG00000185272,0,0,0,0,0,1,RNA binding motif protein 11,RBM11,1
+ENSG00000189369,0,0,0,0,0,1,G1 to S phase transition 2,GSPT2,1
+ENSG00000114480,0,0,0,0,0,1,"1,4-alpha-glucan branching enzyme 1",GBE1,1
+ENSG00000154262,0,0,0,0,0,1,ATP binding cassette subfamily A member 6,ABCA6,1
+ENSG00000160973,0,0,0,0,0,1,forkhead box H1,FOXH1,1
+ENSG00000185187,0,0,0,0,0,1,single Ig and TIR domain containing,SIGIRR,1
+ENSG00000174567,0,0,0,0,0,1,golgi transport 1A,GOLT1A,1
+ENSG00000161960,0,0,0,0,0,1,eukaryotic translation initiation factor 4A1,EIF4A1,1
+ENSG00000108641,0,0,0,0,0,1,B9 domain containing 1,B9D1,1
+ENSG00000065183,0,0,0,0,0,1,WD repeat domain 3,WDR3,1
+ENSG00000189045,0,0,0,0,0,1,ankyrin repeat and death domain containing 1B,ANKDD1B,1
+ENSG00000059769,0,0,0,0,0,1,DnaJ heat shock protein family (Hsp40) member C25,DNAJC25,1
+ENSG00000163630,0,0,0,0,0,1,synaptoporin,SYNPR,1
+ENSG00000132463,0,0,0,0,0,1,G-rich RNA sequence binding factor 1,GRSF1,1
+ENSG00000116906,0,0,0,0,0,1,glyceronephosphate O-acyltransferase,GNPAT,1
+ENSG00000089169,0,0,0,0,0,1,rabphilin 3A,RPH3A,1
+ENSG00000125870,0,0,0,0,0,1,small nuclear ribonucleoprotein polypeptide B2,SNRPB2,1
+ENSG00000253729,0,0,0,0,0,1,"protein kinase, DNA-activated, catalytic subunit",PRKDC,1
+ENSG00000123496,0,0,0,0,0,1,interleukin 13 receptor subunit alpha 2,IL13RA2,1
+ENSG00000169282,0,0,0,0,0,1,potassium voltage-gated channel subfamily A regulatory beta subunit 1,KCNAB1,1
+ENSG00000165688,0,0,0,0,0,1,"peptidase, mitochondrial processing subunit alpha",PMPCA,1
+ENSG00000166128,0,0,0,0,0,1,"RAB8B, member RAS oncogene family",RAB8B,1
+ENSG00000274286,0,0,0,0,0,1,adrenoceptor alpha 2B,ADRA2B,1
+ENSG00000090097,0,0,0,0,0,1,poly(rC) binding protein 4,PCBP4,1
+ENSG00000145526,0,0,0,0,0,1,cadherin 18,CDH18,1
+ENSG00000141013,0,0,0,0,0,1,growth arrest specific 8,GAS8,1
+ENSG00000099331,0,0,0,0,0,1,myosin IXB,MYO9B,1
+ENSG00000221882,0,0,0,0,0,1,olfactory receptor family 3 subfamily A member 2,OR3A2,1
+ENSG00000143156,0,0,0,0,0,1,NME/NM23 family member 7,NME7,1
+ENSG00000164099,0,0,0,0,0,1,serine protease 12,PRSS12,1
+ENSG00000120500,0,0,0,0,0,1,arrestin 3,ARR3,1
+ENSG00000057294,0,0,0,0,0,1,plakophilin 2,PKP2,1
+ENSG00000144668,0,0,0,0,0,1,integrin subunit alpha 9,ITGA9,1
+ENSG00000186204,0,0,0,0,0,1,cytochrome P450 family 4 subfamily F member 12,CYP4F12,1
+ENSG00000115649,0,0,0,0,0,1,cyclin Pas1/PHO80 domain containing 1,CNPPD1,1
+ENSG00000184887,0,0,0,0,0,1,BTB domain containing 6,BTBD6,1
+ENSG00000177627,0,0,0,0,0,1,chromosome 12 open reading frame 54,C12orf54,1
+ENSG00000221986,0,0,0,0,0,1,myosin binding protein H like,MYBPHL,1
+ENSG00000227152,0,0,0,0,0,1,olfactory receptor family 2 subfamily T member 7,OR2T7,1
+ENSG00000205220,0,0,0,0,0,1,proteasome 20S subunit beta 10,PSMB10,1
+ENSG00000165480,0,0,0,0,0,1,spindle and kinetochore associated complex subunit 3,SKA3,1
+ENSG00000095970,0,0,0,0,0,1,triggering receptor expressed on myeloid cells 2,TREM2,1
+ENSG00000170703,0,0,0,0,0,1,tubulin tyrosine ligase like 6,TTLL6,1
diff --git a/results/tables/intersect_regions_by_sex_male.xlsx b/results/tables/intersect_regions_by_sex_male.xlsx
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diff --git a/results/tables/intersection_tables.xlsx b/results/tables/intersection_tables.xlsx
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diff --git a/results/tables/mdd_filtered.csv b/results/tables/mdd_filtered.csv
new file mode 100644
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+++ b/results/tables/mdd_filtered.csv
@@ -0,0 +1,52 @@
+,study_id,pubmed_id,publication_date,publication,title,author_fullname,author_orcid
+1,GCST90101808,35347114,2022-03-26,Transl Psychiatry,Genetics of age-at-onset in major depression.,Harder A,NA
+2,GCST90104443,35330412,2022-03-06,J Pers Med,Multi-Omics Characterization of Early- and Adult-Onset Major Depressive Disorder.,Grant CW,0000-0001-9342-2138
+3,GCST90104444,35330412,2022-03-06,J Pers Med,Multi-Omics Characterization of Early- and Adult-Onset Major Depressive Disorder.,Grant CW,0000-0001-9342-2138
+5,GCST005907,29728651,2018-04-27,Neuropsychopharmacology,"Common variants on 6q16.2, 12q24.31 and 16p13.3 are associated with major depressive disorder.",Li X,NA
+6,GCST005231,29317602,2018-01-10,Transl Psychiatry,Genome-wide meta-analyses of stratified depression in Generation Scotland and UK Biobank.,Hall LS,0000-0002-0624-5303
+7,GCST005691,29495898,2018-03-02,Am J Psychiatry,Molecular Genetic Analysis Subdivided by Adversity Exposure Suggests Etiologic Heterogeneity in Major Depression.,Peterson RE,NA
+13,GCST009979,31969693,2020-01-23,Mol Psychiatry,Genome-wide gene-environment analyses of major depressive disorder and reported lifetime traumatic experiences in UK Biobank.,Coleman JRI,NA
+15,GCST005230,29317602,2018-01-10,Transl Psychiatry,Genome-wide meta-analyses of stratified depression in Generation Scotland and UK Biobank.,Hall LS,0000-0002-0624-5303
+17,GCST90058036,34586374,2021-09-29,JAMA Psychiatry,The Genetic Architecture of Depression in Individuals of East Asian Ancestry: A Genome-Wide Association Study.,Giannakopoulou O,NA
+18,GCST005839,29700475,2018-04-26,Nat Genet,Genome-wide association analyses identify 44 risk variants and refine the genetic architecture of major depression.,Wray NR,0000-0001-7421-3357
+20,GCST007342,30718901,2019-02-04,Nat Neurosci,Genome-wide meta-analysis of depression identifies 102 independent variants and highlights the importance of the prefrontal brain regions.,Howard DM,0000-0002-6005-1972
+22,GCST010016,32231276,2020-03-30,Nat Genet,Minimal phenotyping yields genome-wide association signals of low specificity for major depression.,Cai N,0000-0001-7496-2075
+26,GCST90058033,34586374,2021-09-29,JAMA Psychiatry,The Genetic Architecture of Depression in Individuals of East Asian Ancestry: A Genome-Wide Association Study.,Giannakopoulou O,NA
+27,GCST90058034,34586374,2021-09-29,JAMA Psychiatry,The Genetic Architecture of Depression in Individuals of East Asian Ancestry: A Genome-Wide Association Study.,Giannakopoulou O,NA
+28,GCST90058037,34586374,2021-09-29,JAMA Psychiatry,The Genetic Architecture of Depression in Individuals of East Asian Ancestry: A Genome-Wide Association Study.,Giannakopoulou O,NA
+38,GCST90058032,34586374,2021-09-29,JAMA Psychiatry,The Genetic Architecture of Depression in Individuals of East Asian Ancestry: A Genome-Wide Association Study.,Giannakopoulou O,NA
+39,GCST90239706,34924174,2021-11-02,Biol Psychiatry,The Australian Genetics of Depression Study: New Risk Loci and Dissecting Heterogeneity Between Subtypes.,Mitchell BL,NA
+40,GCST90255679,36685848,2023-01-04,Front Genet,"GWAS of depression in 4,520 individuals from the Russian population highlights the role of <i>MAGI2</i> (<i>S-SCAM</i>) in the gut-brain axis.",Pinakhina D,NA
+42,GCST005902,29662059,2018-04-16,Nat Commun,Genome-wide association study of depression phenotypes in UK Biobank identifies variants in excitatory synaptic pathways.,Howard DM,0000-0002-6005-1972
+43,GCST005904,29662059,2018-04-16,Nat Commun,Genome-wide association study of depression phenotypes in UK Biobank identifies variants in excitatory synaptic pathways.,Howard DM,0000-0002-6005-1972
+44,GCST005903,29662059,2018-04-16,Nat Commun,Genome-wide association study of depression phenotypes in UK Biobank identifies variants in excitatory synaptic pathways.,Howard DM,0000-0002-6005-1972
+45,GCST005690,29495898,2018-03-02,Am J Psychiatry,Molecular Genetic Analysis Subdivided by Adversity Exposure Suggests Etiologic Heterogeneity in Major Depression.,Peterson RE,NA
+46,GCST005689,29495898,2018-03-02,Am J Psychiatry,Molecular Genetic Analysis Subdivided by Adversity Exposure Suggests Etiologic Heterogeneity in Major Depression.,Peterson RE,NA
+82,GCST90014430,33541459,2021-02-05,BJPsych Open,Multiple measures of depression to enhance validity of major depressive disorder in the UK Biobank.,Glanville KP,0000-0001-8321-9435
+83,GCST90014434,33541459,2021-02-05,BJPsych Open,Multiple measures of depression to enhance validity of major depressive disorder in the UK Biobank.,Glanville KP,0000-0001-8321-9435
+84,GCST90014432,33541459,2021-02-05,BJPsych Open,Multiple measures of depression to enhance validity of major depressive disorder in the UK Biobank.,Glanville KP,0000-0001-8321-9435
+85,GCST90014426,33541459,2021-02-05,BJPsych Open,Multiple measures of depression to enhance validity of major depressive disorder in the UK Biobank.,Glanville KP,0000-0001-8321-9435
+86,GCST90014428,33541459,2021-02-05,BJPsych Open,Multiple measures of depression to enhance validity of major depressive disorder in the UK Biobank.,Glanville KP,0000-0001-8321-9435
+87,GCST90014431,33541459,2021-02-05,BJPsych Open,Multiple measures of depression to enhance validity of major depressive disorder in the UK Biobank.,Glanville KP,0000-0001-8321-9435
+88,GCST90014435,33541459,2021-02-05,BJPsych Open,Multiple measures of depression to enhance validity of major depressive disorder in the UK Biobank.,Glanville KP,0000-0001-8321-9435
+89,GCST90014433,33541459,2021-02-05,BJPsych Open,Multiple measures of depression to enhance validity of major depressive disorder in the UK Biobank.,Glanville KP,0000-0001-8321-9435
+90,GCST90014427,33541459,2021-02-05,BJPsych Open,Multiple measures of depression to enhance validity of major depressive disorder in the UK Biobank.,Glanville KP,0000-0001-8321-9435
+91,GCST90014429,33541459,2021-02-05,BJPsych Open,Multiple measures of depression to enhance validity of major depressive disorder in the UK Biobank.,Glanville KP,0000-0001-8321-9435
+164,GCST90096931,34782712,2021-11-15,Mol Psychiatry,Genome-wide interaction study with major depression identifies novel variants associated with cognitive function.,Thalamuthu A,NA
+165,GCST90096932,34782712,2021-11-15,Mol Psychiatry,Genome-wide interaction study with major depression identifies novel variants associated with cognitive function.,Thalamuthu A,NA
+166,GCST90096934,34782712,2021-11-15,Mol Psychiatry,Genome-wide interaction study with major depression identifies novel variants associated with cognitive function.,Thalamuthu A,NA
+167,GCST90096935,34782712,2021-11-15,Mol Psychiatry,Genome-wide interaction study with major depression identifies novel variants associated with cognitive function.,Thalamuthu A,NA
+168,GCST90096937,34782712,2021-11-15,Mol Psychiatry,Genome-wide interaction study with major depression identifies novel variants associated with cognitive function.,Thalamuthu A,NA
+169,GCST90096938,34782712,2021-11-15,Mol Psychiatry,Genome-wide interaction study with major depression identifies novel variants associated with cognitive function.,Thalamuthu A,NA
+170,GCST90096940,34782712,2021-11-15,Mol Psychiatry,Genome-wide interaction study with major depression identifies novel variants associated with cognitive function.,Thalamuthu A,NA
+171,GCST90096941,34782712,2021-11-15,Mol Psychiatry,Genome-wide interaction study with major depression identifies novel variants associated with cognitive function.,Thalamuthu A,NA
+172,GCST90096943,34782712,2021-11-15,Mol Psychiatry,Genome-wide interaction study with major depression identifies novel variants associated with cognitive function.,Thalamuthu A,NA
+173,GCST90096944,34782712,2021-11-15,Mol Psychiatry,Genome-wide interaction study with major depression identifies novel variants associated with cognitive function.,Thalamuthu A,NA
+226,GCST90058035,34586374,2021-09-29,JAMA Psychiatry,The Genetic Architecture of Depression in Individuals of East Asian Ancestry: A Genome-Wide Association Study.,Giannakopoulou O,NA
+231,GCST90244040,35730328,2022-06-22,Eur Psychiatry,Genome-wide association studies in non-anxiety individuals identified novel risk loci for depression.,Cheng B,NA
+232,GCST90244041,35730328,2022-06-22,Eur Psychiatry,Genome-wide association studies in non-anxiety individuals identified novel risk loci for depression.,Cheng B,NA
+233,GCST90244042,35730328,2022-06-22,Eur Psychiatry,Genome-wide association studies in non-anxiety individuals identified novel risk loci for depression.,Cheng B,NA
+234,GCST90244043,35730328,2022-06-22,Eur Psychiatry,Genome-wide association studies in non-anxiety individuals identified novel risk loci for depression.,Cheng B,NA
+245,GCST012090,33479212,2021-01-21,Transl Psychiatry,Integrative analysis of genome-wide association studies identifies novel loci associated with neuropsychiatric disorders.,Yao X,NA
+248,GCST012088,33479212,2021-01-21,Transl Psychiatry,Integrative analysis of genome-wide association studies identifies novel loci associated with neuropsychiatric disorders.,Yao X,NA
+249,GCST012094,33483693,2021-01-22,Mol Psychiatry,Genome-wide association study of patients with a severe major depressive episode treated with electroconvulsive therapy.,Clements CC,0000-0003-2278-6465
diff --git a/results/tables/number_of_samples.xlsx b/results/tables/number_of_samples.xlsx
new file mode 100644
index 0000000..e97bd30
Binary files /dev/null and b/results/tables/number_of_samples.xlsx differ
diff --git a/results/tables/patients_metadata.csv b/results/tables/patients_metadata.csv
new file mode 100644
index 0000000..6362dd8
--- /dev/null
+++ b/results/tables/patients_metadata.csv
@@ -0,0 +1,266 @@
+sample_id,ph,rin,pmi,age,group,gender,region,patients
+SRR6443679,6.57,7.2,32,49,MDD,male,nac,40
+SRR6443680,6.91,7.7,33.5,53,MDD,male,nac,51
+SRR5961796,6.49,7.9,12,47,CTRL,male,ofc,14
+SRR5961797,6,6.8,24,41,CTRL,male,ofc,17
+SRR5961798,6.67,7.1,29.5,31,CTRL,male,ofc,20
+SRR5961799,6.74,6.7,27.75,19,CTRL,male,ofc,23
+SRR5961800,6.42,7.7,19.5,46,CTRL,male,ofc,28
+SRR5961801,6.26,5.8,29.75,40,CTRL,male,ofc,32
+SRR5961802,6.57,7,32,49,MDD,male,ofc,40
+SRR5961803,6.68,7.8,18,33,CTRL,male,ofc,43
+SRR5961804,6.84,6.8,44.5,38,CTRL,male,ofc,45
+SRR5961805,6.91,8,33.5,53,MDD,male,ofc,51
+SRR5961806,6,4.8,19,39,MDD,male,ofc,56
+SRR5961807,6.75,7.5,24,55,CTRL,male,ofc,57
+SRR5961808,6.86,7.5,30,38,MDD,male,ofc,61
+SRR5961809,6.73,7.4,20,25,MDD,female,ofc,63
+SRR5961810,6.68,7.4,24,22,MDD,male,ofc,67
+SRR5961811,6.93,6.1,36,28,MDD,male,ofc,68
+SRR5961812,6.53,6.9,15,46,MDD,female,ofc,69
+SRR5961813,6.79,6.9,36,55,MDD,female,ofc,72
+SRR5961814,6.73,7.3,29.5,44,CTRL,female,ofc,74
+SRR5961815,6.96,5.7,27,29,MDD,male,ofc,84
+SRR5961816,6.93,8.8,32,68,MDD,male,ofc,93
+SRR5961817,6.37,6.8,18.5,39,MDD,male,ofc,105
+SRR5961818,6.81,7.8,49.5,40,MDD,female,ofc,111
+SRR5961819,6.95,6.5,50,63,MDD,male,ofc,113
+SRR5961820,6.55,6.2,56,25,MDD,female,ofc,114
+SRR5961821,6.77,8.3,28.5,54,MDD,female,ofc,117
+SRR5961822,6.56,7.9,49,48,MDD,male,ofc,120
+SRR5961823,6.85,6.8,56,67,MDD,male,ofc,124
+SRR5961824,6.83,6.1,59,46,CTRL,male,ofc,128
+SRR5961825,6.89,8.2,41,32,MDD,female,ofc,129
+SRR5961826,6.11,5.7,10,52,CTRL,male,ofc,150
+SRR5961827,6.5,8.5,2.5,55,MDD,female,ofc,153
+SRR5961828,6.4,6.8,7.5,79,CTRL,female,ofc,162
+SRR5961829,6.25,9.1,6.5,64,MDD,male,ofc,183
+SRR5961830,6.1,5.7,17,72,CTRL,female,ofc,189
+SRR5961831,6.7,6.7,12,41,MDD,female,ofc,198
+SRR5961832,6.4,8,4,29,CTRL,male,ofc,199
+SRR5961833,6.5,7.4,44,45,CTRL,female,ofc,201
+SRR5961834,6.5,8,17.5,48,MDD,female,ofc,205
+SRR5961835,7,8,106,82,CTRL,female,ofc,212
+SRR5961836,6.9,7.6,7.5,36,MDD,female,ofc,222
+SRR5961837,6.5,8.3,4.5,52,MDD,female,ofc,235
+SRR5961838,6.7,7.9,38,60,CTRL,female,ofc,236
+SRR5961839,7,6.1,2,22,CTRL,female,ofc,238
+SRR5961840,6.21,8.3,8.5,68,CTRL,female,ofc,242
+SRR5961841,6.27,7.3,3,59,MDD,female,ofc,246
+SRR5961842,6.76,7.4,23.5,59,CTRL,male,ofc,247
+SRR5961843,6.71,8.3,16,51,CTRL,female,ofc,249
+SRR5961844,6.49,7.8,12,47,CTRL,male,dlpfc,14
+SRR5961845,6,7.6,24,41,CTRL,male,dlpfc,17
+SRR5961846,6.67,6.9,29.5,31,CTRL,male,dlpfc,20
+SRR5961847,6.74,7.7,27.75,19,CTRL,male,dlpfc,23
+SRR5961848,6.42,7.7,19.5,46,CTRL,male,dlpfc,28
+SRR5961849,6.26,6.5,29.75,40,CTRL,male,dlpfc,32
+SRR5961850,6.57,7.8,32,49,MDD,male,dlpfc,40
+SRR5961851,6.68,7.2,18,33,CTRL,male,dlpfc,43
+SRR5961852,6.84,7.2,44.5,38,CTRL,male,dlpfc,45
+SRR5961853,6.91,7.7,33.5,53,MDD,male,dlpfc,51
+SRR5961854,6,6.6,19,39,MDD,male,dlpfc,56
+SRR5961855,6.75,7.2,24,55,CTRL,male,dlpfc,57
+SRR5961856,6.86,6.9,30,38,MDD,male,dlpfc,61
+SRR5961857,6.73,7.2,20,25,MDD,female,dlpfc,63
+SRR5961858,6.68,6.8,24,22,MDD,male,dlpfc,67
+SRR5961859,6.93,5.6,36,28,MDD,male,dlpfc,68
+SRR5961860,6.53,7.5,15,46,MDD,female,dlpfc,69
+SRR5961861,6.79,7.5,36,55,MDD,female,dlpfc,72
+SRR5961862,6.73,6.9,29.5,44,CTRL,female,dlpfc,74
+SRR5961863,6.96,7.6,27,29,MDD,male,dlpfc,84
+SRR5961864,6.93,8.8,32,68,MDD,male,dlpfc,93
+SRR5961865,6.37,7.6,18.5,39,MDD,male,dlpfc,105
+SRR5961866,6.81,6.7,49.5,40,MDD,female,dlpfc,111
+SRR5961867,6.95,7.4,50,63,MDD,male,dlpfc,113
+SRR5961868,6.55,7.1,56,25,MDD,female,dlpfc,114
+SRR5961869,6.77,7.7,28.5,54,MDD,female,dlpfc,117
+SRR5961870,6.56,7.7,49,48,MDD,male,dlpfc,120
+SRR5961871,6.85,7.2,56,67,MDD,male,dlpfc,124
+SRR5961872,6.83,8.2,59,46,CTRL,male,dlpfc,128
+SRR5961873,6.89,6.9,41,32,MDD,female,dlpfc,129
+SRR5961874,6.11,6.5,10,52,CTRL,male,dlpfc,150
+SRR5961875,6.5,7.5,2.5,55,MDD,female,dlpfc,153
+SRR5961876,6.4,5.9,7.5,79,CTRL,female,dlpfc,162
+SRR5961877,6.25,7.7,6.5,64,MDD,male,dlpfc,183
+SRR5961878,6.1,6.2,17,72,CTRL,female,dlpfc,189
+SRR5961879,6.7,6.4,12,41,MDD,female,dlpfc,198
+SRR5961880,6.4,7.5,4,29,CTRL,male,dlpfc,199
+SRR5961881,6.5,7.5,44,45,CTRL,female,dlpfc,201
+SRR5961882,6.5,7.3,17.5,48,MDD,female,dlpfc,205
+SRR5961883,7,6.8,106,82,CTRL,female,dlpfc,212
+SRR5961884,6.9,7.8,7.5,36,MDD,female,dlpfc,222
+SRR5961885,6.5,7.2,4.5,52,MDD,female,dlpfc,235
+SRR5961886,6.7,7.5,38,60,CTRL,female,dlpfc,236
+SRR5961887,7,6.4,2,22,CTRL,female,dlpfc,238
+SRR5961888,6.21,7.7,8.5,68,CTRL,female,dlpfc,242
+SRR5961889,6.27,8,3,59,MDD,female,dlpfc,246
+SRR5961890,6.76,8.1,23.5,59,CTRL,male,dlpfc,247
+SRR5961891,6.71,7.2,16,51,CTRL,female,dlpfc,249
+SRR5961892,6.49,8.3,12,47,CTRL,male,cg25,14
+SRR5961893,6,6.9,24,41,CTRL,male,cg25,17
+SRR5961894,6.67,7.9,29.5,31,CTRL,male,cg25,20
+SRR5961895,6.74,6.3,27.75,19,CTRL,male,cg25,23
+SRR5961914,6.81,7.5,49.5,40,MDD,female,cg25,111
+SRR5961915,6.95,7.6,50,63,MDD,male,cg25,113
+SRR5961916,6.55,5.9,56,25,MDD,female,cg25,114
+SRR5961917,6.77,6,28.5,54,MDD,female,cg25,117
+SRR5961918,6.56,6.4,49,48,MDD,male,cg25,120
+SRR5961919,6.85,7.6,56,67,MDD,male,cg25,124
+SRR5961920,6.83,5.6,59,46,CTRL,male,cg25,128
+SRR5961921,6.89,6.4,41,32,MDD,female,cg25,129
+SRR5961922,6.11,5.1,10,52,CTRL,male,cg25,150
+SRR5961923,6.5,6.3,2.5,55,MDD,female,cg25,153
+SRR5961924,6.1,5.3,17,72,CTRL,female,cg25,189
+SRR5961925,6.7,5.8,12,41,MDD,female,cg25,198
+SRR5961926,6.4,5.7,4,29,CTRL,male,cg25,199
+SRR5961927,6.5,7.6,44,45,CTRL,female,cg25,201
+SRR5961928,6.5,6.8,17.5,48,MDD,female,cg25,205
+SRR5961929,7,6.4,106,82,CTRL,female,cg25,212
+SRR5961930,6.9,7.3,7.5,36,MDD,female,cg25,222
+SRR5961931,6.5,5.5,4.5,52,MDD,female,cg25,235
+SRR5961932,6.7,7.3,38,60,CTRL,female,cg25,236
+SRR5961933,7,6.3,2,22,CTRL,female,cg25,238
+SRR5961934,6.21,6.1,8.5,68,CTRL,female,cg25,242
+SRR5961935,6.27,8,3,59,MDD,female,cg25,246
+SRR5961936,6.76,7.7,23.5,59,CTRL,male,cg25,247
+SRR5961937,6.71,6.4,16,51,CTRL,female,cg25,249
+SRR5961938,6.49,6.8,12,47,CTRL,male,ains,14
+SRR5961939,6,6.8,24,41,CTRL,male,ains,17
+SRR5961940,6.67,7.1,29.5,31,CTRL,male,ains,20
+SRR5961941,6.74,6.2,27.75,19,CTRL,male,ains,23
+SRR5961942,6.42,6.8,19.5,46,CTRL,male,ains,28
+SRR5961943,6.26,5.4,29.75,40,CTRL,male,ains,32
+SRR5961944,6.57,7.6,32,49,MDD,male,ains,40
+SRR5961945,6.68,7.9,18,33,CTRL,male,ains,43
+SRR5961946,6.84,6.7,44.5,38,CTRL,male,ains,45
+SRR5961947,6.91,6.2,33.5,53,MDD,male,ains,51
+SRR5961948,6,4.9,19,39,MDD,male,ains,56
+SRR5961949,6.75,5.7,24,55,CTRL,male,ains,57
+SRR5961950,6.86,7.3,30,38,MDD,male,ains,61
+SRR5961951,6.73,5.7,20,25,MDD,female,ains,63
+SRR5961952,6.68,6,24,22,MDD,male,ains,67
+SRR5961953,6.93,5.5,36,28,MDD,male,ains,68
+SRR5961954,6.53,4.3,15,46,MDD,female,ains,69
+SRR5961955,6.79,6.7,36,55,MDD,female,ains,72
+SRR5961956,6.73,6.2,29.5,44,CTRL,female,ains,74
+SRR5961957,6.96,5.7,27,29,MDD,male,ains,84
+SRR5961958,6.93,7.5,32,68,MDD,male,ains,93
+SRR5961959,6.37,7.8,18.5,39,MDD,male,ains,105
+SRR5961960,6.81,6.1,49.5,40,MDD,female,ains,111
+SRR5961961,6.95,4.6,50,63,MDD,male,ains,113
+SRR5961962,6.55,5.9,56,25,MDD,female,ains,114
+SRR5961963,6.77,6.1,28.5,54,MDD,female,ains,117
+SRR5961964,6.56,5.6,49,48,MDD,male,ains,120
+SRR5961965,6.85,5.8,56,67,MDD,male,ains,124
+SRR5961966,6.83,5.1,59,46,CTRL,male,ains,128
+SRR5961967,6.89,5.8,41,32,MDD,female,ains,129
+SRR5961968,6.11,5.5,10,52,CTRL,male,ains,150
+SRR5961969,6.5,7.2,2.5,55,MDD,female,ains,153
+SRR5961970,6.4,5.2,7.5,79,CTRL,female,ains,162
+SRR5961971,6.25,5.8,6.5,64,MDD,male,ains,183
+SRR5961972,6.1,5.6,17,72,CTRL,female,ains,189
+SRR5961973,6.7,6.7,12,41,MDD,female,ains,198
+SRR5961974,6.4,6.1,4,29,CTRL,male,ains,199
+SRR5961975,6.5,6.6,44,45,CTRL,female,ains,201
+SRR5961976,6.5,7.1,17.5,48,MDD,female,ains,205
+SRR5961977,7,6.3,106,82,CTRL,female,ains,212
+SRR5961978,6.9,8,7.5,36,MDD,female,ains,222
+SRR5961979,6.5,8.2,4.5,52,MDD,female,ains,235
+SRR5961980,6.7,8.6,38,60,CTRL,female,ains,236
+SRR5961981,7,7.7,2,22,CTRL,female,ains,238
+SRR5961982,6.21,8.4,8.5,68,CTRL,female,ains,242
+SRR5961983,6.27,8.3,3,59,MDD,female,ains,246
+SRR5961984,6.76,8.1,23.5,59,CTRL,male,ains,247
+SRR5961985,6.71,8.2,16,51,CTRL,female,ains,249
+SRR5961986,6.49,7.6,12,47,CTRL,male,nac,14
+SRR5961987,6,8,24,41,CTRL,male,nac,17
+SRR5961988,6.67,7.1,29.5,31,CTRL,male,nac,20
+SRR5961989,6.74,6.5,27.75,19,CTRL,male,nac,23
+SRR5961990,6.42,7.5,19.5,46,CTRL,male,nac,28
+SRR5961991,6.26,5.6,29.75,40,CTRL,male,nac,32
+SRR5961992,6.57,7.2,32,49,MDD,male,nac,40
+SRR5961993,6.68,7.8,18,33,CTRL,male,nac,43
+SRR5961994,6.84,5.9,44.5,38,CTRL,male,nac,45
+SRR5961995,6.91,7.7,33.5,53,MDD,male,nac,51
+SRR5961996,6,4.9,19,39,MDD,male,nac,56
+SRR5961997,6.75,4.4,24,55,CTRL,male,nac,57
+SRR5961998,6.86,7.7,30,38,MDD,male,nac,61
+SRR5961999,6.73,8.1,20,25,MDD,female,nac,63
+SRR5962000,6.68,8.4,24,22,MDD,male,nac,67
+SRR5962001,6.93,7.5,36,28,MDD,male,nac,68
+SRR5962002,6.53,8.4,15,46,MDD,female,nac,69
+SRR5962003,6.79,8,36,55,MDD,female,nac,72
+SRR5962004,6.73,7.2,29.5,44,CTRL,female,nac,74
+SRR5962005,6.96,7.7,27,29,MDD,male,nac,84
+SRR5962006,6.93,8.2,32,68,MDD,male,nac,93
+SRR5962007,6.37,7.5,18.5,39,MDD,male,nac,105
+SRR5962008,6.81,7.7,49.5,40,MDD,female,nac,111
+SRR5962009,6.95,7.8,50,63,MDD,male,nac,113
+SRR5962010,6.55,7.6,56,25,MDD,female,nac,114
+SRR5962011,6.77,8.7,28.5,54,MDD,female,nac,117
+SRR5962012,6.56,8.5,49,48,MDD,male,nac,120
+SRR5962013,6.85,8.3,56,67,MDD,male,nac,124
+SRR5962014,6.83,8.8,59,46,CTRL,male,nac,128
+SRR5962015,6.89,8.3,41,32,MDD,female,nac,129
+SRR5962016,6.11,6.8,10,52,CTRL,male,nac,150
+SRR5962017,6.5,7.7,2.5,55,MDD,female,nac,153
+SRR5962018,6.4,7.2,7.5,79,CTRL,female,nac,162
+SRR5962019,6.25,8.1,6.5,64,MDD,male,nac,183
+SRR5962020,6.1,7.4,17,72,CTRL,female,nac,189
+SRR5962021,6.7,7.5,12,41,MDD,female,nac,198
+SRR5962022,6.4,7.5,4,29,CTRL,male,nac,199
+SRR5962023,6.5,7.8,44,45,CTRL,female,nac,201
+SRR5962024,6.5,7.3,17.5,48,MDD,female,nac,205
+SRR5962025,7,7.6,106,82,CTRL,female,nac,212
+SRR5962026,6.9,7.8,7.5,36,MDD,female,nac,222
+SRR5962027,6.5,7.8,4.5,52,MDD,female,nac,235
+SRR5962028,6.7,8.3,38,60,CTRL,female,nac,236
+SRR5962029,7,8.2,2,22,CTRL,female,nac,238
+SRR5962030,6.21,8.2,8.5,68,CTRL,female,nac,242
+SRR5962031,6.27,9.1,3,59,MDD,female,nac,246
+SRR5962032,6.76,8.6,23.5,59,CTRL,male,nac,247
+SRR5962033,6.71,7.8,16,51,CTRL,female,nac,249
+SRR5962034,6.49,7.2,12,47,CTRL,male,sub,14
+SRR5962035,6,6.5,24,41,CTRL,male,sub,17
+SRR5962036,6.67,7.3,29.5,31,CTRL,male,sub,20
+SRR5962037,6.74,6.4,27.75,19,CTRL,male,sub,23
+SRR5962038,6.26,5.8,29.75,40,CTRL,male,sub,32
+SRR5962039,6.57,7.5,32,49,MDD,male,sub,40
+SRR5962040,6.68,6.7,18,33,CTRL,male,sub,43
+SRR5962041,6.84,7.4,44.5,38,CTRL,male,sub,45
+SRR5962042,6.91,7.5,33.5,53,MDD,male,sub,51
+SRR5962043,6,6,19,39,MDD,male,sub,56
+SRR5962044,6.75,6.7,24,55,CTRL,male,sub,57
+SRR5962045,6.86,7.3,30,38,MDD,male,sub,61
+SRR5962046,6.68,7.8,24,22,MDD,male,sub,67
+SRR5962047,6.53,7.7,15,46,MDD,female,sub,69
+SRR5962048,6.79,7.1,36,55,MDD,female,sub,72
+SRR5962049,6.73,7.3,29.5,44,CTRL,female,sub,74
+SRR5962050,6.96,8.3,27,29,MDD,male,sub,84
+SRR5962051,6.93,8.2,32,68,MDD,male,sub,93
+SRR5962052,6.37,8.7,18.5,39,MDD,male,sub,105
+SRR5962053,6.81,5.9,49.5,40,MDD,female,sub,111
+SRR5962054,6.95,9.4,50,63,MDD,male,sub,113
+SRR5962055,6.55,6.6,56,25,MDD,female,sub,114
+SRR5962056,6.77,7.4,28.5,54,MDD,female,sub,117
+SRR5962057,6.56,6.7,49,48,MDD,male,sub,120
+SRR5962058,6.85,7,56,67,MDD,male,sub,124
+SRR5962059,6.83,7.6,59,46,CTRL,male,sub,128
+SRR5962060,6.89,7.7,41,32,MDD,female,sub,129
+SRR5962061,6.11,6.3,10,52,CTRL,male,sub,150
+SRR5962062,6.5,6.7,2.5,55,MDD,female,sub,153
+SRR5962063,6.25,7,6.5,64,MDD,male,sub,183
+SRR5962064,6.1,5.1,17,72,CTRL,female,sub,189
+SRR5962065,6.7,7.4,12,41,MDD,female,sub,198
+SRR5962066,6.4,6.4,4,29,CTRL,male,sub,199
+SRR5962067,6.5,6.4,44,45,CTRL,female,sub,201
+SRR5962068,6.5,7.7,17.5,48,MDD,female,sub,205
+SRR5962069,6.9,6.6,7.5,36,MDD,female,sub,222
+SRR5962070,6.5,7.7,4.5,52,MDD,female,sub,235
+SRR5962071,6.7,7.3,38,60,CTRL,female,sub,236
+SRR5962072,7,7.3,2,22,CTRL,female,sub,238
+SRR5962073,6.21,7.6,8.5,68,CTRL,female,sub,242
+SRR5962074,6.27,7.6,3,59,MDD,female,sub,246
+SRR5962075,6.76,7.2,23.5,59,CTRL,male,sub,247
+SRR5962076,6.71,8,16,51,CTRL,female,sub,249
diff --git a/results/tx_enrich/go_terms.csv b/results/tx_enrich/go_terms.csv
new file mode 100644
index 0000000..4016f08
--- /dev/null
+++ b/results/tx_enrich/go_terms.csv
@@ -0,0 +1,21 @@
+ID,Description,GeneRatio,BgRatio,pvalue,p.adjust,qvalue,geneID,Count,group
+GO:0002181,cytoplasmic translation,9/173,148/18723,9.729058041215098e-6,0.02356377857582297,2.28e-02,RPL27/RPL7/RPL24/RPS27/RPL22/EIF3CL/RPL38/EIF3L/RPS3,9,Cg25_male
+GO:0002181,cytoplasmic translation,20/356,148/18723,6.686838989923526e-12,2.07492613857327e-8,1.98e-08,RPL36A/RPL27/RPS19/RPL39/RPS10/UNK/RPS15A/RPL18/EIF3A/RPL23/RPL10/RPS7/RPS14/RPS23/RPL3/RPS27A/EIF3G/RPL7A/RPL13A/RPL26,20,OFC_female
+GO:0000377,"RNA splicing, via transesterification reactions with bulged adenosine as nucleophile",21/356,320/18723,9.339644344838082e-7,8.266077207553366e-4,7.88e-04,HNRNPA2B1/HNRNPA1/HNRNPH3/CASC3/SFPQ/NCL/SART1/DDX46/SF1/RNPS1/HNRNPA3/RBM17/DDX39B/HNRNPM/SRSF5/C1QBP/PNN/ZCRB1/SRPK3/YJU2/RBM10,21,OFC_female
+GO:0000398,"mRNA splicing, via spliceosome",21/356,320/18723,9.339644344838082e-7,8.266077207553366e-4,7.88e-04,HNRNPA2B1/HNRNPA1/HNRNPH3/CASC3/SFPQ/NCL/SART1/DDX46/SF1/RNPS1/HNRNPA3/RBM17/DDX39B/HNRNPM/SRSF5/C1QBP/PNN/ZCRB1/SRPK3/YJU2/RBM10,21,OFC_female
+GO:0000375,"RNA splicing, via transesterification reactions",21/356,324/18723,1.1410381691315182e-6,8.266077207553366e-4,7.88e-04,HNRNPA2B1/HNRNPA1/HNRNPH3/CASC3/SFPQ/NCL/SART1/DDX46/SF1/RNPS1/HNRNPA3/RBM17/DDX39B/HNRNPM/SRSF5/C1QBP/PNN/ZCRB1/SRPK3/YJU2/RBM10,21,OFC_female
+GO:0022900,electron transport chain,15/356,175/18723,1.3319492761123696e-6,8.266077207553366e-4,7.88e-04,COX3/UQCRQ/UQCR11/SDHD/NDUFB2/COX7C/GBA/COX7B2/CHCHD2/GSR/PARK7/SDHB/NDUFB10/ADH5/COX6C,15,OFC_female
+GO:0022904,respiratory electron transport chain,12/356,114/18723,1.8004314065485603e-6,9.31123109086697e-4,8.87e-04,COX3/UQCRQ/UQCR11/SDHD/NDUFB2/COX7C/GBA/CHCHD2/PARK7/SDHB/NDUFB10/COX6C,12,OFC_female
+GO:0009060,aerobic respiration,15/356,189/18723,3.4832897535986416e-6,0.0015440925864880835,1.47e-03,COX3/UQCRQ/UQCR11/SDHD/ANTKMT/NDUFB2/COX7C/NNT/COX7B2/CHCHD2/PARK7/PDHB/SDHB/NDUFB10/COX6C,15,OFC_female
+GO:0045333,cellular respiration,16/356,230/18723,9.002683148259004e-6,0.003491915726130961,3.33e-03,COX3/UQCRQ/UQCR11/SDHD/ANTKMT/NDUFB2/COX7C/NNT/GBA/COX7B2/CHCHD2/PARK7/PDHB/SDHB/NDUFB10/COX6C,16,OFC_female
+GO:0008380,RNA splicing,23/356,434/18723,1.0475791849120676e-5,0.003611820234202384,3.44e-03,HNRNPA2B1/HNRNPA1/HNRNPH3/CASC3/SFPQ/NCL/SART1/DDX46/SF1/RNPS1/HNRNPA3/RBM17/CTNNBL1/DDX39B/HNRNPM/FUS/SRSF5/C1QBP/PNN/ZCRB1/SRPK3/YJU2/RBM10,23,OFC_female
+GO:0042773,ATP synthesis coupled electron transport,10/356,95/18723,1.311973119745828e-5,0.003700956900519367,3.53e-03,COX3/UQCRQ/UQCR11/SDHD/NDUFB2/COX7C/CHCHD2/PARK7/NDUFB10/COX6C,10,OFC_female
+GO:0042775,mitochondrial ATP synthesis coupled electron transport,10/356,95/18723,1.311973119745828e-5,0.003700956900519367,3.53e-03,COX3/UQCRQ/UQCR11/SDHD/NDUFB2/COX7C/CHCHD2/PARK7/NDUFB10/COX6C,10,OFC_female
+GO:0006119,oxidative phosphorylation,12/356,141/18723,1.6418404463433016e-5,0.004245525754169387,4.05e-03,COX3/UQCRQ/UQCR11/SDHD/ANTKMT/NDUFB2/COX7C/COX7B2/CHCHD2/PARK7/NDUFB10/COX6C,12,OFC_female
+GO:0022618,ribonucleoprotein complex assembly,15/356,220/18723,2.1703603179094842e-5,0.005180483128056254,4.94e-03,RPS19/SART1/SF1/DHX30/EIF3A/RPL10/DDX39B/RPS14/RPL3/AGO4/EIF3G/SRSF5/RPL13A/SRPK3/YJU2,15,OFC_female
+GO:0022613,ribonucleoprotein complex biogenesis,23/356,463/18723,2.9182024528050987e-5,0.006467987293610158,6.16e-03,RPL27/RPS19/NOP56/SART1/NOLC1/SF1/DHX30/EIF3A/RPL10/DDX39B/RPS7/RPP40/RPS14/RPL3/AGO4/EIF3G/SRSF5/RPL7A/C1QBP/RPL13A/RPL26/SRPK3/YJU2,23,OFC_female
+GO:0071826,ribonucleoprotein complex subunit organization,15/356,227/18723,3.127877009566171e-5,0.006470534907122553,6.17e-03,RPS19/SART1/SF1/DHX30/EIF3A/RPL10/DDX39B/RPS14/RPL3/AGO4/EIF3G/SRSF5/RPL13A/SRPK3/YJU2,15,OFC_female
+GO:1903311,regulation of mRNA metabolic process,17/356,288/18723,3.984445672827929e-5,0.007456575510489551,7.11e-03,SUPT5H/HNRNPA1/LARP1/NCL/SF1/RNPS1/POLR2G/TENT4A/HNRNPM/NBAS/SAFB/FUS/TNRC6B/C1QBP/TBRG4/SRPK3/RBM10,17,OFC_female
+GO:0019646,aerobic electron transport chain,9/356,87/18723,4.085136438231465e-5,0.007456575510489551,7.11e-03,COX3/UQCRQ/UQCR11/SDHD/NDUFB2/COX7C/PARK7/NDUFB10/COX6C,9,OFC_female
+GO:2001252,positive regulation of chromosome organization,8/356,82/18723,1.6545126184103776e-4,0.02852195919404112,2.72e-02,HNRNPA2B1/HNRNPA1/DNMT1/SFPQ/SETDB1/GTF2H2/SSBP1/SLX1A,8,OFC_female
+GO:1902253,regulation of intrinsic apoptotic signaling pathway by p53 class mediator,5/356,29/18723,1.9707873358949942e-4,0.03218606896464299,3.07e-02,MARCHF7/ARMC10/UBB/RPS7/RPL26,5,OFC_female
diff --git a/scripts/build_symreg_df.R b/scripts/build_symreg_df.R
new file mode 100644
index 0000000..901aa2e
--- /dev/null
+++ b/scripts/build_symreg_df.R
@@ -0,0 +1,51 @@
+library(dplyr)
+
+load("results/diff_exp/diff_df.rda")
+
+load("results/txi/txi_gene.rda")
+
+load("results/important_variables/ann.rda")
+
+get_expr_from_gene_list <- function(genelist, symbol_list) {
+ txi$abundance[rownames(txi$abundance) %in% genelist,] %>%
+ t() %>%
+ as.data.frame() %>%
+ tibble::rownames_to_column() %>%
+ setNames(., c("run", symbol_list))
+}
+
+metadata <- ann %>%
+ mutate(phenotype_reg = ifelse(phenotype == "MDD", 1, 0),
+ run = rownames(.)) %>%
+ dplyr::select(-c(group))
+
+genes_interest <- diff_df %>%
+ filter(type == "DGE") %>%
+ dplyr::select(gene, hgnc_symbol) %>%
+ distinct()
+
+dge_tpms <-
+ get_expr_from_gene_list(genes_interest$gene, genes_interest$hgnc_symbol)
+
+full_data <- dge_tpms %>%
+ left_join(metadata, by = "run")
+
+selected_genes <- c("ATAT1", "DDX39B")
+
+two_genes_df <- diff_df %>%
+ filter(hgnc_symbol == selected_genes) %>%
+ dplyr::select(gene, hgnc_symbol) %>%
+ distinct()
+
+selected_tpms <-
+ get_expr_from_gene_list(two_genes_df$gene, selected_genes)
+
+two_gene_data <- selected_tpms %>%
+ left_join(metadata, by = "run")
+
+if(!dir.exists("results/sym_reg/")) {
+ dir.create("results/sym_reg/")
+}
+
+readr::write_tsv(two_gene_data, "results/sym_reg/selected_genes_for_reg.tsv")
+readr::write_tsv(full_data, "results/sym_reg/genes_for_reg.tsv")
diff --git a/scripts/compile_DTU.R b/scripts/compile_DTU.R
new file mode 100644
index 0000000..1240f5c
--- /dev/null
+++ b/scripts/compile_DTU.R
@@ -0,0 +1,42 @@
+library(dplyr)
+library(purrr)
+library(IsoformSwitchAnalyzeR)
+
+# 1. Get all results from ISA ------
+
+files <-
+ list.files(
+ "results/ISA/",
+ pattern = "pass2",
+ recursive = T,
+ full.names = T
+ )
+isa_df <- map_dfr(files, ~ {
+ load(.x)
+ SwitchList_2$isoformFeatures
+})
+
+# 2. Filter results by conditions and save full result -----
+
+condition_1_male <- grepl("CTRL_male", isa_df$condition_1)
+condition_2_male <- grepl("MDD_male", isa_df$condition_2)
+condition_1_female <- grepl("CTRL_female", isa_df$condition_1)
+condition_2_female <- grepl("MDD_female", isa_df$condition_2)
+
+isa_df <- isa_df[(condition_1_male & condition_2_male) |
+ (condition_1_female & condition_2_female), ]
+
+save(isa_df, file = "results/ISA/DTU_df.rda")
+
+# 3. Get dataframe with biotypes ----
+
+dtu_w_biotypes <- isa_df %>%
+ mutate(
+ gene_id = gsub("\\.\\d+", "", gene_id),
+ isoform_id = gsub("\\.\\d+", "", isoform_id)
+ ) %>%
+ filter(isoform_switch_q_value <= 0.05) %>%
+ mutate(group = gsub("_CTRL", "", condition_1)) %>%
+ dplyr::select(isoform_id, iso_biotype, group)
+
+readr::write_csv(dtu_w_biotypes, file = "results/ISA/dtu_w_biotype.csv")
diff --git a/scripts/create_metadata_patients_table.R b/scripts/create_metadata_patients_table.R
new file mode 100644
index 0000000..2f255be
--- /dev/null
+++ b/scripts/create_metadata_patients_table.R
@@ -0,0 +1,44 @@
+
+# Relate patients to their respective samples -----------------------------
+
+library(dplyr)
+library(tidyr)
+library(janitor)
+
+# Get organized metadata about each patient -------------------------------
+# This metadata comes from the supplementary material that can be found here:
+# http://neuroscience.mssm.edu/nestler/contecenter/Cohort%201%20Metadata.pdf
+patients <- read.csv("~/Downloads/Metadata.csv")
+
+# Organize data for further merge
+colnames(patients) <- make_clean_names(colnames(patients))
+patients <- patients %>%
+ pivot_longer(cg25:sub, names_to = "region", values_to = "rin") %>%
+ select(patients = samples, gender, region, group, age, pmi, ph, rin) %>%
+ mutate(across(where(is.numeric), ~ as.character(.)),
+ gender = tolower(gender))
+
+# Get samples metadata ----------------------------------------------------
+
+ann <- read.csv("data/meta/SraRunTable.txt", stringsAsFactors = F, header = T)
+colnames(ann) <- tolower(colnames(ann))
+ann <- ann %>%
+ dplyr::select(run, ph, rin, pmi, age, phenotype, gender, tissue, organism) %>%
+ filter(organism == "Homo sapiens") %>%
+ mutate(region = case_when(
+ tissue == "Orbitofrontal (OFC; BA11)" ~ "OFC",
+ tissue == "Dorsolateral prefrontal cortex (dlPFC; BA8/9)" ~ "dlPFC",
+ tissue == "Cingulate gyrus 25 (Cg25)" ~ "Cg25",
+ tissue == "Anterior Insula (aINS)" ~ "aINS",
+ tissue == "Nucleus Accumbens (Nac)" ~ "Nac",
+ tissue == "Subiculum (Sub)" ~ "Sub"
+ ),
+ region = tolower(region)) %>%
+ dplyr::rename(sample_id = run) %>%
+ dplyr::select(sample_id, ph, rin, pmi, age, group = phenotype, gender, region) %>%
+ mutate(across(where(is.numeric), ~ as.character(.)))
+
+
+patients_metadata_table <- inner_join(ann, patients, by = c("gender", "group", "region", "ph", "rin", "pmi", "age"))
+
+write.csv(patients_metadata_table, file = "results/tables/patients_metadata.csv", quote = F, row.names = F)
diff --git a/scripts/diff_tx_correct.R b/scripts/diff_tx_correct.R
index dea68a1..aea757d 100644
--- a/scripts/diff_tx_correct.R
+++ b/scripts/diff_tx_correct.R
@@ -5,7 +5,7 @@ library(stageR)
library(GenomicFeatures)
# Load TX data from differential expression
-load("results/diff_exp/tx_rin_ph_diff.rda")
+load("results/diff_exp/edger_tx_rin_ph_diff.rda")
df_res <- df_edger_ph_rin_group_tx
colnames(df_res)[1] <- "tx"
@@ -13,10 +13,10 @@ colnames(df_res)[1] <- "tx"
df_res$tx <- gsub("\\.+\\d+", "", rownames(df_res))
# Load transcript-gene info -----------------------------------------------
-# gtf <- "data/genome/Homo_sapiens.GRCh38.97.gtf.gz"
-# txdb.filename <- "data/genome/Homo_sapiens.GRCh38.97.gtf.sqlite"
-gtf <- "Homo_sapiens.GRCh38.97.gtf.gz"
-txdb.filename <- "Homo_sapiens.GRCh38.97.gtf.sqlite"
+gtf <- "data/genome/Homo_sapiens.GRCh38.97.gtf.gz"
+txdb.filename <- "data/genome/Homo_sapiens.GRCh38.97.gtf.sqlite"
+#gtf <- "Homo_sapiens.GRCh38.97.gtf.gz"
+#txdb.filename <- "Homo_sapiens.GRCh38.97.gtf.sqlite"
# Load db
txdb <- loadDb(txdb.filename)
@@ -72,7 +72,7 @@ for (i in 1:length(regions)) {
# Get the corrected values
padj <- getAdjustedPValues(stageRObj, order = TRUE, onlySignificantGenes = T)
- padj <- padj[!padj$transcript == 0,]
+ # padj <- padj[!padj$transcript == 0,]
if (nrow(padj) == 0) {
ls_temp[[j]] <- NULL
@@ -93,7 +93,7 @@ if(!dir.exists("results/diff_exp/")) {
}
# Save results
-save(df_res_padj, file = "results/diff_exp/diff_tx_corrected.rda")
+save(df_res_padj_tx, file = "results/diff_exp/diff_tx_corrected.rda")
diff --git a/scripts/edger_diff_gene.R b/scripts/edger_diff_gene.R
index c7c2ea9..00ea839 100644
--- a/scripts/edger_diff_gene.R
+++ b/scripts/edger_diff_gene.R
@@ -2,6 +2,8 @@
# GENE
library(edgeR)
+library(dplyr)
+library(purrr)
# Load metadata -----------------------------------------------------------
load("results/important_variables/ann.rda")
@@ -14,14 +16,29 @@ load("results/txi/txi_gene.rda")
# Differential expression -------------------------------------------------
-# Creating dds object with design matrix including the selected covariate ('rin' and 'ph')
-y <- DGEList(counts = txi$counts,
- group = ann$group)
+# Creating DGElist object with design matrix including selected covariates ('rin' and 'ph').
+# See https://bioconductor.org/packages/release/bioc/vignettes/tximport/inst/doc/tximport.html#edgeR
+counts <- txi$counts
+norm_mat <- txi$length
+norm_mat <- norm_mat/exp(rowMeans(log(norm_mat)))
+norm_counts <- counts / norm_mat
+eff_library_size <- calcNormFactors(norm_counts, method = "TMM") * colSums(norm_counts)
+norm_mat <- sweep(norm_mat, 2, eff_library_size, "*")
+norm_mat <- log(norm_mat)
+
+# Creating a DGEList object for use in edgeR.
+y <- DGEList(counts, group = ann$group)
+y <- scaleOffset(y, norm_mat)
# Design matrix
design <- model.matrix(~ 0 + ph + rin + group, data = ann)
colnames(design)[3:ncol(design)] <- gsub("group", "", colnames(design)[3:ncol(design)])
+# design <- model.matrix(~ 0 + ph + rin + region:phenotype:gender, data = ann)
+# colnames(design)[3:ncol(design)] <- sapply(strsplit(colnames(design)[3:ncol(design)], ":"), function(x) {
+# paste(gsub("region", "", x[1]), gsub("phenotype", "", x[2]), gsub("gender", "", x[3]), sep = "_")
+# })
+
ct <- makeContrasts(
aINS_female = aINS_MDD_female-aINS_CTRL_female,
aINS_male = aINS_MDD_male-aINS_CTRL_male,
@@ -38,17 +55,17 @@ ct <- makeContrasts(
levels = design
)
-# Filter low expression genes
+# Filter genes of low expression
keep <- filterByExpr(y, group = y$samples$group)
-y <- y[keep, , keep.lib.sizes = FALSE]
+y <- y[keep,]
# TMM normalization
-y <- calcNormFactors(y)
+# y <- calcNormFactors(y)
-# Estimate dispersions with
+# Estimate dispersions with 'estimateGLMRobustDisp'
y <- estimateGLMRobustDisp(y, design = design, verbose = T)
-# Fit
+# Fit model
fit <- glmFit(y, design = design)
# Extract results for each comparison
@@ -56,7 +73,7 @@ fit <- glmFit(y, design = design)
# Summary dataframe
map_df(comp, function(c) {
- cat("Comparison: ", c)
+ cat("Comparison: ", c, )
lrt <- glmLRT(fit, contrast = ct[, c])
df <- topTags(lrt, n = Inf, adjust.method = "BH", p.value = 0.05)$table
@@ -74,4 +91,9 @@ map(comp, function(c) {
}) -> lrt_comp
names(lrt_comp) <- comp
-save(df_edger_ph_rin_group_gene, lrt_comp, file = "results/diff_exp/edger_gene_rin_ph_diff.rda")
\ No newline at end of file
+if(!dir.exists("results/diff_exp/")) {
+ dir.create("results/diff_exp/")
+}
+
+save(df_edger_ph_rin_group_gene, lrt_comp, file = "results/diff_exp/edger_gene_rin_ph_diff.rda")
+
diff --git a/scripts/enrichment.R b/scripts/enrichment.R
index 18628b6..4ff7329 100644
--- a/scripts/enrichment.R
+++ b/scripts/enrichment.R
@@ -84,6 +84,7 @@ transform_to_df <- function(enrichment, padj_cutoff = 0.05){
save_df <- function(enrichment, file){
enrichment %>%
bind_rows() %>%
+ mutate(qvalue = scales::scientific(qvalue)) %>%
write_csv(file=file)
}
diff --git a/scripts/gwas_intersections.R b/scripts/gwas_intersections.R
index 88c651b..66daf0a 100644
--- a/scripts/gwas_intersections.R
+++ b/scripts/gwas_intersections.R
@@ -1,38 +1,94 @@
+
+# GWAS risk variants ------------------------------------------------------
+
library(dplyr)
-library(readr)
+library(purrr)
library(gwasrapidd)
+library(biomaRt)
+library(tidyr)
-load("results/diff_exp/diff_df.rda")
+# Get studies related to 'major depressive disorder' and 'unipolar depression'.
+efo_id <- c(
+ unipolar_depression = "EFO_0003761",
+ major_depressive_disorder = "MONDO_0002009"
+)
+mdd_results <- get_studies(efo_id = efo_id, set_operation = "intersection")
+
+mdd_filtered <- mdd_results@publications %>%
+ filter(publication_date > "2018-01-01")
+
+# From the results above, we manually removed studies that involved different themes,
+# such as other psychiatric conditions. The results are shown in 'mdd_filtered.csv'
+mdd_filtered <- read.csv("results/tables/mdd_filtered.csv")
+studies <- unique(mdd_filtered$study_id)
+
+# Gather results from association and variation annotation from the GWAS Catalog.
+map_dfr(studies, function(study_id) {
+
+ variants <- get_variants(study_id = study_id, set_operation = "intersection")
+
+ variant_gc_data <- variants@genomic_contexts %>%
+ dplyr::select(variant_id, chromosome_name, chromosome_position)
+
+ variant_var_data <- variants@variants %>%
+ dplyr::select(variant_id, functional_class)
-get_study_variants <- function(study_id) {
+ variant_data <- inner_join(variant_gc_data, variant_var_data, by = c("variant_id"))
- variants <- get_variants(study_id = study_id)
+ associations <- get_associations(study_id = study_id, set_operation = "intersection")
- var_ensg_ids <- variants@ensembl_ids
- var_variantinfo <- variants@variants %>%
- select(variant_id, functional_class)
+ assoc_1 <- associations@risk_alleles %>%
+ dplyr::select(association_id, variant_id, risk_allele, risk_frequency, genome_wide)
+ assoc_2 <- associations@associations %>%
+ dplyr::select(association_id, pvalue, pvalue_description, range, beta_number, beta_direction)
+
+ associations_data <- purrr::reduce(list(assoc_1, assoc_2), inner_join, by = "association_id")
- var_ensg_ids %>%
- left_join(var_variantinfo, by = "variant_id") %>%
- mutate(study = study_id)
+ associations_data
+
+ inner_join(associations_data, variant_data, by = "variant_id") %>%
+ distinct()
-}
+}) -> res_gwas
-wray2018 <- 'GCST005839'
-howard2018 <- 'GCST005902'
-howard2019 <- 'GCST007342'
-hyde2016 <- 'GCST006041'
+# Filter alleles by their level of significance < 1e-6
+chrom <- c(1:22, "X", "Y", "MT")
+res_gwas %>%
+ filter(!is.na(risk_allele), pvalue < 1e-6, chromosome_name %in% chrom) -> risk_alleles
-studies <- c(wray2018, howard2018, howard2019, hyde2016)
+# Get ensembl variation information
+ensembl <- useEnsembl("snps", "hsapiens_snp")
-gwas_mdd <- lapply(studies, get_study_variants) %>%
- bind_rows()
+# Get the correct gene names associated to each variant.
+# This is important because the GWAS Catalog API doesn't provide consistent
+# information about the gene-variant annotation.
+alleles <- unique(risk_alleles$variant_id)
-intersection <- diff_df %>%
- inner_join(gwas_mdd, by = c("gene" = "ensembl_id")) %>%
- unique()
+dict <- getBM(attributes = c("ensembl_gene_name", "refsnp_id"),
+ filters = "snp_filter",
+ values = alleles,
+ mart = ensembl)
-intersection %>%
- write_csv("results/tables/gwas_intersection.csv")
+# Join information from Ensembl variation
+risk_alleles <- risk_alleles %>%
+ left_join(dict, by = c("variant_id" = "refsnp_id"))
+# Information about the risk alleles
+n_distinct(risk_alleles$variant_id)
+
+# Gather information of TAGs and genes annotated for risk alleles
+load("results/diff_exp/diff_df.rda")
+intersection <- inner_join(risk_alleles, diff_df, by = c("ensembl_gene_name" = "gene"))
+
+# Save
save(intersection, file = "results/diff_exp/gwas_intersections.rda")
+write.csv(intersection, file = "results/tables/gwas_intersection.csv", row.names = F, quote = F)
+
+# Create Supplementary Table
+intersection %>%
+ separate(group, into = c("region", "sex"), sep = "_") %>%
+ dplyr::select(sex, region, hgnc_symbol, type, variant_id, functional_class, pvalue) %>%
+ mutate(pvalue = as.character(scales::scientific(pvalue))) %>%
+ arrange(sex, region) %>%
+ write.csv("results/tables/table2_gwas.csv", row.names = F, quote = F)
+
diff --git a/scripts/impute_meta.R b/scripts/impute_meta.R
index 2be92e5..955b9c2 100644
--- a/scripts/impute_meta.R
+++ b/scripts/impute_meta.R
@@ -60,10 +60,10 @@ ann_complete <- ann_complete %>%
sum(sapply(ann_complete, function(i) sum(is.na(i)) )) == 0
# Scale continuos variables
-ann_complete$age <- scale(ann_complete$age)
-ann_complete$pmi <- scale(ann_complete$pmi)
-ann_complete$rin <- scale(ann_complete$rin)
-ann_complete$ph <- scale(ann_complete$ph)
+ann_complete$age <- scale(ann_complete$age)[,1]
+ann_complete$pmi <- scale(ann_complete$pmi)[,1]
+ann_complete$rin <- scale(ann_complete$rin)[,1]
+ann_complete$ph <- scale(ann_complete$ph)[,1]
# Transform categorical data
ann_complete$gender <- as.numeric(as.factor(ann_complete$gender))
diff --git a/scripts/intersection_analysis.R b/scripts/intersection_analysis.R
index b55520c..f49c9ef 100644
--- a/scripts/intersection_analysis.R
+++ b/scripts/intersection_analysis.R
@@ -22,19 +22,37 @@ l_type <- lapply(split(diff_df$gene, diff_df$type), unique)
upset(fromList(l_type), text.scale = c(1.5, 2, 1, 1.5, 2, 3), point.size = 5, nintersects = NA)
dev.off()
+png("results/intersects/genes_by_type.png", width = 20, height = 14, units = "cm", res = 300)
+l_type <- lapply(split(diff_df$gene, diff_df$type), unique)
+upset(fromList(l_type), text.scale = c(1.5, 2, 1, 1.5, 2, 3), point.size = 5, nintersects = NA)
+dev.off()
+
# By groups in each sex
+
+# Female
pdf("results/intersects/genes_by_group_female.pdf", height = 7, width = 15)
l_group_female <- lapply(split(diff_df$gene[diff_df$sex == "female"], diff_df$group[diff_df$sex == "female"]), unique)
upset(fromList(l_group_female), nsets = length(l_group_female), text.scale = c(1.5, 1.5, 1, 1, 2, 2),
point.size = 3, nintersects = NA)
dev.off()
+png("results/intersects/genes_by_group_female.png", width = 20, height = 14, units = "cm", res = 300)
+upset(fromList(l_group_female), nsets = length(l_group_female), text.scale = c(1.5, 1.5, 1, 1, 2, 2),
+ point.size = 3, nintersects = NA)
+dev.off()
+
+# Male
pdf("results/intersects/genes_by_group_male.pdf", height = 7, width = 15)
l_group_male <- lapply(split(diff_df$gene[diff_df$sex == "male"], diff_df$group[diff_df$sex == "male"]), unique)
upset(fromList(l_group_male), nsets = length(l_group_male), text.scale = c(1.5, 1.5, 1, 1, 2, 2),
point.size = 3, nintersects = NA)
dev.off()
+png("results/intersects/genes_by_group_male.png", width = 20, height = 14, units = "cm", res = 300)
+upset(fromList(l_group_male), nsets = length(l_group_male), text.scale = c(1.5, 1.5, 1, 1, 2, 2),
+ point.size = 3, nintersects = NA)
+dev.off()
+
# By regions
pdf("results/intersects/genes_by_regions.pdf", height = 7, width = 15)
l_regions <- lapply(split(diff_df$gene, diff_df$region), unique)
@@ -42,12 +60,22 @@ upset(fromList(l_regions), nsets = length(l_regions), text.scale = c(1.5, 1.5, 1
point.size = 3, nintersects = NA)
dev.off()
+png("results/intersects/genes_by_region.png", width = 20, height = 14, units = "cm", res = 300)
+upset(fromList(l_regions), nsets = length(l_regions), text.scale = c(1.5, 1.5, 1, 1, 2, 2),
+ point.size = 3, nintersects = NA)
+dev.off()
+
# By sex
pdf("results/intersects/genes_by_sex.pdf", height = 5, width = 10)
l_sex <- lapply(split(diff_df$gene, diff_df$sex), unique)
upset(fromList(l_sex), nsets = length(l_sex), text.scale = c(1.5, 2, 1, 1.5, 2, 3))
dev.off()
+png("results/intersects/genes_by_sex.png", width = 20, height = 14, units = "cm", res = 300)
+upset(fromList(l_sex), nsets = length(l_sex), text.scale = c(1.5, 1.5, 1, 1, 2, 2),
+ point.size = 3, nintersects = NA)
+dev.off()
+
# Get the list of genes for each intersection
get_intersect_genes <- function(ls) {
tmp <- gplots::venn(ls, show.plot = F)
diff --git a/scripts/metadata.R b/scripts/metadata.R
index 2793e2c..7e85ed0 100644
--- a/scripts/metadata.R
+++ b/scripts/metadata.R
@@ -22,13 +22,21 @@ ann <- ann %>%
dplyr::select(sample_id, ph, rin, phenotype, gender, region, group)
# Scale ph and rin
-ann$ph <- scale(ann$ph)
-ann$rin <- scale(ann$rin)
+ann$ph <- scale(ann$ph)[,1]
+ann$rin <- scale(ann$rin)[,1]
rownames(ann) <- ann$sample_id
ann$sample_id <- NULL
+# Keep the full dataframe
+ann_full <- ann
+
+# Remove samples "SRR5961961" and "SRR5961809" that appeared as outliers on robust pca analysis
+ann <- ann %>%
+ filter(!(rownames(ann) %in% c("SRR5961961", "SRR5961809")))
+
# Save (this metadata will be used in all future models)
save(ann, file = "results/important_variables/ann.rda")
+save(ann_full, file = "results/important_variables/ann_full.rda")
diff --git a/scripts/network.R b/scripts/network.R
index 7b9d019..34eefc4 100644
--- a/scripts/network.R
+++ b/scripts/network.R
@@ -10,7 +10,7 @@ library(ggraph)
library(magrittr)
library(RedeR)
-# ------------------ GET GENES AND INTERACTIONS -------------------------
+# ------------------ GET GENES AND INTERACTIONS ---------------------------
# Load diff genes table
load("results/diff_exp/diff_df.rda")
gwas_intersections <- read_csv("results/tables/gwas_intersection.csv")
@@ -64,6 +64,8 @@ s_map %>%
combinescores(evidences = c("escore", "ascore", "dscore"), confLevel = 0.4) %>%
unique() -> int
+save(int, file = "results/networks/int.rda")
+
# RedeR
# Here we select proper coordinates to our network
@@ -75,13 +77,13 @@ addGraph(rdp, g)
# Using REDER, we selected the best visualization for our network.
# Nodes and edges coordinates are saved as nodes2 and edges2 in 'results/networks' directory.
-# Plot network layoout ----------------------------------------------------
+# Plot network layout ----------------------------------------------------
-# nodes <- read_tsv("results/networks/nodes2")
-# edges <- read_delim("results/networks/edges2", delim = "\t")
+nodes <- read_tsv("results/networks/model_nodes.txt")
+edges <- read_delim("results/networks/model_edges.txt")
-nodes <- read_tsv("~/Área de trabalho/redes/v3/nodes4")
-edges <- read_delim("~/Área de trabalho/redes/v3/edges4", delim = "\t")
+# Import nodes coordinates determined by vivagraph
+layout <- read.csv("results/networks/layout.csv")
# Mark nodes as GWAS
nodes %<>%
@@ -90,8 +92,8 @@ nodes %<>%
# Plot
g <- graph_from_data_frame(edges, nodes, directed = F)
-V(g)$x <- nodes$x
-V(g)$y <- nodes$y
+V(g)$x <- layout[,1]
+V(g)$y <- layout[,2]
V(g)$size <- 1
V(g)$a <- ifelse(V(g)$alias %in% unique(diff_df$hgnc_symbol[diff_df$type == "DGE"]), 1, 0)
V(g)$b <- ifelse(V(g)$alias %in% unique(diff_df$hgnc_symbol[diff_df$type == "DTE"]), 1, 0)
@@ -104,27 +106,32 @@ ggraph(g, x = x, y = y) +
data = as_data_frame(g, "vertices") %>% filter(gwas == "gwas"),
colour = NA,
n = 5,
- pie_scale = 1.3,
+ pie_scale = 0.9,
show.legend = F) +
geom_scatterpie(
cols = c("a", "b", "c"),
data = as_data_frame(g, "vertices") %>% filter(gwas == "not_gwas"),
colour = NA,
- pie_scale = 0.2,
+ pie_scale = 0.3,
show.legend = F
) +
- geom_node_text(aes(label = alias), size = 1.1, nudge_x = 10, nudge_y = 10) +
+ #geom_node_text(aes(label = alias), size = 1.7, nudge_x = 2, nudge_y = 4) +
#geom_node_label(aes(label = alias)) +
scale_fill_manual(values = c("#0ac80aff", "#4f4affff", "#ff822fff")) +
coord_fixed() +
theme_graph() -> p
# Save
-svg(filename = "results/plots_paper/rede2.svg", height = 10, width = 10)
+
+if(!dir.exists("results/plots_paper/")) {
+ dir.create("results/plots_paper")
+}
+
+pdf(file = "~/Área de Trabalho/network.pdf", height = 15, width = 15)
print(p)
dev.off()
-# Percentage of total genes in the network: 43,72%%
+# Percentage of total genes in the network: 51,24%
n_distinct(nodes$alias) / n_distinct(diff_df$hgnc_symbol)
@@ -219,7 +226,7 @@ set_graph_params <- function(g, dict, f_ls) {
l_groups <- map(split(diff_df$hgnc_symbol, diff_df$group), unique)
-graphs_by_group <- imap(l_groups, function(x, i){
+graphs_by_group <- imap(l_groups, function(x, i) {
# CHANGE HERE IF YOU WANT FIRST NEIGHBORS
# (also remember to change the path)
@@ -234,14 +241,14 @@ graphs_by_group <- imap(l_groups, function(x, i){
# To set all gene labels, set diff_df instead of diff_temp
g <- set_graph_params(g, dc, f_ls)
- if(include_first_neighbors){
+ if(include_first_neighbors) {
colors_list <- V(g)$pie
degrees <- degree(g,v=V(g))
filter <- !(paste(colors_list) == "c(1, 0, 0, 0)" & degrees == 1)
g <- induced_subgraph(g, filter)
}
- if(length(V(g)$pie.color) != 0){
+ if(length(V(g)$pie.color) != 0) {
pdf(paste0("results/networks/", i, ".pdf"), width = 10, height = 10)
plot(g)
dev.off()
diff --git a/scripts/network_groups.R b/scripts/network_groups.R
new file mode 100644
index 0000000..130d56a
--- /dev/null
+++ b/scripts/network_groups.R
@@ -0,0 +1,149 @@
+
+library(dplyr)
+library(tidyr)
+library(patchwork)
+library(ggplot2)
+library(ggraph)
+
+
+# Create individual networks ----------------------------------------------
+
+load("results/networks/graphs_by_group_wo_nbor.rda")
+load("results/diff_exp/diff_df.rda")
+load("results/networks/int.rda")
+
+make_graph_by_group <- function(genes, group_name, diff_df, int, nx = 0.3, ny = 0.3, ps = 0.5) {
+
+ if(!is.null(genes)) {
+
+ diff_df_temp <- diff_df %>%
+ dplyr::select(hgnc_symbol, type, group) %>%
+ dplyr::filter(hgnc_symbol %in% genes, group %in% group_name) %>%
+ distinct()
+
+ int_temp <- int %>%
+ filter(preferredName_A %in% diff_df_temp$hgnc_symbol, preferredName_B %in% diff_df_temp$hgnc_symbol)
+
+ g <- graph_from_edgelist(as.matrix(int_temp[,c(1,2)]))
+
+ # lay <- create_layout(g, layout = "nicely")
+ # V(g)$x <- lay[,"x"]
+ # V(g)$y <- lay[,"y"]
+ V(g)$a <- ifelse(V(g)$name %in% unique(diff_df$hgnc_symbol[diff_df$type == "DGE"]), 1, 0)
+ V(g)$b <- ifelse(V(g)$name %in% unique(diff_df$hgnc_symbol[diff_df$type == "DTE"]), 1, 0)
+ V(g)$c <- ifelse(V(g)$name %in% unique(diff_df$hgnc_symbol[diff_df$type == "DTU"]), 1, 0)
+
+ layout <- easylayout::vivagraph(graphs_by_group[[group_name]]$graph, pin_nodes = FALSE)
+ layout <- easylayout::vivagraph(graphs_by_group[[group_name]]$graph, layout = layout, pin_nodes = TRUE, pinned_cols = 10, lcc_margin_left = 500)
+ V(g)$x <- layout[, 1]
+ V(g)$y <- layout[, 2]
+
+ # buffer <- c(-2, 2)
+ # xlims <- ceiling(range(V(g)$x)) + buffer
+ # ylims <- ceiling(range(V(g)$y)) + buffer
+
+ #xlims <- ylims <- c(-50, 50)
+
+ ggraph(g, x = x, y = y) +
+ geom_edge_link0(edge_color = "gray", alpha = 0.7, width = 0.2) +
+ geom_scatterpie(
+ data = as_data_frame(g, "vertices"),
+ cols = c("a", "b", "c"),
+ color = NA,
+ pie_scale = ps,
+ show.legend = F) +
+ geom_node_text(aes(label = name), size = 1, nudge_x = nx, nudge_y = ny) +
+ scale_fill_manual(values = c("#0ac80aff", "#4f4affff", "#ff822fff")) +
+ coord_fixed() +
+ theme_void() +
+ theme(plot.margin = margin(3,1,1.5,3, "cm")) -> plot_g
+
+ return(plot_g)
+
+ } else {
+
+ return(NULL)
+
+ }
+
+}
+
+imap(graphs_by_group, ~ {
+
+make_graph_by_group(.x$genes_from_graph, .y, diff_df, int)
+
+}) %>%
+ discard(is.null) -> ls_graphs
+
+
+design_female <- "
+AB
+CD
+EE
+EE
+"
+
+wrap_plots(ls_graphs[c(1,2,4,5,7)], design = design_female)
+ggsave("results/networks/ppi_female.pdf", height = 10, width = 10)
+
+
+# -------------------------------------------------------------------------
+
+make_graph_by_group(graphs_by_group$aINS_female$genes_from_graph,
+ group_name = "aINS_female",
+ diff_df = diff_df,
+ int = int,
+ nx = 0.1, ny = 0.1)
+ggsave(filename = "results/networks/aINS_female.pdf", width = 5, height = 5)
+
+
+make_graph_by_group(graphs_by_group$Cg25_female$genes_from_graph,
+ group_name = "Cg25_female",
+ diff_df = diff_df,
+ int = int,
+ nx = 0.1, ny = 0.1)
+ggsave(filename = "results/networks/Cg25_female.pdf", width = 5, height = 5)
+
+make_graph_by_group(graphs_by_group$dlPFC_female$genes_from_graph,
+ group_name = "dlPFC_female",
+ diff_df = diff_df,
+ int = int,
+ nx = 0.1, ny = 0.1)
+ggsave(filename = "results/networks/dlPFC_female.pdf", width = 5, height = 5)
+
+make_graph_by_group(graphs_by_group$Nac_female$genes_from_graph,
+ group_name = "Nac_female",
+ diff_df = diff_df,
+ int = int,
+ nx = 0.2, ny = 0.2)
+ggsave(filename = "results/networks/Nac_female.pdf", width = 5, height = 5)
+
+make_graph_by_group(graphs_by_group$OFC_female$genes_from_graph,
+ group_name = "OFC_female",
+ diff_df = diff_df,
+ int = int,
+ nx = 0.2, ny = 0.2, ps = 0.3)
+ggsave(filename = "results/networks/OFC_female.pdf", width = 14, height = 14)
+
+###
+make_graph_by_group(graphs_by_group$Nac_male$genes_from_graph,
+ group_name = "Nac_male",
+ diff_df = diff_df,
+ int = int,
+ nx = 0.2, ny = 0.2)
+ggsave(filename = "results/networks/Nac_male.pdf", width = 5, height = 5)
+
+make_graph_by_group(graphs_by_group$Cg25_male$genes_from_graph,
+ group_name = "Cg25_male",
+ diff_df = diff_df,
+ int = int,
+ nx = 0.2, ny = 0.2, ps = 0.3)
+ggsave(filename = "results/networks/Cg25_male.pdf", width = 10, height = 10)
+
+
+make_graph_by_group(graphs_by_group$Sub_male$genes_from_graph,
+ group_name = "Sub_male",
+ diff_df = diff_df,
+ int = int,
+ nx = 0.2, ny = 0.2)
+ggsave(filename = "results/networks/Sub_male.pdf", width = 7, height = 7)
diff --git a/scripts/network_layout.R b/scripts/network_layout.R
new file mode 100644
index 0000000..7d90c3a
--- /dev/null
+++ b/scripts/network_layout.R
@@ -0,0 +1,22 @@
+
+# Create network layout with vivagraph ------------------------------------
+
+library(easylayout)
+
+# Read igraph data
+load("results/networks/int.rda")
+
+# Create graph
+g <- graph_from_edgelist(as.matrix(int[,1:2]), directed = F)
+
+# Organize main layout
+layout <- easylayout::vivagraph(g)
+
+# Pin unconnected nodes
+layout <- easylayout::vivagraph(g, layout = layout, pin_nodes = TRUE, pinned_cols = 9, pinned_rows = 10)
+
+# Save layout
+colnames(layout) <- c("x", "y")
+
+layout %>%
+ write.csv("results/networks/layout.csv", quote = F, row.names = F)
diff --git a/scripts/organize_dge_dte_after_filtering.R b/scripts/organize_dge_dte_after_filtering.R
index ac22cec..0ba17d8 100644
--- a/scripts/organize_dge_dte_after_filtering.R
+++ b/scripts/organize_dge_dte_after_filtering.R
@@ -16,7 +16,7 @@ imap_dfr(lrt_comp, function(x, y) {
tibble::rownames_to_column("tx") %>%
mutate(tx = gsub("\\.+\\d+", "", tx),
group = y) %>%
- select(tx, logFC, group)
+ dplyr::select(tx, logFC, group)
return(df)
}) -> logFC_tx
@@ -30,7 +30,7 @@ df_res_padj_tx_out_filtered <- anti_join(df_res_padj_tx, outliers_samples_dte, b
load("results/diff_exp/edger_gene_rin_ph_diff.rda")
df_res_padj_gene_out_filtered <- anti_join(df_edger_ph_rin_group_gene, outliers_samples_dge, by = c("gene", "group"))
-save(df_res_padj_gene_out_filtered, df_res_padj_tx_out_filtered, file = "df_res_dge_dte.rda")
+save(df_res_padj_gene_out_filtered, df_res_padj_tx_out_filtered, file = "results/diff_exp/df_res_dge_dte.rda")
diff --git a/scripts/outliers_edge_ppcseq_gene.R b/scripts/outliers_edge_ppcseq_gene.R
index 4744c10..3099470 100644
--- a/scripts/outliers_edge_ppcseq_gene.R
+++ b/scripts/outliers_edge_ppcseq_gene.R
@@ -22,6 +22,8 @@ counts <- txi$counts
# Identify outliers genes in each comparison group
+ann$run <- rownames(ann)
+
comp <- paste(rep(unique(ann$region), each = 2), unique(ann$gender), sep = "_")
map(comp, function(c) {
diff --git a/scripts/plots.rmd b/scripts/plots.rmd
index 8741963..5f81e80 100644
--- a/scripts/plots.rmd
+++ b/scripts/plots.rmd
@@ -13,6 +13,7 @@ Load required packages:
```{r, warning=FALSE, message=FALSE}
library(tidyverse)
library(patchwork)
+library(VennDiagram)
library(UpSetR)
library(ggnewscale)
library(pals)
@@ -20,7 +21,7 @@ library(magrittr)
library(ggh4x)
library(AnnotationDbi)
library(org.Hs.eg.db)
-library(xlsx)
+library(openxlsx)
library(extrafont)
library(VennDiagram)
library(ggvenn)
@@ -61,7 +62,7 @@ diff_df %>%
ggplot(aes(x = col, y = n, fill = type)) +
geom_bar(position = "stack", stat = "identity") +
labs(x = "", y = "Number of transcriptionally altered genes", fill = "") +
- scale_y_continuous(limits = c(0, 1200), breaks = seq(0, 1200, 200)) +
+ scale_y_continuous(limits = c(0, 1400), breaks = seq(0, 1400, 200)) +
scale_fill_manual(values = color_scale) +
theme_classic() +
theme(
@@ -151,7 +152,7 @@ df_plot %>%
ggplot(aes(x = as.numeric(x_axis), y = n, fill = type)) +
geom_bar(stat = "identity", position = "stack") +
facet_grid(cols = vars(region)) +
- scale_y_continuous(name = "Number of transcriptionally altered genes", limits = c(0, 350), breaks = seq(0, 350, 50), minor_breaks = F) +
+ scale_y_continuous(name = "Number of transcriptionally altered genes", limits = c(0, 500), breaks = seq(0, 500, 50), minor_breaks = F) +
#facet_zoom(x = x_axis %in% c("Female", "Male", "Intersection")) +
scale_fill_manual(name = "", values = color_scale) +
scale_x_continuous("",
@@ -180,7 +181,7 @@ diff_df %>%
)) -> tmp8
# Create list of genes in female, in male, and in both sexes
-l_genes <- split(tmp8$gene, tmp8$sex)
+l_genes <- split(tmp8$hgnc_symbol, tmp8$sex)
# Plot Venn diagram
cairo_pdf(file = "results/plots_paper/fig2B.pdf", width = 4, height = 4)
@@ -263,8 +264,7 @@ df_plot2 <- bind_rows(tmp_1, tmp_2)
df_plot2 %<>%
mutate(exclusive = factor(exclusive,
levels = c("2", "3",
- "4", "5",
- "Exclusive")),
+ "4", "Exclusive")),
sex = factor(sex,
levels = c("female", "male"), labels = c("Female", "Male"))
) %>%
@@ -283,9 +283,12 @@ df_plot2 %>%
summarise(n_total = sum(n)) -> tmp_6
# df_plot3 holds the number of genes in the intersection of females and males in each region
-df_plot3 <- inner_join(tmp_6, tmp_5, by = "region")
+df_plot3 <- left_join(tmp_6, tmp_5, by = "region")
df_plot3 %<>%
- mutate(p_intersect = n_intersection/n_total)
+ mutate(
+ n_intersection = ifelse(is.na(n_intersection), 0, n_intersection),
+ p_intersect = n_intersection/n_total
+ )
# Join exclusivity information and intersection information
df_plot2 <- inner_join(df_plot2, df_plot3, by = c("region", "sex"))
@@ -296,13 +299,13 @@ tmp7 <- data.frame(sex = c("Female", "Male"),
xmax = c(1.35,2.35))
df_plot2 <- inner_join(df_plot2, tmp7, by = "sex")
+df_plot2$exclusive <- factor(df_plot2$exclusive, levels = c("4", "3", "2", "Exclusive"))
# Define colors to each intersection
cols_intersects <- c(
"2" = "grey80",
- "3" = "grey60",
- "4" = "grey40",
- "5" = "black",
+ "3" = "grey40",
+ "4" = "black",
"Exclusive" = "#8a0cb1ff"
)
@@ -352,13 +355,46 @@ ggsave("results/plots_paper/fig2C_2.png", height = 4, width = 5, dpi = 300)
```
-## Figure 3
+# Figure 3
+
+```{r}
+# Load enrichment data
+load("results/tx_enrich/go_terms_tx_by_group.rda")
+
+# Create a dataframe with results from OFC (female) and CG25 (male) enrichment
+df_enrich <- bind_rows(enriched_df_diff[["OFC_female"]], enriched_df_diff[["Cg25_male"]])
+
+# Parse gene ratio column
+df_enrich <- df_enrich %>% mutate(
+ n_tag = as.numeric(sapply(strsplit(GeneRatio, split = "\\/"), "[[", 2)),
+ GeneRatio = as.numeric(Count) / n_tag
+)
-Enrichment plot was built as described in `enrichment.R` in `script` directory.
+# Plot
+df_enrich %>%
+ ggplot(aes(x = fct_reorder2(Description, -p.adjust, -Count), y = GeneRatio, size = Count, col = p.adjust)) +
+ geom_point() +
+ facet_grid(rows = vars(group), scales = "free_y", space = "free_y",
+ labeller = as_labeller(c(
+ "Cg25_male" = "Cg25 (male)",
+ "OFC_female" = "OFC (female)"
+ ))) +
+ force_panelsizes(rows = c(0.17, 1)) +
+ scale_color_continuous(limits = c(0, 0.05), breaks = seq(0, 0.05, 0.01)) +
+ labs(x = "", y = "Gene ratio", color = "FDR", size = "Intersection") +
+ coord_flip() +
+ theme_bw() +
+ theme(axis.text.y = element_text(size = 9),
+ strip.text.y = element_text(size = 9))
-## Figure 4 and 5
+ggsave(filename = "results/plots_paper/fig3.pdf", width = 9, height = 6)
+ggsave(filename = "results/plots_paper/fig3.png", width = 9, height = 6)
+```
+
+## Figure 4
+
+Figure 4 was produced on the biotype analysis, in the `summarise_biotypes.R` script.
-Figures 4 and 5 were built as described in `plot_dtu.R` in `script` directory.
# Supplementary Figures
@@ -394,14 +430,15 @@ diff_df %>%
ggplot(aes(x = sex, y = p_gt, fill = gt)) +
geom_bar(stat = "identity") +
facet_grid(.~ region) +
- scale_y_continuous(breaks = seq(0,1,0.2),
- labels = scales::percent(seq(0,1,0.2))) +
+ scale_y_continuous(breaks = seq(0,1,0.25),
+ labels = scales::percent(seq(0,1,0.25))) +
scale_x_discrete(labels = c("female" = expression("\u2640"),
"male" = expression("\u2642"))) +
scale_fill_manual(values = c("G" = "#5E835Fff", "T" = "#85587C"),
labels = c("G" = "Genes", "T" = "Transcripts")) +
labs(x = "", y = "Pergentage of transcriptionally altered genes", fill = "") +
theme_bw() +
+ geom_hline(yintercept = 0.5, lty = 2, lwd = 0.2) +
theme(
strip.background = element_rect(fill = "white"),
axis.text.x = element_text(size = 15, colour = "black"),
@@ -410,7 +447,7 @@ diff_df %>%
)
ggsave("results/plots_paper/percentage_gt.pdf", height = 5, width = 10, device = cairo_pdf)
-ggsave("results/plots_paper/percentage_gt.png", height = 5, width = 10)
+ggsave("results/plots_paper/percentage_gt.png", height = 5, width = 10, dpi = 300)
```
# Supplementary Figure 6
@@ -434,7 +471,7 @@ lapply(c(
})
# Create dataframe with gwas infos
-df <- data.frame(hgnc_symbol = unique(gwas_intersections$gene_name), gwas = "gwas")
+df <- data.frame(hgnc_symbol = unique(gwas_intersections$hgnc_symbol), gwas = "gwas")
# Join gwas info with intersections info
tmp <- inner_join(genes_by_sex, diff_df, by = c("hgnc_symbol"))
@@ -484,37 +521,38 @@ ggsave("results/plots_paper/intersect_sex_by_gwas.png", width = 5, height = 4)
load("results/important_variables/ann.rda")
ann %>%
+ rownames_to_column("run") %>%
dplyr::select(run, phenotype, gender, region) %>%
- count(phenotype, gender, region, name = "number_of_samples") %>%
+ dplyr::count(phenotype, gender, region, name = "number_of_samples") %>%
arrange(gender, region) %>%
- write.xlsx(file = "results/tables/number_of_samples.xlsx", row.names = F)
+ openxlsx::write.xlsx(file = "results/tables/number_of_samples.xlsx", rowNames = F)
```
## Supplementary Table 2
```{r}
diff_df %>%
- write.xlsx(file = "results/tables/TAG.xlsx", row.names = F)
+ openxlsx::write.xlsx(file = "results/tables/TAG.xlsx", row.names = F)
```
## Supplementary Table 3
```{r}
-genes_by_group_female %>%
- write.xlsx(file = "results/tables/intersection_tables.xlsx", row.names = F, sheetName = "Female_Intersections")
+wb <- createWorkbook()
+
+addWorksheet(wb, sheetName = "Female_Intersections")
+writeData(wb, sheet = "Female_Intersections", genes_by_group_female)
-genes_by_group_male %>%
- write.xlsx(file = "results/tables/intersection_tables.xlsx", row.names = F, sheetName = "Male_Intersections",
- append = T)
+addWorksheet(wb, sheetName = "Male_Intersections")
+writeData(wb, sheet = "Male_Intersections", genes_by_group_male)
-genes_by_sex %>%
- write.xlsx(file = "results/tables/intersection_tables.xlsx", row.names = F, sheetName = "Sex_Intersections",
- append = T)
+addWorksheet(wb, sheetName = "Sex_Intersections")
+writeData(wb, sheet = "Sex_Intersections", genes_by_sex)
-genes_by_regions %>%
- write.xlsx(file = "results/tables/intersection_tables.xlsx", row.names = F, sheetName = "Regions_Intersections",
- append = T)
+addWorksheet(wb, sheetName = "Regions_Intersections")
+writeData(wb, sheet = "Regions_Intersections", genes_by_regions)
+saveWorkbook(wb, "results/tables/intersection_tables.xlsx", overwrite = TRUE)
```
@@ -530,7 +568,7 @@ tmp %>%
# left_join(gene_name, by = c("genes" = "ENSEMBL")) %>%
unique() %>%
write_csv("results/tables/intersect_by_type_and_gwas.csv", quote_escape = "none") %>%
- write.xlsx(file = "results/tables/intersect_by_type_and_gwas.xlsx", row.names = F, showNA = F)
+ openxlsx::write.xlsx(file = "results/tables/intersect_by_type_and_gwas.xlsx", row.names = F, showNA = F)
overlap_list(l_group_female) %>%
tibble::rownames_to_column("gene") %>%
@@ -539,7 +577,7 @@ overlap_list(l_group_female) %>%
arrange(desc(exclusive)) %>%
unique() %>%
write_csv("results/tables/intersect_regions_by_sex_female.csv", quote_escape = "none") %>%
- write.xlsx(file = "results/tables/intersect_regions_by_sex_female.xlsx", row.names = F, showNA = F)
+ openxlsx::write.xlsx(file = "results/tables/intersect_regions_by_sex_female.xlsx", row.names = F, showNA = F)
overlap_list(l_group_male) %>%
tibble::rownames_to_column("gene") %>%
@@ -548,7 +586,7 @@ overlap_list(l_group_male) %>%
arrange(desc(exclusive)) %>%
unique() %>%
write_csv("results/tables/intersect_regions_by_sex_male.csv", quote_escape = "none") %>%
- write.xlsx(file = "results/tables/intersect_regions_by_sex_male.xlsx", row.names = F, showNA = F)
+ openxlsx::write.xlsx(file = "results/tables/intersect_regions_by_sex_male.xlsx", row.names = F, showNA = F)
```
diff --git a/scripts/rank_variables.R b/scripts/rank_variables.R
index bdea6cc..199701a 100644
--- a/scripts/rank_variables.R
+++ b/scripts/rank_variables.R
@@ -13,6 +13,9 @@ library(RColorBrewer)
# Load predicted metadata
load("results/important_variables/ann_complete.rda")
+ann_complete <- ann_complete %>%
+ dplyr::rename(sex = gender)
+
# Organize predicted metadata
ann_regression <- ann_complete
ann_pca <- ann_complete
@@ -23,7 +26,8 @@ lapply(seq_along(ann_pca), function(i) {
})
ann_pca$phenotype <- factor(ann_pca$phenotype, levels = c("1", "2"), labels = c("CTRL", "MDD"))
ann_pca$region <- sapply(strsplit(ann_pca$group, split = "_"), "[[", 1)
-ann_pca$gender <- factor(ann_pca$gender, levels = c("1", "2"), labels = c("female", "male"))
+ann_pca$sex <- factor(ann_pca$sex, levels = c("1", "2"), labels = c("female", "male"))
+
rm("ann_complete")
@@ -77,16 +81,16 @@ p_kallisto <- pca(assay(vds), metadata = ann_regression)
df <- data.frame(PC1 = p_kallisto$rotated[,1],
PC2 = p_kallisto$rotated[,2],
- gender = ann_pca$gender,
+ sex = ann_pca$sex,
group = paste(ann_pca$region, ann_pca$phenotype, sep = "_"),
stringsAsFactors = F)
cols <- brewer.paired(12)
cols[11] <- "#e0e05cf8"
names(cols) <- unique(df$group)[order(sapply(strsplit(unique(df$group), split = "_"), "[[", 1))]
-ggplot(df, aes(x = PC1, y = PC2, col = group, shape = gender)) +
+ggplot(df, aes(x = PC1, y = PC2, col = group, shape = sex)) +
geom_point(size = 2.5) +
scale_color_manual(values = cols, name = "Group") +
- scale_shape_manual(name = "Gender", values = c(15, 17), labels = c("female" = "Female", "male" = "Male")) +
+ scale_shape_manual(name = "Sex", values = c(15, 17), labels = c("female" = "Female", "male" = "Male")) +
labs(x = paste0("PC1", " (", round(p_kallisto$variance[1], 2), "%)"),
y = paste0("PC2", " (", round(p_kallisto$variance[2], 2), "%)")) +
guides(colour = guide_legend(override.aes = list(size = 3)),
@@ -95,19 +99,34 @@ ggplot(df, aes(x = PC1, y = PC2, col = group, shape = gender)) +
theme(legend.key.size = unit(10, units = "mm"),
legend.text = element_text(size = 12),
legend.title = element_text(size = 12))
-ggsave("results/rank_plots/pca_vst.pdf", width = 10, height = 7)
+
+if(!dir.exists("results/rank_plots/")) {
+ dir.create("results/rank_plots/")
+}
+
+ggsave(plot = last_plot(), "results/rank_plots/pca_vst.pdf", width = 10, height = 7)
+ggsave(plot = last_plot(), "results/rank_plots/pca_vst.png", width = 10, height = 7)
# Screeplot
-pdf("results/rank_plots/screeplot_pca.pdf", width = 10, height = 7)
-screeplot(p_kallisto, vline = findElbowPoint(p_kallisto$variance), components = 1:20)
-dev.off()
+sc_plot <- screeplot(p_kallisto, vline = findElbowPoint(p_kallisto$variance), components = 1:20)
+ggsave(plot = sc_plot, file = "results/rank_plots/screeplot.pdf", width = 10, height = 7)
+ggsave(plot = sc_plot, file = "results/rank_plots/screeplot.png", width = 10, height = 7)
# Eigenplot - spearman correlation between variables and principal components
-pdf("results/rank_plots/eigercorplot_kallisto.pdf", width = 10, height = 7)
+pdf(file = "results/rank_plots/eigencorplot.pdf", width = 10, height = 7)
+eigencorplot(p_kallisto, corFUN = "spearman",
+ corUSE = 'pairwise.complete.obs',
+ metavars = c("age", "alcool", "drugs",
+ "ph", "medication", "sex",
+ "region", "pmi", "rin", "phenotype"))
+dev.off()
+
+png(file = "results/rank_plots/eigencorplot.png", width = 20, height = 14, units = "cm", res = 300)
eigencorplot(p_kallisto, corFUN = "spearman",
corUSE = 'pairwise.complete.obs',
- metavars = c("age", "alcool", "drugs", "ph", "medication",
- "gender", "region", "pmi", "rin", "phenotype"))
+ metavars = c("age", "alcool", "drugs",
+ "ph", "medication", "sex",
+ "region", "pmi", "rin", "phenotype"))
dev.off()
# # Poisson distance - See similarities between regions
@@ -139,7 +158,7 @@ dev.off()
# Rank variables by their correlation to each components ------------------
vars <- c("age", "alcool", "drugs", "ph", "medication", "smoking",
- "gender", "region", "pmi", "rin", "phenotype")
+ "sex", "region", "pmi", "rin", "phenotype")
m_cor <- matrix(0, nrow = length(vars), ncol = length(p_kallisto$rotated))
# Create correlation matrix
@@ -190,4 +209,5 @@ ggplot(df_vars, aes(x = vars, y = value, fill = factor(component))) +
axis.text.y = element_text(size = 14),
axis.title.y = element_text(size = 14))
ggsave("results/rank_plots/rank_vars.pdf", width = 10, height = 7)
+ggsave("results/rank_plots/rank_vars.png", width = 10, height = 7, dpi = 300)
diff --git a/scripts/robust_pca.R b/scripts/robust_pca.R
index 6d6edf4..4d867d8 100644
--- a/scripts/robust_pca.R
+++ b/scripts/robust_pca.R
@@ -9,11 +9,11 @@ library(DESeq2)
# Load count table and annotation data
load("results/txi/txi_gene.rda")
-load("results/important_variables/ann.rda")
+load("results/important_variables/ann_complete.rda")
# DESeq2 object
dds <- DESeqDataSetFromTximport(txi,
- colData = ann,
+ colData = ann_complete,
design = ~ group)
v <- vst(dds, blind = F)
@@ -25,7 +25,7 @@ pdf("results/plots_paper/robust_pca.pdf")
plot(pc1)
dev.off()
-# The SRR5961961 sample is identified as divergent from others, and for this reason is excluded from
+# The SRR5961961 and the SRR5961809 samples were considered outliers and removed from
# downstream analyses.
# plot(pc1$scores[,1], pc1$od)
diff --git a/scripts/summarise_biotypes.R b/scripts/summarise_biotypes.R
new file mode 100644
index 0000000..e190429
--- /dev/null
+++ b/scripts/summarise_biotypes.R
@@ -0,0 +1,272 @@
+library(dplyr)
+library(purrr)
+library(tidyr)
+library(ggplot2)
+library(patchwork)
+library(stringr)
+library(rtracklayer)
+library(GenomicFeatures)
+
+# 1. Load GTF ---------------------------------------
+gtf <- "./data/genome/Homo_sapiens.GRCh38.97.gtf.gz"
+
+gtf_data <- import(gtf)
+
+# 2. Import DGE and DTE results and get feature biotypes -------------
+load("./results/diff_exp/diff_df.rda")
+
+dge_genes <- diff_df %>%
+ filter(type == "DGE")
+
+# 2.1 Get DGE biotypes -----------------------------------------------
+dge_w_biotype <- gtf_data[, c("gene_id", "gene_biotype")] %>%
+ as.data.frame() %>%
+ filter(gene_id %in% dge_genes$gene) %>%
+ dplyr::select(gene_id, gene_biotype) %>%
+ right_join(dge_genes, by = c("gene_id" = "gene")) %>%
+ distinct() %>%
+ dplyr::select(gene_id, gene_biotype, group) %>%
+ dplyr::rename(biotype = gene_biotype) %>%
+ mutate(type = "DGE")
+
+readr::write_csv(dge_w_biotype, "results/diff_exp/dge_w_biotype.csv")
+
+# 2.2. Get DTE biotypes ----------------------------------------------
+load("./results/diff_exp/diff_tx_corrected.rda")
+
+dte_genes <- df_res_padj_tx %>%
+ dplyr::select(txID, transcript, group) %>%
+ filter(transcript < 0.05)
+
+dte_w_biotype <-
+ gtf_data[, c("transcript_id", "transcript_biotype")] %>%
+ as.data.frame() %>%
+ filter(transcript_id %in% dte_genes$txID) %>%
+ dplyr::select(transcript_id, transcript_biotype) %>%
+ right_join(dte_genes, by = c("transcript_id" = "txID")) %>%
+ distinct() %>%
+ dplyr::select(transcript_id, transcript_biotype, group) %>%
+ dplyr::rename(biotype = transcript_biotype) %>%
+ mutate(type = "DTE")
+
+readr::write_csv(dte_w_biotype, "results/diff_exp/dte_w_biotype.csv")
+
+# 2.3. Get DTU biotypes ---------------------------------------------
+
+dtu_w_biotype <- readr::read_csv("results/ISA/dtu_w_biotype.csv")
+dtu_w_biotype <- dtu_w_biotype %>%
+ dplyr::rename(biotype = iso_biotype) %>%
+ mutate(type = "DTU")
+
+
+# Plot for both sexes -----------------------------------------------------
+
+dge_plot <- dge_w_biotype %>%
+ group_by(biotype) %>%
+ dplyr::summarise(biotype_n = dplyr::n() / length(unique(dge_w_biotype$gene_id)) * 100) %>%
+ ungroup() %>%
+ dplyr::mutate(type = "DGE")
+
+dte_plot <- dte_w_biotype %>%
+ group_by(biotype) %>%
+ summarise(biotype_n = dplyr::n() / length(unique(dte_w_biotype$transcript_id))* 100) %>%
+ ungroup() %>%
+ mutate(type = "DTE")
+
+dtu_plot <- dtu_w_biotype %>%
+ group_by(biotype) %>%
+ summarise(biotype_n = dplyr::n() / length(unique(dtu_w_biotype$isoform_id))* 100) %>%
+ ungroup() %>%
+ mutate(type = "DTU")
+
+df_plot <- Reduce(bind_rows, list(dge_plot, dte_plot, dtu_plot))
+df_plot$biotype <- gsub("_", " ", df_plot$biotype)
+
+# Plot feature biotypes
+color_scale <- c("DGE" = "#0ac80aff", "DTE" = "#4f4affff", "DTU" = "#ff822fff")
+
+# Female and male together
+ggplot(df_plot, aes(x = reorder(biotype, dplyr::desc(biotype_n)), y = biotype_n, fill = type)) +
+ geom_col(show.legend = F) +
+ scale_y_continuous(labels = scales::percent_format(scale = 1), limits = c(0, 100)) +
+ facet_wrap(nrow = 3, ncol = 1, facets = vars(type), scales = "free_y", strip.position = "right") +
+ scale_fill_manual(values = color_scale) +
+ labs(x = "Feature biotypes", y = "% of feature biotype by the total features") +
+ coord_flip() +
+ theme_bw() +
+ theme(panel.grid.minor = element_blank()) -> biotype_plot
+
+# Save
+ggsave(biotype_plot, file = "results/plots_paper/biotype_plot.pdf", width = 7, height = 4)
+
+
+# Plot for feature types for each sex -------------------------------------
+
+dge_plot <- dge_w_biotype %>%
+ separate(group, into = c("region", "sex")) %>%
+ group_by(biotype, sex) %>%
+ summarise(biotype_n = dplyr::n()) %>%
+ ungroup() %>%
+ group_by(sex) %>%
+ mutate(prop = biotype_n / sum(biotype_n) * 100,
+ type = "DGE")
+
+dte_plot <- dte_w_biotype %>%
+ separate(group, into = c("region", "sex")) %>%
+ group_by(biotype, sex) %>%
+ summarise(biotype_n = dplyr::n()) %>%
+ ungroup() %>%
+ group_by(sex) %>%
+ mutate(prop = biotype_n / sum(biotype_n) * 100,
+ type = "DTE")
+
+dtu_plot <- dtu_w_biotype %>%
+ separate(group, into = c("region", "sex")) %>%
+ group_by(biotype, sex) %>%
+ summarise(biotype_n = dplyr::n()) %>%
+ ungroup() %>%
+ group_by(sex) %>%
+ mutate(prop = biotype_n / sum(biotype_n) * 100,
+ type = "DTU")
+
+df_plot <- Reduce(bind_rows, list(dge_plot, dte_plot, dtu_plot))
+df_plot$biotype <- gsub("_", " ", df_plot$biotype)
+
+# Plot feature biotypes
+color_scale <- c("DGE" = "#0ac80aff", "DTE" = "#4f4affff", "DTU" = "#ff822fff")
+
+# Female and male together
+ggplot(df_plot, aes(x = reorder(biotype, dplyr::desc(prop)), y = prop, fill = type)) +
+ geom_col(show.legend = F) +
+ scale_y_continuous(labels = scales::percent_format(scale = 1), limits = c(0, 100)) +
+ facet_grid(rows = vars(type), cols = vars(sex), scales = "free_y",
+ labeller = labeller(sex = as_labeller(c("female" = "Female", "male" = "Male")))) +
+ scale_fill_manual(values = color_scale) +
+ labs(x = "Feature biotypes", y = "% of feature biotype by the total features") +
+ coord_flip() +
+ theme_bw() +
+ theme(panel.grid = element_blank(),
+ strip.background = element_rect(fill = "white")) -> biotype_plot_by_sex
+
+# Save
+ggsave(biotype_plot_by_sex, filename = "results/plots_paper/fig3.pdf", width = 7, height = 4)
+
+# Test feature prevalence differences between female and male -------------
+
+biotypes_by_sex <- Reduce(bind_rows, list(
+ dge_w_biotype %>% dplyr::select(-gene_id),
+ dte_w_biotype %>% dplyr::select(-transcript_id),
+ dtu_w_biotype %>% dplyr::select(-isoform_id)))
+
+biotypes_by_sex %>%
+ separate(group, into = c("region", "sex"), sep = "_") %>%
+ arrange(type, biotype) %>%
+ group_by(type) %>%
+ group_map(~ {
+ cat(.y$type, sep = "\n")
+ cont_table <- table(.x$biotype, .x$sex)
+ return(list(fisher = fisher.test(cont_table, simulate.p.value = T), count_table = cont_table))
+ }) -> biot_tests_fisher
+
+biotypes_by_sex %>%
+ separate(group, into = c("region", "sex"), sep = "_") %>%
+ arrange(type, biotype) %>%
+ group_by(type) %>%
+ group_map(~ {
+ cat(.y$type, sep = "\n")
+ cont_table <- table(.x$biotype, .x$sex)
+ return(chisq.test(cont_table))
+ }) -> biot_tests_chisq
+
+names(biot_tests_fisher) <- c("DGE", "DTE", "DTU")
+names(biot_tests_chisq) <- c("DGE", "DTE", "DTU")
+
+# Divide plot by protein coding and non-coding ----------------------------
+df_plot %>%
+ mutate(
+ coding = case_when(
+ biotype == "protein coding" ~ "coding",
+ .default = "non-coding"
+ )) %>%
+ group_by(coding, sex, type) %>%
+ mutate(prop_coding = sum(prop)) %>%
+ dplyr::select(-biotype_n, -biotype, -prop) %>%
+ unique() -> df_plot_coding
+
+ggplot(df_plot_coding, aes(x = reorder(coding, dplyr::desc(prop_coding)), y = prop_coding, fill = type)) +
+ geom_col(show.legend = F) +
+ scale_y_continuous(labels = scales::percent_format(scale = 1), limits = c(0, 100)) +
+ facet_grid(rows = vars(type), cols = vars(sex), scales = "free_y",
+ labeller = labeller(sex = as_labeller(c("female" = "Female", "male" = "Male")))) +
+ scale_fill_manual(values = color_scale) +
+ labs(x = "Feature biotypes", y = "% of feature biotype by the total features") +
+ coord_flip() +
+ theme_bw() +
+ theme(panel.grid = element_blank(),
+ strip.background = element_rect(fill = "white")) -> biotype_plot_coding
+
+ggsave(biotype_plot_coding, filename = "results/plots_paper/biotype_sex_coding.pdf", width = 7, height = 4)
+
+# Check biotypes by region in females -------------------------------------
+
+biotypes_by_sex %>%
+ separate(group, into = c("region", "sex"), sep = "_") %>%
+ arrange(type, biotype) %>%
+ filter(sex == "female") %>%
+ group_by(region, type) %>%
+ mutate(n1 = dplyr::n()) %>%
+ ungroup() %>%
+ group_by(biotype, type, region) %>%
+ mutate(n2 = dplyr::n(),
+ prop_by_region = (n2 / n1) * 100) %>%
+ arrange(desc(type), desc(region)) %>%
+ ungroup() %>%
+ dplyr::select(biotype, region, type, prop_by_region) %>%
+ distinct() -> biotypes_female
+
+ggplot(biotypes_female, aes(x = reorder(biotype, dplyr::desc(prop_by_region)), y = prop_by_region, fill = type)) +
+ geom_col(show.legend = F) +
+ scale_y_continuous(labels = scales::percent_format(scale = 1), limits = c(0, 100)) +
+ facet_grid(rows = vars(region), cols = vars(type), scales = "free_y") +
+ scale_fill_manual(values = color_scale) +
+ labs(x = "Feature biotypes", y = "% of feature biotype by the total features") +
+ coord_flip() +
+ theme_bw() +
+ theme(panel.grid = element_blank(),
+ strip.background = element_rect(fill = "white")) -> plot_biotypes_female
+
+ggsave(plot_biotypes_female, filename = "results/plots_paper/biotype_female.pdf", width = 10, height = 7)
+
+
+# Check biotypes by region male -------------------------------------------
+
+biotypes_by_sex %>%
+ separate(group, into = c("region", "sex"), sep = "_") %>%
+ arrange(type, biotype) %>%
+ filter(sex == "male") %>%
+ group_by(region, type) %>%
+ mutate(n1 = dplyr::n()) %>%
+ ungroup() %>%
+ group_by(biotype, type,region) %>%
+ mutate(n2 = dplyr::n(),
+ prop_by_region = (n2 / n1) * 100) %>%
+ arrange(desc(type), desc(region)) %>%
+ ungroup() %>%
+ dplyr::select(biotype, region, type, prop_by_region) %>%
+ distinct() -> biotypes_male
+
+ggplot(biotypes_male, aes(x = reorder(biotype, dplyr::desc(prop_by_region)), y = prop_by_region, fill = type)) +
+ geom_col(show.legend = F) +
+ scale_y_continuous(labels = scales::percent_format(scale = 1), limits = c(0, 100)) +
+ facet_grid(rows = vars(region), cols = vars(type), scales = "free_y") +
+ scale_fill_manual(values = color_scale) +
+ labs(x = "Feature biotypes", y = "% of feature biotype by the total features") +
+ coord_flip() +
+ theme_bw() +
+ theme(panel.grid = element_blank(),
+ strip.background = element_rect(fill = "white")) -> plot_biotypes_male
+
+ggsave(plot_biotypes_male, filename = "results/plots_paper/biotype_male.pdf", width = 10, height = 7)
+
+
+# -------------------------------------------------------------------------
diff --git a/scripts/tx_tx.R b/scripts/tx_tx.R
index 049e46a..01c3803 100644
--- a/scripts/tx_tx.R
+++ b/scripts/tx_tx.R
@@ -11,6 +11,9 @@ load("results/important_variables/ann.rda")
# Read files
files <- list.files(path = "data/kallisto/", pattern="tsv", recursive = TRUE, full.names = TRUE)
files <- files[sapply(rownames(ann), function(x) grep(x, files))]
+
+# Samples to remove
+
names(files) <- rownames(ann)
txi <- tximport(files = files, type = "kallisto", txOut = T)