diff --git a/renv.lock b/renv.lock
index 5e7a305..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": {
@@ -1196,19 +1240,27 @@
       "Hash": "0baa960e3b49c6176a4f42addcbacc59",
       "Requirements": []
     },
+    "brio": {
+      "Package": "brio",
+      "Version": "1.1.3",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Hash": "976cf154dfb043c012d87cddd8bca363",
+      "Requirements": []
+    },
     "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",
@@ -1330,6 +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",
@@ -1356,6 +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",
@@ -1415,6 +1510,14 @@
       "Hash": "0f22be39ec1d141fd03683c06f3a6e67",
       "Requirements": []
     },
+    "concatenate": {
+      "Package": "concatenate",
+      "Version": "1.0.0",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Hash": "94b165d30bf16386c2f096409d502463",
+      "Requirements": []
+    },
     "conquer": {
       "Package": "conquer",
       "Version": "1.2.1",
@@ -1531,6 +1634,16 @@
       "Hash": "fe1a3788cf243db3eca07ae661860793",
       "Requirements": []
     },
+    "diffobj": {
+      "Package": "diffobj",
+      "Version": "0.3.5",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Hash": "bcaa8b95f8d7d01a5dedfd959ce88ab8",
+      "Requirements": [
+        "crayon"
+      ]
+    },
     "digest": {
       "Package": "digest",
       "Version": "0.6.29",
@@ -1591,13 +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",
@@ -1651,6 +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",
@@ -1991,10 +2117,10 @@
     },
     "generics": {
       "Package": "generics",
-      "Version": "0.1.1",
+      "Version": "0.1.3",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "3f6bcfb0ee5d671d9fd1893d2faa79cb",
+      "Hash": "15e9634c0fcd294799e9b2e929ed1b86",
       "Requirements": []
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     "ggdist": {
@@ -2073,20 +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"
       ]
     },
@@ -2189,10 +2317,10 @@
     },
     "glue": {
       "Package": "glue",
-      "Version": "1.6.0",
+      "Version": "1.6.2",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "b8bb7aaf248e45bac08ebed86f3a0aa4",
+      "Hash": "4f2596dfb05dac67b9dc558e5c6fba2e",
       "Requirements": []
     },
     "googledrive": {
@@ -2307,6 +2435,47 @@
       "Hash": "2ace6c4a06297d0b364e0444384a2b82",
       "Requirements": []
     },
+    "gwasrapidd": {
+      "Package": "gwasrapidd",
+      "Version": "0.99.12",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Hash": "56be6fbe33e1892fea54591d36881510",
+      "Requirements": [
+        "assertthat",
+        "concatenate",
+        "dplyr",
+        "glue",
+        "httr",
+        "jsonlite",
+        "lubridate",
+        "magrittr",
+        "pingr",
+        "plyr",
+        "progress",
+        "purrr",
+        "rlang",
+        "stringr",
+        "testthat",
+        "tibble",
+        "tidyr",
+        "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",
@@ -2495,6 +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",
@@ -2599,11 +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"
       ]
@@ -2870,6 +3061,18 @@
         "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",
@@ -2963,21 +3166,30 @@
     },
     "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",
         "vctrs"
       ]
     },
+    "pingr": {
+      "Package": "pingr",
+      "Version": "2.0.1",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Hash": "e293e79be42ffd336d938937fd3017fb",
+      "Requirements": [
+        "processx"
+      ]
+    },
     "pkgbuild": {
       "Package": "pkgbuild",
       "Version": "1.3.1",
@@ -3003,6 +3215,23 @@
       "Hash": "01f28d4278f15c76cddbea05899c5d6f",
       "Requirements": []
     },
+    "pkgload": {
+      "Package": "pkgload",
+      "Version": "1.3.2",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Hash": "6b0c222c5071efe0f3baf3dae9aa40e2",
+      "Requirements": [
+        "cli",
+        "crayon",
+        "desc",
+        "fs",
+        "glue",
+        "rlang",
+        "rprojroot",
+        "withr"
+      ]
+    },
     "plogr": {
       "Package": "plogr",
       "Version": "0.2.0",
@@ -3087,6 +3316,14 @@
         "tidyr"
       ]
     },
+    "praise": {
+      "Package": "praise",
+      "Version": "1.0.0",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Hash": "a555924add98c99d2f411e37e7d25e9f",
+      "Requirements": []
+    },
     "prettyunits": {
       "Package": "prettyunits",
       "Version": "1.1.1",
@@ -3174,13 +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": {
@@ -3218,14 +3458,6 @@
         "reshape2"
       ]
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-    "rJava": {
-      "Package": "rJava",
-      "Version": "1.0-6",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Hash": "0415819f6baa75d86d52483f7292b623",
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-    },
     "ranger": {
       "Package": "ranger",
       "Version": "0.13.1",
@@ -3281,17 +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",
@@ -3483,10 +3718,10 @@
     },
     "rstudioapi": {
       "Package": "rstudioapi",
-      "Version": "0.13",
+      "Version": "0.14",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "06c85365a03fdaf699966cc1d3cf53ea",
+      "Hash": "690bd2acc42a9166ce34845884459320",
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     "rsvd": {
@@ -3557,10 +3792,10 @@
     },
     "scales": {
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-      "Version": "1.1.1",
+      "Version": "1.2.1",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "6f76f71042411426ec8df6c54f34e6dd",
+      "Hash": "906cb23d2f1c5680b8ce439b44c6fa63",
       "Requirements": [
         "R6",
         "RColorBrewer",
@@ -3568,6 +3803,7 @@
         "labeling",
         "lifecycle",
         "munsell",
+        "rlang",
         "viridisLite"
       ]
     },
@@ -3607,6 +3843,14 @@
         "scales"
       ]
     },
+    "shape": {
+      "Package": "shape",
+      "Version": "1.4.6",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Hash": "9067f962730f58b14d8ae54ca885509f",
+      "Requirements": []
+    },
     "shiny": {
       "Package": "shiny",
       "Version": "1.7.1",
@@ -3646,6 +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",
@@ -3719,14 +3974,18 @@
     },
     "stringr": {
       "Package": "stringr",
-      "Version": "1.4.0",
+      "Version": "1.5.0",
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-      "Hash": "0759e6b6c0957edb1311028a49a35e76",
+      "Hash": "671a4d384ae9d32fc47a14e98bfa3dc8",
       "Requirements": [
+        "cli",
         "glue",
+        "lifecycle",
         "magrittr",
-        "stringi"
+        "rlang",
+        "stringi",
+        "vctrs"
       ]
     },
     "survival": {
@@ -3763,14 +4022,40 @@
       "Hash": "fd792ceac77f96b647fa8d6e1788969a",
       "Requirements": []
     },
+    "testthat": {
+      "Package": "testthat",
+      "Version": "3.1.7",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Hash": "7eb5fd202a61d2fb78af5869b6c08998",
+      "Requirements": [
+        "R6",
+        "brio",
+        "callr",
+        "cli",
+        "desc",
+        "digest",
+        "ellipsis",
+        "evaluate",
+        "jsonlite",
+        "lifecycle",
+        "magrittr",
+        "pkgload",
+        "praise",
+        "processx",
+        "ps",
+        "rlang",
+        "waldo",
+        "withr"
+      ]
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     "tibble": {
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+      "Version": "3.2.1",
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-      "Hash": "8a8f02d1934dfd6431c671361510dd0b",
+      "Hash": "a84e2cc86d07289b3b6f5069df7a004c",
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-        "ellipsis",
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@@ -3822,19 +4107,20 @@
     },
     "tidyr": {
       "Package": "tidyr",
-      "Version": "1.1.4",
+      "Version": "1.3.0",
       "Source": "Repository",
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-      "Hash": "c8fbdbd9fcac223d6c6fe8e406f368e1",
+      "Hash": "e47debdc7ce599b070c8e78e8ac0cfcf",
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         "dplyr",
-        "ellipsis",
         "glue",
         "lifecycle",
         "magrittr",
         "purrr",
         "rlang",
+        "stringr",
         "tibble",
         "tidyselect",
         "vctrs"
@@ -3842,16 +4128,17 @@
     },
     "tidyselect": {
       "Package": "tidyselect",
-      "Version": "1.1.1",
+      "Version": "1.2.0",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "7243004a708d06d4716717fa1ff5b2fe",
+      "Hash": "79540e5fcd9e0435af547d885f184fd5",
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-        "ellipsis",
+        "cli",
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-        "purrr",
+        "lifecycle",
         "rlang",
-        "vctrs"
+        "vctrs",
+        "withr"
       ]
     },
     "tidytree": {
@@ -3947,6 +4234,16 @@
         "tidytree"
       ]
     },
+    "triebeard": {
+      "Package": "triebeard",
+      "Version": "0.3.0",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Hash": "847a9d113b78baca4a9a8639609ea228",
+      "Requirements": [
+        "Rcpp"
+      ]
+    },
     "tweenr": {
       "Package": "tweenr",
       "Version": "1.0.2",
@@ -4000,14 +4297,25 @@
     },
     "tzdb": {
       "Package": "tzdb",
-      "Version": "0.2.0",
+      "Version": "0.3.0",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "5e069fb033daf2317bd628d3100b75c5",
+      "Hash": "b2e1cbce7c903eaf23ec05c58e59fb5e",
       "Requirements": [
         "cpp11"
       ]
     },
+    "urltools": {
+      "Package": "urltools",
+      "Version": "1.7.3",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Hash": "e86a704261a105f4703f653e05defa3e",
+      "Requirements": [
+        "Rcpp",
+        "triebeard"
+      ]
+    },
     "utf8": {
       "Package": "utf8",
       "Version": "1.2.2",
@@ -4038,13 +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"
       ]
     },
@@ -4091,6 +4400,22 @@
         "withr"
       ]
     },
+    "waldo": {
+      "Package": "waldo",
+      "Version": "0.4.0",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Hash": "035fba89d0c86e2113120f93301b98ad",
+      "Requirements": [
+        "cli",
+        "diffobj",
+        "fansi",
+        "glue",
+        "rematch2",
+        "rlang",
+        "tibble"
+      ]
+    },
     "withr": {
       "Package": "withr",
       "Version": "2.5.0",
@@ -4107,27 +4432,6 @@
       "Hash": "e2e5fb1a74fbb68b27d6efc5372635dc",
       "Requirements": []
     },
-    "xlsx": {
-      "Package": "xlsx",
-      "Version": "0.6.5",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Hash": "d24d579f59a3b6da1e1cf4660425443e",
-      "Requirements": [
-        "rJava",
-        "xlsxjars"
-      ]
-    },
-    "xlsxjars": {
-      "Package": "xlsxjars",
-      "Version": "0.6.1",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Hash": "4c4b3bc29a916f33f1298dd951133351",
-      "Requirements": [
-        "rJava"
-      ]
-    },
     "xml2": {
       "Package": "xml2",
       "Version": "1.3.3",
@@ -4160,6 +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/scripts/gwas_intersections.R b/scripts/gwas_intersections.R
index 91c9733..51f0706 100644
--- a/scripts/gwas_intersections.R
+++ b/scripts/gwas_intersections.R
@@ -3,13 +3,15 @@
 
 library(dplyr)
 library(purrr)
+library(gwasrapidd)
+library(biomaRt)
 
 # 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_results <- get_studies(efo_id = efo_id, set_operation = "intersection")
 
 mdd_filtered <- mdd_results@publications %>% 
   filter(publication_date > "2018-01-01")
@@ -39,7 +41,7 @@ map_dfr(studies, function(study_id) {
   assoc_2 <- associations@associations %>% 
     dplyr::select(association_id, pvalue, pvalue_description, range, beta_number, beta_direction)
 
-  associations_data <- reduce(list(assoc_1, assoc_2), inner_join, by = "association_id")
+  associations_data <- purrr::reduce(list(assoc_1, assoc_2), inner_join, by = "association_id")
   
   associations_data
 
diff --git a/scripts/plots.rmd b/scripts/plots.rmd
index f469e59..4aceaaf 100644
--- a/scripts/plots.rmd
+++ b/scripts/plots.rmd
@@ -412,7 +412,7 @@ 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
diff --git a/scripts/teste b/scripts/teste
deleted file mode 100644
index 9bd7ec1..0000000
--- a/scripts/teste
+++ /dev/null
@@ -1,125 +0,0 @@
-import feyn
-import pandas as pd
-from sklearn.model_selection import train_test_split
-
-
-def get_train_test_types(dataset, random_seed=1024, target="phenotype_reg"):
-    UNWANTED_COLUMNS_FOR_TRAINING = ["run", "phenotype"]
-    data = dataset[dataset.columns.difference(UNWANTED_COLUMNS_FOR_TRAINING)].dropna()
-
-    # Let's record the categorical data types in our dataset (note features will be treated as numerical by default).
-    stypes = {}
-    for f in data.columns:
-        if data[f].dtype == "object":
-            stypes[f] = "c"
-
-    # Split
-    train, test = train_test_split(
-        data, test_size=0.33, stratify=data[target], random_state=random_seed
-    )
-
-    return train, test, stypes
-
-
-def get_models(
-    training_data, stypes, priors, target="phenotype_reg", epochs=20, random_seed=1024
-):
-
-    ql = feyn.QLattice(random_seed=random_seed)
-    ql.update_priors(priors)
-
-    models = ql.auto_run(
-        data=training_data,
-        output_name=target,
-        kind="classification",
-        stypes=stypes,
-        n_epochs=epochs,
-    )
-
-    return models
-
-
-def save_model(model, train, test, filename):
-    model.plot(train, test, filename=f"results/sym_reg/{filename}_summary.html")
-    model.plot_signal(train, filename=f"results/sym_reg/{filename}_signal.svg")
-    model.save(f"results/sym_reg/{filename}_model.json")
-
-
-# From https://github.com/abzu-ai/QLattice-clinical-omics/blob/main/notebooks/functions.py
-def get_models_table(models, train, test, model_name):
-    model_list = []
-    auc_list_train = []
-    auc_list_test = []
-    bic_list = []
-    accuracy_train = []
-    accuracy_test = []
-    feat_list = []
-    function_list = []
-    loss_list = []
-    i = 0
-    for x in models:
-        model_list.append(str(i))
-        auc_list_train.append(str(x.roc_auc_score(train).round(2)))
-        auc_list_test.append(str(x.roc_auc_score(test).round(2)))
-        accuracy_train.append(str(x.accuracy_score(train).round(2)))
-        accuracy_test.append(str(x.accuracy_score(test).round(2)))
-        bic_list.append(str(x.bic.round(2)))
-        feat_list.append(len(x.features))
-        function_list.append(
-            x.sympify(symbolic_lr=False, symbolic_cat=True, include_weights=False)
-        )
-        loss_list.append(x.loss_value)
-        i += 1
-    df = pd.DataFrame(
-        list(
-            zip(
-                model_list,
-                auc_list_train,
-                auc_list_test,
-                accuracy_train,
-                accuracy_test,
-                bic_list,
-                feat_list,
-                function_list,
-                loss_list,
-            )
-        ),
-        columns=[
-            "Model",
-            "AUC Train",
-            "AUC Test",
-            "Accuracy Train",
-            "Accuracy Test",
-            "BIC",
-            "N. Features",
-            "Functional form",
-            "Loss",
-        ],
-    )
-
-    df.to_csv(f"results/sym_reg/{model_name}_table.csv", index=False)
-
-
-def run_models():
-
-    three_gene_data = pd.read_table("results/sym_reg/selected_genes_for_reg.tsv")
-    full_data = pd.read_table("results/sym_reg/genes_for_reg.tsv")
-
-    threeg_train, threeg_test, threeg_types = get_train_test_types(three_gene_data)
-    full_train, full_test, full_types = get_train_test_types(full_data)
-
-    threeg_priors = feyn.tools.estimate_priors(threeg_train, "phenotype_reg", floor=0.1)
-    full_priors = feyn.tools.estimate_priors(full_train, "phenotype_reg", floor=0.1)
-
-    threeg_models = get_models(threeg_train, threeg_types, threeg_priors)
-    full_models = get_models(full_train, full_types, full_priors)
-
-    get_models_table(threeg_models, threeg_train, threeg_test, "three_gene")
-    get_models_table(full_models, full_train, full_test, "all_genes")
-
-    save_model(threeg_models[0], threeg_train, threeg_test, "three_gene")
-    save_model(full_models[0], full_train, full_test, "all_genes")
-
-
-if __name__ == "__main__":
-    run_models()