diff --git a/.github/workflows/check-bioc.yml b/.github/workflows/check-bioc.yml index 4f46013..fda7464 100644 --- a/.github/workflows/check-bioc.yml +++ b/.github/workflows/check-bioc.yml @@ -83,12 +83,10 @@ jobs: - name: Checkout Repository uses: actions/checkout@v2 - ## Setup Python and nbconvert - - name: Setup Python for nbconvertR - uses: actions/setup-python@v2 - with: - python-version: '3.x' - - run: pip install nbconvert + ## Necessary to do plotting with the default quartz device on macOS + - name: Install XQuartz + if: runner.os == 'macOS' + run: brew install --cask xquartz ## R is already included in the Bioconductor docker images - name: Setup R from r-lib diff --git a/.gitignore b/.gitignore index 7e3e07e..ae6e474 100644 --- a/.gitignore +++ b/.gitignore @@ -4,7 +4,6 @@ *.dll *.pdf *.tar.gz -.ipynb_checkpoints .Rproj.user *.Rcheck __pycache__/ @@ -15,25 +14,6 @@ __pycache__/ /update_remotes.sh /build/ /playground/ -/inst/doc/.build.timestamp -/vignettes/.build.timestamp -/inst/doc/*.aux -/vignettes/*.aux -/inst/doc/*.bbl -/vignettes/*.bbl -/inst/doc/*.blg -/vignettes/*.blg -/inst/doc/*.log -/vignettes/*.log -/inst/doc/*.out -/vignettes/*.out -/inst/doc/*.tex -/vignettes/*.tex -/inst/doc/*.toc -/vignettes/*.toc -/inst/doc/*.fls -/vignettes/*.fls -/inst/doc/*.html /vignettes/*.html -/inst/doc/*_files/ +/vignettes/*.R /vignettes/*_files/ diff --git a/DESCRIPTION b/DESCRIPTION index c06db42..f6fa945 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -52,16 +52,26 @@ Imports: scales, scatterplot3d LinkingTo: Rcpp, RcppEigen, grDevices -SystemRequirements: C++11, jupyter nbconvert (see nbconvertR’s INSTALL file) +SystemRequirements: C++11 NeedsCompilation: yes Enhances: rgl, SingleCellExperiment Suggests: - nbconvertR (>= 1.3.2), + knitr, + rmarkdown, igraph, testthat, FNN, - tidyr -VignetteBuilder: nbconvertR + tidyverse, + gridExtra, + cowplot, + conflicted, + viridis, + rgl, + scRNAseq, + org.Mm.eg.db, + scran, + repr +VignetteBuilder: knitr biocViews: CellBiology, CellBasedAssays, Clustering, diff --git a/NAMESPACE b/NAMESPACE index cfc1cf5..433cdd7 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -1,5 +1,7 @@ # Generated by roxygen2: do not edit by hand +S3method(fortify,DPT) +S3method(fortify,DiffusionMap) export("dataset<-") export("distance<-") export("eigenvalues<-") @@ -144,6 +146,7 @@ importFrom(ggplot2,element_line) importFrom(ggplot2,element_rect) importFrom(ggplot2,element_text) importFrom(ggplot2,facet_wrap) +importFrom(ggplot2,fortify) importFrom(ggplot2,geom_path) importFrom(ggplot2,geom_point) importFrom(ggplot2,geom_spoke) diff --git a/R/dpt-plotting.r b/R/dpt-plotting.r index 781b5cd..64aed46 100644 --- a/R/dpt-plotting.r +++ b/R/dpt-plotting.r @@ -109,7 +109,7 @@ plot.DPT <- function( dpt@dm, dcs, plot_more = plot_paths, legend_main = legend_main, - col = col, legend_name = col_by, + col = col, ...) if (!identical(Sys.getenv('LOG_LEVEL'), '')) message('Args:\n', paste(capture.output(print(args)), collapse = '\n')) diff --git a/R/methods-coercion.r b/R/methods-coercion.r index 5399c1a..447f763 100644 --- a/R/methods-coercion.r +++ b/R/methods-coercion.r @@ -58,7 +58,9 @@ setMethod('as.data.frame', 'DiffusionMap', function(x, row.names = NULL, optiona #' #' @importFrom BiocGenerics as.data.frame #' @importFrom Biobase as.data.frame.ExpressionSet +#' @importFrom ggplot2 fortify #' @rdname coercions +#' @exportS3Method fortify #' @export fortify.DiffusionMap fortify.DiffusionMap <- function(model, data, ...) as.data.frame(model, ...) setAs('DiffusionMap', 'data.frame', function(from) as.data.frame(from)) @@ -79,7 +81,9 @@ setMethod('as.data.frame', 'DPT', function(x, row.names = NULL, optional = FALSE #' #' @importFrom BiocGenerics as.data.frame #' @importFrom Biobase as.data.frame.ExpressionSet +#' @importFrom ggplot2 fortify #' @rdname coercions +#' @exportS3Method fortify #' @export fortify.DPT fortify.DPT <- function(model, data, ...) as.data.frame(model, ...) setAs('DPT', 'data.frame', function(from) as.data.frame(from)) diff --git a/tests/testthat/test_dataset_types.r b/tests/testthat/test_dataset_types.r index fa333d5..65c422a 100644 --- a/tests/testthat/test_dataset_types.r +++ b/tests/testthat/test_dataset_types.r @@ -9,8 +9,19 @@ test_nfeat <- 3L test_obss <- paste0('c', seq_len(test_nobss)) test_feat <- paste0('g', seq_len(test_nfeat)) -test_matrix <- matrix(runif(test_nobss * test_nfeat), test_nobss, test_nfeat, dimnames = list(test_obss, test_feat)) -test_matrix[test_matrix < mean(test_matrix)] <- 0 +mk_test_matrix <- function() { + m <- matrix(runif(test_nobss * test_nfeat), test_nobss, test_nfeat, dimnames = list(test_obss, test_feat)) + m[m < mean(m)] <- 0 + m +} + +test_matrix <- mk_test_matrix() +for (attempt in seq_len(100L)) { + if (!any(duplicated(test_matrix))) break + test_matrix <- mk_test_matrix() +} +if (any(duplicated(test_matrix))) stop('Could not create sensible test matrix after 100 attempts') + test_df <- data.frame(test_matrix, cm1 = LETTERS[seq_len(test_nobss)], stringsAsFactors = FALSE) test_es <- ExpressionSet( t(test_matrix), diff --git a/vignettes/DPT.Rmd b/vignettes/DPT.Rmd new file mode 100644 index 0000000..f5b67dc --- /dev/null +++ b/vignettes/DPT.Rmd @@ -0,0 +1,90 @@ +--- +title: destiny 2.0 brought the Diffusion Pseudo Time (DPT) class +output: rmarkdown::html_vignette +bibliography: bibliography.bib +vignette: > + %\VignetteIndexEntry{destiny 2.0 brought the Diffusion Pseudo Time (DPT) class} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +```{r} +set.seed(1) +``` + +Diffusion Pseudo Time (DPT) is a pseudo time metric based on the transition probability of a diffusion process [@haghverdi_diffusion_2016]. + +*destiny* supports `DPT` in addition to its primary function of creating `DiffusionMap`s from data. + +```{r} +library(destiny) # load destiny… +data(guo) # …and sample data +library(gridExtra) # Also we need grid.arrange +``` + +`DPT` is in practice independent of Diffusion Maps: + +```{r} +par(mar = rep(0, 4)) +graph <- igraph::graph_from_literal( + data -+ 'transition probabilities' -+ DiffusionMap, + 'transition probabilities' -+ DPT) +plot( + graph, layout = igraph::layout_as_tree, + vertex.size = 50, + vertex.color = 'transparent', + vertex.frame.color = 'transparent', + vertex.label.color = 'black') +``` + +However in order not to overcomplicate things, in *destiny*, you have to create `DPT` objects from `DiffusionMap` objects. +(If you really only need the DPT, skip Diffusion Component creation by specifying `n_eigs = 0`) + +```{r} +dm <- DiffusionMap(guo) +dpt <- DPT(dm) +``` + +The resulting object of a call like this will have three automatically chosen tip cells. You can also specify tip cells: + +```{r} +set.seed(4) +dpt_random <- DPT(dm, tips = sample(ncol(guo), 3L)) +``` + +Plotting without parameters results in the DPT of the first root cell: + +TODO: wide plot + +```{r} +grid.arrange(plot(dpt), plot(dpt_random), ncol = 2) +``` + +Other possibilities include the DPT from the other tips or everything supported by `plot.DiffusionMap`: + +TODO: wide plot + +```{r} +grid.arrange( + plot(dpt, col_by = 'DPT3'), + plot(dpt, col_by = 'Gata4', pal = viridis::magma), + ncol = 2 +) +``` + +The `DPT` object also contains a clustering based on the tip cells and DPT, and you can specify where to draw paths from and to: + +```{r} +plot(dpt, root = 2, paths_to = c(1,3), col_by = 'branch') +``` + +You can further divide branches. First simply plot branch colors like we did above, then identify the number of the branch you intend to plot, and then specify it in a subsequent `plot` call. In order to see the new branches best, we specify a `dcs` argument that visually spreads out out all four branches. + +```{r} +plot(dpt, col_by = 'branch', divide = 3, dcs = c(-1,-3,2), pch = 20) +``` + +References +========== + +
diff --git a/vignettes/DPT.ipynb b/vignettes/DPT.ipynb deleted file mode 100644 index 3ecc536..0000000 --- a/vignettes/DPT.ipynb +++ /dev/null @@ -1,319 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "options(repr.plot.width = 7, repr.plot.height = 6)\n", - "options(jupyter.plot_mimetypes = c('application/pdf', 'image/png'))\n", - "set.seed(1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Diffusion Pseudo Time (DPT) is a pseudo time metric based on the transition probability of a diffusion process (Haghverdi et al., 2016).\n", - "\n", - "*destiny* supports `DPT` in addition to its primary function of creating `DiffusionMap`s from data." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Registered S3 method overwritten by 'xts':\n", - " method from\n", - " as.zoo.xts zoo \n", - "\n" - ] - } - ], - "source": [ - "library(destiny) # load destiny…\n", - "data(guo) # …and sample data\n", - "library(gridExtra) # Also we need grid.arrange" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`DPT` is in practice independent of Diffusion Maps:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "hide_input": true - }, - "outputs": [ - { - "data": { - "application/pdf": 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q1YXZRMJpOr/vztgV/7z5v/+u9Fazas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\n+ZsOy93aVkhhwq52iib+Y2JhyDv0sP139JM5qv8su/z8/KqLmnX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- }, - "metadata": { - "application/pdf": { - "height": 360, - "width": 420 - }, - "image/png": { - "height": 360, - "width": 420 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "par(mar = rep(0, 4))\n", - "graph <- igraph::graph_from_literal(\n", - " data -+ 'transition probabilities' -+ DiffusionMap,\n", - " 'transition probabilities' -+ DPT)\n", - "plot(\n", - " graph, layout = igraph::layout_as_tree,\n", - " vertex.size = 50,\n", - " vertex.color = 'transparent',\n", - " vertex.frame.color = 'transparent',\n", - " vertex.label.color = 'black')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hide_input": true - }, - "source": [ - "However in order not to overcomplicate things, in *destiny*, you have to create `DPT` objects from `DiffusionMap` objects. \n", - "(If you really only need the DPT, skip Diffusion Component creation by specifying `n_eigs = 0`)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "dm <- DiffusionMap(guo)\n", - "dpt <- DPT(dm)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The resulting object of a call like this will have three automatically chosen tip cells. You can also specify tip cells:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "set.seed(4)\n", - "dpt_random <- DPT(dm, tips = sample(ncol(guo), 3L))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plotting without parameters results in the DPT of the first root cell:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "old <- options(repr.plot.width = 14)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "application/pdf": 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DxM15ut/WN1PaTIDSfSXc4HBpNkK32cK2M1HpgSzZhFjhCktLapiNhFbocom5m1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eJeyMMyeVkqHLMqdBRcR5GG7qaRa34cxE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\neSAoTm90byBTYW5zK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HFm1va1770g3fumPT8T/85l6ZXh25hIEdAADoHUs0MwN/drol1nr6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kgrevm1+AR+ceMbUH41Gwyike2H9x9047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\nGPR6vUQ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3514ZrJBxfc5dYWodnxFgaG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so96yv3rK/a+3jqDU6XVFmrF5cudWr8ufC3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\nJVf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- }, - "metadata": { - "application/pdf": { - "height": 360, - "width": 840 - }, - "image/png": { - "height": 360, - "width": 840 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "grid.arrange(plot(dpt), plot(dpt_random), ncol = 2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Other possibilities include the DPT from the other tips or everything supported by `plot.DiffusionMap`:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "application/pdf": 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q15M2JaDxbvd30B1lF/8XkxKgxo2PSI8TWIxFquSLW8ITZuhredsdAmSxx1f/c5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\nQVRPTytOb3RvU2Fuc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JWbE130Z9QcOu2lq0TJ4x\nY3zFnl3Tpom33X5WwGqvvPids8wTMNi0WeKAgR2ysgqzswP/h+Lzydv/StciMAAAoZMw6pnX\nZzTL+Oy+FzecZC1zlzPGtBCedeu2nnqLkUmJkccNNEpLixSuArohqAOJrZPGzDq9Ys8uoUXC\nGQ+MD1jto4d+sJcFnmPRrHXy4NFdjhzOyszICfiVz+vbuH6HAADAGIrn3jVrsXPkEx/d3SPq\nFKuWbvzw7svO6N+5VUpsRFRSi66jrnxuWcaxiST2zT6rdfvbfnaLIy8O8U9v0vuxPae8V8WN\nr7j/sqcPnPbUi+dEV3Jge0PDVWJr4pJLRwwc1GH58m1FhaXt2qdNnNjXdvz5FJs3Hfh8buBE\nJ4mJsc8+f7XNZjEHHaDnF3zgHgAAhmMdccE5qS+9Nnfuhv/26XPCtdxutxBxMTHV337pskXL\nnaLT4EG1yAj8Y8i1Q9uNaLfjpx3OfGfjzqk9z+1psR9X1+1cdfD7N1cmm2KEqhYoTv//LtIa\nJ74y71ab3Wo2V16/nWgcAICwkzvv/YVO65nXXtH81OtGRzgLIsbeN/v5wd3bxBVvfOeG82ad\nude+7bdb2gjR9prvMs96YXiTOw7ctvLwC4OreK9yJUvuvPyFvDPfXXpjmxWLuawTDbuaat8+\nrX37tBP9ds2q3cdu+Ws6SQhVFOSXFOQVt2iZ3Dg1vnmL5MPpuRXvEhFh7d6jpXaBAQAIlS5d\nOguxYt8+WfSpZN5XIYRwr1u0JFs0veCM7lXfquopPnpw8y/vPHjPm+6R//ns3hM3A4Fqatwp\ntXGnE87Os3nZXiGEJESKOTbJHONWZYuQbIUWV65btBdNmzVu0675/r3HzdUTGWnvN6Cr5rkB\nAKgTO7Zs8YnO/fqd6ug6IYQQnW985+2/b8cPvfOxa17p98RXP+TcMiOldvcq/O7WK99yTvli\n9pXNhFCDj75rePjqTxNer++4ZVUIIVRV3HbL7AP7s4UQd99zbmSkrfz3ZrPpxpvGx8Yef8oP\nAACGFBMTI4Scn18c+AvVW5qb/tey9/816byn93e47p3/jD5BQy/QLzcmSyZ7fNOOIy5/Lfe0\n/7737h1DmNgEoeLz/DMVj0lIkZLFKplVVX1synuHd+YIIZ763x3R0f9UcRaL+YFHro9vxHMU\nAGAQOTm5QsTFxVUY2vpgZ+kff5/ZWonmzZsLkZ5ezQm+gu6V8+VN17yvXv3uW1MaVzd9vRXS\nI+xkWfb5fCUlJSF4IP+NEDxWpVq3Ta503OeTP3p/8e13nd2xU+O3Zt+w6LsNh9PzUlJiR5/e\nrXXrFL3SVov6d6O7tLQ04Dob4UmWZUVRDLFvy7lcLo8ncALEMKQoioH2rf9twePxKIpyypV1\n53+hORwOQ7zKfD6fEEKWZaM8GVRVLSsrc7vdegc5tbr6OIuNDXHjoKioSAipUaOKVZ/4eppV\nmiZZoxOS09r0Hn3dnPV3XNi1yifEjn0jV33dV1qQfWTHii9fevj8Li+PffHHhTO61X12VFnD\nqeuadkmsdNznlRe8tOyKJyf07NN+0dJX5378w/59R9KaJE8+f1THTq0M8ZZIXRcC1HVaoK7T\nDnWddsK6rktMTBCioKBAiPJzYrs/tkN9TAgh1t7VesBzFdYt2fb5c8+8881vm/Zk5DtcPv8H\nSbtTvRhPca+jc667YW7sLYtfPDOh7v4qwwtpw87fmbVYQvGg/jea0DxWsBEjuybG/5BfWBr8\nq0MHc/2p0tISrr5mjH/Q5XKZTCa90lZL+YeixWIxxEeOqqqqqhpi34pjUzoJozwZ/P9VM0RU\nIYTX61VV1Sj7VlVVj8djlFeZv/gI2dt77Xk8HrPZbDZX8dAunen7cVZDysaNW4To1rPncfv4\nnDneBRfX5u+QLNGJTTsOvfC+oSMiRzS7/fb7xQwuFKunhlPX9Z/QOSHll4KcSuq6zN15/lTN\nmqfOuu8K/yB1nXao67RDXacd6jpNUdfVjQ4dO0pi3aZNpaJH9ElXlLc+ffqgeze1vuLVd148\nu1/blFi7OeuV4U1mHq3VvQ6/c9VN3zW+a8XTo2swu3E9FtInislkMpvNkZGan/jpcrn8H5Ah\neKxgazbu37Yzo9fQjku/Wy+C3pTj4qODU3m9XovFokva6vL5fGVlZUIIu91uiLdF/zdahti3\nQojS0lIhhM1ms9vtemc5NY/H4/F4jLJv3W63oihGeaEpiuJ0OiMiIgxxLRp/iW8ymQyxb4UQ\nZWVlNpvNZrOdelW96ftxVmMlX3+4oEjqfvv5nbR6hCY9e6aIFXu12jyqpoHUdfv+PHB4c8bw\ncR1/mLvRqwROqBOTEEVdF0rUddqhrtMOdZ2mqOvqRtPzLxhy+x+/fDo/Z/rlJ52J7s/ZL69x\nNr3tzdnXDv/7UyM7O/u4VSppTZ/iXkfmz/6h0CeeGRz1zPH3mz1Omi2aBV6/ouEIv86ukTnL\nPHc98vkfa4+d3G2NjohwuoUkhJDKp0w8bXQ15tcGAMBYvAfnXjNzTnHra567o4dWj6Hs+u2P\nbBE3RqvtA0IIITxOzyc3f7H712Ot4eQIc6bTp6pqqXBahNkuRUhCDDqb87IBAPVAs+uemPna\n6Bfvn/HRqLmXtTpxo0hRFCHSmjUr/45H2fn9j/uEaP3PKnFxcYHn/Z7iXs1uW6neFvBAcy+Q\npv1yzc+F74ytxV9ldAbo8RvImx8tL+/WCSG8Zkm2mFUhqZJQTZJqkoaP6nbW5AE6JgQAQAOq\n11mQvnXZp09cNbjfJYviL/vwx1fPiK+bTf/yyLk3P/nJ4vU7DxeUuR05BzYsfObicx7fmHTG\nUw/XzQMAJ7D4pV/Lu3VCiAizVGTKXuVbu9G3ea1vwwZ5Y4fxzUZf2lfHhAAA1JWYkU8tePui\nyIVXDDptxvMLVu/JKHD5ZHfx0R1/rNxdYU6I3hMmpIpN7z3+xY6CMkfWzp9fvuzcl/YnHneI\nduTI0YPMxd+++uaWQrer4GheWZXuhUrQsKtLy/7YUX7brKhWn6yYhGwxib+PCF2zZnfW0UJ9\nwgEAUPe+nmaVJMkUkdCi1/gbXlohznrm153rP7i0Y52dmdKkTZPMRU9cPWFw57S4mJR2Aybf\nu1Ad/9yyTQtv1OyMW0AIIcT2X3Ydu6UKp0/NcLlsakQra1OLsAghnErZ3MXfHk7P0jMiAAB1\nxt7t6rnrNyy4t3/2vAcuHNalSbTNHpvWacSFrxzuPnn6BQP9F4OInfjConeub/r7zIFp8ald\nJzz4a5snf10xq89xG2p3+8cf39Jj2wMDU2IS2p//zv6q3QvBpPKLQ4XAuHHjYmNjv/zyS60f\nyOVy+a/Ck5SUpPVjVTT2wmdz8x1CCKssSxWukSKpwuKVJaEKIa65buxVV58ecMfi4mKLxRIV\nFRXCsDXk8/kKCwuFEAkJCYaY68TpdPp8vuMvUB2+cnNzhRCxsbFGmevE4XAkJlZ+7bxwU1hY\n6PP5IiMjo6NPPo9qWFAUJT8/PzEx0RBznTgcDpfLZbVa4+Pr6JAqjeXn58fExBhlrhNdPs6A\nqqj3dd0Tg58vyXEIVRR4FE+Fus6lule5N7lVjxBi1v1X3H7P9IA7Utdph7pOO9R12qGu0xR1\nHeoxA7xlGEj7NqlCCLOiSsdf0ViVhGw+dpQdR9gBAACEv9ROjYUQZbLqOb6ui5Ds7awt/LeP\nHM4OviMAAEDt0bCrS9dPH2mxmKXKDlpUTccado1TG4U2FAAAAKptzC0jzBaTt7JzURqZjh3h\n1bTZSa+lBwAAUFM07OpS3x6tPnjx6saNT3iUvt1unTiRyYkBAADCXesBLW+Yd1V8k0rqOv+X\nsxER9gsuHhfqWAAAoGGgYVfHunVqdueNE4LHTaravEXyM89d2aRpQuhTAQAAoLqa92x67gOV\ntOTylcI27Zp98PljLVqlhT4VAABoCCx6B6iHxozqNmp4l+UrtpePNG2S8Ni/p3bt0swQ84wC\nAADAr//ZXfuM77Thx53lI4kt4u549ZIufdqZzdR1AABAKzTs6p7JJD392LTFy7b9uXp3mcvb\nq0fLcyf1t1nZ1QAAAAYjmaSb37147bfbti7b63F62g9sOWp6P4vNABdUBQAAhkYXSROSJI0d\n3X3s6O56BwEAAECtSJIYMLnbgMnd9A4CAAAaEI7kBwAAAAAAAMIIDTsAAAAAAAAgjNCwAwAA\nAAAAAMIIc9iFQnFJWZnLm5oSp3cQAADqgu+wUPLqfrPWjkKKrPvNAnWqrMjlKfPEp1HXAQDq\nhzJVeOp8o5KIEYJrNNUKDTtt7dyd+fgL327dflgIkZoSd/uNE87gShQAAINTSz5US7+s882a\nGn8obF3rfLNAXcn46+iCfy9K33hECBGfFnfmv8b2PIsrUQAAjE1R01U1o843azL1k0RsnW+2\nQaFhp6GcvJLr73zPUeryL2blFP/rsXmREdYRQzoJIXw+ee78lfO/XnM0u6hJavzU8wZedP5Q\nk0nSNTIAAAAqUZxV8vYlH7pK3P7FoqPFc2/70hZp6zymgxBC9so/vbNqyYdr844UJTePH3N1\n//FXD5Go6wAAQE0xh52GvvtpY3m3zk9V1Tlf/um//dTz3774+o+HM/J9Pjn9SP7/Xvnh9Xd+\n0SMmAAAATmH9V5vLu3V+qir++GC1//YH93839z8/ZR/Il71y1v78Of/+6YsnF+sREwAA1BM0\n7DR0JLMgePBwRr4QIie3+OtF6wN+9em8P5xOd/BdAAAIK6pQNaH33wWcREF6YfBg3sECIUTB\n0eJfP90Q8Ksf3vzT5aCuAwCEPVXV5kfvv8v4OCVWE6WlruyjhXExlcycnZwUK4Q4cCg3+D8m\nHq/v0OG8zh2bhiIiAAA1pQhV1qAKs9X5FoG64HK4848URcZHBP8qtnGMECJzdyV1nc/jO7o/\nv3WPJqGICABAjSmKUOS636yJjl1t0bCrY8XFzpf/9+1P329QVVWYTaZom6L88zSVhNqxVePV\na/dYrZVfLSW2sh4fAABhRRbCp0HDzioEM34hrJQWln3x8I+rv9ysqsJskmKtUkBjLrVjyu4V\n+ywnqOui4yrp8QEAEF4URfh8db9Zi0phV0s07OrYIw/MWbNq17EFWbGVetS4SLfXJ1RhlSRJ\nVhZ8vXrB16vj4qKSEmLyChwV79upQ5NmTRN0CA0AQHUoQtWiYcf3sAg379785fZf9/pvy4pa\n6hWx0WbZLQshJJMkK8qfn67789N1UY0iG6fGZGcdV9e16t4kpRV1HQAg7CmKkDU4wo7CrtZo\n2NWlI4fz/unWCSGEMMuKWlQqRdpNqirkf461Ky52SiYpJTk2J7fEP9KyedKjD04NbV4AAGpC\n0eYIOyY7QVjJOVhQ3q3z8ypqfomvwOOLt5ribf/MBO0sLDOZpKQmcXmZxf6R1LaJN752fkjj\nAgBQMxodYUddV2s07OpS1tFKZiOWFGFSKjkUVFXUxKS4u289OzOrMLFRxNBBHeLiYkMQEgCA\nWpI5wg4NQP7hSuo6IYRHViMigyo7RW3eNPaSxybmHS6MSYnoOaZ9bDx1HQDACLQ6wu5UlV3p\ntvdmTpv5nunB3Rvva19hPOfXp267940fN2e6YjuMvvyxVx4/p3UD7Vw10D9bI8nJcZWOKyZh\nlit5su7clzViaGeLxVRcXGyxVD77CQAA4YZTYtEQxKdW3nGTVdVa2aQ8Gduz+pzRyWwxFRcX\nm6nrAABGociaHGF30oZd4drXrr/kwa1teySKouN/c/CVqROfVO+et3ph/4j9n8+acuEEacWW\npwZY6z5g+DOdehVUWcvWKd17tgoYlC0mVZJUqZLKzqsqDqc7JNEAAKgz/otO1PmP3n8WcJy0\n9slt+7cIGHTJiqyqPqWS9X2y4iqhrgMAGI2iClmu+5+TVXaOjV98b5+1ZPXzYwO/HNs8+6Xl\nzW995eGx7ZIaNet//RuPjN73ynNfO7X8+8MXDbs69p8npg8a0ql8UbaY3XarEEIxBzbsFJMU\nkxATF8vlwwAABiOrwqtKdf5Dxw7h5ro3Luh62j9n6ZT5lDy3VwhR6Ans2KlCRDaKjIqnrgMA\nGIwkK5JPrvufk3XsYk578tuPbugdIweei1u4Zs3u+OHDe/y93Gj06F7O33/foNUfH944JbaO\nJafEPfPi1ZkZ+ZkZBWs2H3jr41/946qQ3DaLzStLqiqE5DNLbpv5uguGmCo78g4AgHCmqJJP\nrfvPLxp2CDfxqbG3fHRJXnph7qGCjb/t//jpxf7xXLcv2mqKtEj+r759qvDK4uzrhkgm6joA\ngNFENDbFda04oBZvV4v+qtY2pPiuUlyX44dqcnxYbk6OSOqZ/M9ASkqKyMzIqMGm6gEadppo\n0jSxSdPEPv3aRkZHvP3hMmeZRwjRs3PzhNS4X1ftcnuVxITo2y4ePv2cQXonBQCg2mQheTU4\nSF+t5BJNgP6SWjRKatGo49DW1mjrnKeXuEo9QojoLmntWiXsWLLb65Fjk6InzRw+6irqOgCA\nATkylKIltdyGmrdFzdtSccTU8hxhia7udmRZFlLFw5psVquQTA303FAadhqSJOnyi4ZdMmVw\n+pH8RvFRCY2ihRCyrBSVlCU2qvYTFwCAMKEIbY6w4xA7hDFJks6fOWLyjUMz9+fHJUbFJ0cL\nIRSfUlpUFptEXQcAMCyNrhJbo3MnmjRpInJzcv4ZyMrOFqmDUusslKHQsNOcxWJu0yqlfNFs\nNtGtAwAYmmZH2AHhzmI1t+j4T11nspjo1gEAjE3VpmFXo8IubujQbkUfrdgixvmnsXP8/vsm\n+5Db+9RpMsOgYQcAAKpHViWvyimxAAAAxicrwqdFw65GHbvO19w58ZlZtzwy4r2ZAyIPzJt1\n78LU65ec20C/G6NhBwAAqkcWkk+D5hpH2AEAAISaogifr+43W8O5Tppc/fGPBbfdfm3fJ44q\nCe2HXfzpT08Nt9dxNKOgYQcAAKpHFhodYQcAAIDQUhRJkznsqqD7wzvUhwMHEwfP+ujPWTqk\nCTs07AAAQPUoqsmnmut8s5wSCwAAEGqKKmSl7jfL1cRqjYadnoodrlXr9xUUOZulxvTp3lLv\nOAAAVIlmc9gBBlZa5Nr+276SPGdCq5iOA6nrAAAGodVVYlFbNOx08NOK7ctX79l/KGf33iyP\ny+MfHNCr1fMPXxwbE6FvNgAATkkWJq8WR9ipJz/CzpO7Z9ueXJHYqkO7JjEnfnjVmbV7x/4C\nc5POPVrF131bETje/l/+OvTb7uw9Ods3Zx/M8yqqEEJ0Gtbq1ncvjoqjrgMAhD0lnC46gQpo\n2IXa3U9+9d2yrf8sm01WWRFCrNl08Nk3f3pk1mTdkgEAUDWykLwiFQdICgAAIABJREFUlEfY\nedN/eeHuO574vrB5l2amw9v2Ro/779xPb+0T3AxRDs+7edINH6SndGxSumdfxBnPfj1nRreG\nOlExQmDJffP3fr/Ff7uJSSQmia35wq1IO38/OPfhn67+H3UdACDsaXSEHQ27WuOL55BasXbv\ncd06IYQQsunYv8LPv24LeSIAAKpNVk0+1VznPyeew04t3HWw2d3LDqdv/vPPjQd3ze75++1X\nPvNX8HpH37328s+Sn9iUuXPjlsP754/YeMuFj23QYFIWQAgh0n/fU96t87ObRMuYY0/jNd9S\n1wEAjMA/h12d/6DWOMIupFZvPhA8WN52dpZ5fD7FYqGLCgAIayG/Sqytx02vPPf3grnJpDP7\nq19t2aqKrsd3+HLnf/JjzAU/XtfBKoQQKRMevKFv+xffXfnoy8PqPCsgRObaA8GDcdZjN9yl\nHtmrmK3UdQCA8MYpseGKhp3mNmw99Or7S7bvzoyNiYhtFBO8QvmMPS2bJdGtAwCEP1nVZg67\nKl4l1rd+/WbR7foeQWtv27pV9Jjau/yjtF3fvnGZGzYcFcPS6jAmGrQDa9N//t/SI1szI+Mj\nW6RVNkXd38/L1DZJdOsAAAagqKoGp8RK9OtqjYadtlat3zfj/o8VRRFClDrdGTnFwhRYupU/\nj6+/dGSI4wEAUANNonr3SppacWRz/jeb8r+p1kZ6JU7umXjcDF8mUZUmoHPV/818W7nsi1u6\nBP2qsLBQJCQk/DOQlJQk8vLyhKBhh7qw5/f97131iSKrQgh3qceTXRjcsiv2Hrsx6Q7qOgCA\nESiK8GlwBitH2NUaDTtt/T97dx3f1NU+APw598baJHV3b4Eixd1dxpABYxtswNiYu9u7jdk7\n491vG7AxYQLbYLh7cSjWIoVS6u5pPLn3/P5IJU3TUGhSgef7yYdP7um5957bJuTJc4+s/P2Q\nKVtnwlBgKOVJfZ8AhhAh0PBQr0fnDp4wsltbtBEhhBC6NZmqlC25nzcqvrU+d6fLtp0u22Ze\nMjf8C5nQ2+ZOmvNfTZ20XP7BnuWT3Rv/VCAQgEKrBagdlMjzPEgkuFAnspP9/5doytaZaIyg\n4oiUrS8xAsnVkIBYz0nPDR54L8Z1CCGEOgLTHHao/cGEnWNdzyxuWEAFPAwZGC0QiVRqXdfY\ngPnT+0udRCqVUiDAvwVCCKGOodVXiTVRnPhwysRlgnf27Xiuh7O1CmFhYXAxPx8g1rRtzMkp\nFISE+Nu5neiuVXStxHyTAinWQO9xMa5SgV6p84kPjH+ov9BZrFRjXIcQQqjjwFVi2ysMJhxL\n6iyuqtY0LKMJnYIXzBncNg1CCCGEWqwt5rAr2/fK+Jl/h3515I+HY8UNfqLJu5IjjorxEkLn\nMWMCP9q+Pe/N2EAAAO3ebfu5Aa8Ps5rcQ+jWiWVidWWDuI4C8egWMvxxXNcEIYRQh+WgHnaY\nr2sxTNg51sjBnX5ff9y8hGGYEQNj26o9CCGEUMtxQPStukps0dYlo2b+4fTU8ifCCo4fLDAV\nyiL69Q5xgr3Pdx+zImBpavIbsWToS0vHJjwxZQG8MjVUeXz5m7/Jn961IMDuDUV3qy5jY4/8\ndNK8hGFJ59EY1yGEEOrIHLRKLGbsWgwTdo61ZN7w9Mzi42fSTZtisfDlx8eFh9ieoAchhBBq\n14yU0Tughx3fVA877tKJK179e0LSyveT6kujFv/x49xA6DRp4Wyl1/BAAAAImf/vSc9lX/72\n23d7JAG9lh76fUF/K+uzI3R7Rj83vCitJO3wDdOmUCKY9NY4nyivtm0VQggh1CLYw669woSd\nY0mdxd9/8lDShcxL1/LlUvHAPlF+3q7mFTiOP5qUfjU9z8/bddTgLs5OorZqKkIIIdRMHCWG\n1uxhx4788ODIpn4YOOXTtVPqN52iJr/23eTX7NsyhAAAQCwVLfjlgRsns/KS8yVyccywKFd/\nF/MKPMdnHEnPT81z8XPtNKaLyBnjOoQQQu0d5Sl1wCqxlFIbc52g5sCEXWvo3T2sd/ewxuW5\nBRXPvrc2LaNmYYqvfzrw2RszenUNtaim0RoOJV0vKFWE+nsM7RUpENj/OxJCCCHUfEZgdI6Y\nww7jOtQRRPQLjehnGa0BQGVOxfqn/iq5VhPXHf7y4NQvpgf3tqypVxtSD6ZVFig8Qz3ihkex\nGNchhBBqWzwFDrvDtUeYsGtLb3++qS5bBwAlZdWvLF23/ddnxeL6v8u51LxnP/m3oERh2owK\n8frurfvCAz1au60IIYRQLSMluladww6hDmDbG5vrsnUAoCyu3vTC+sd3PyOQ1Md1mWdzf3ty\nXWVBTVznG+39yMpZ3uGerd1WhBBCqA5PwQE97DCwazm8p9dmKqvUZy9mWRSWlCvPX84xPdfp\njUfPZS7+z1912ToAuJ5d+sqXm1uvlQghhFAjBiA6ytj90eQcdgi1e5oKdc4Zy7hOWaLMPV8T\n13E6Y/bxjJ8XrqnL1gFAUVrJmhc2tV4rEUIIocZ4Sjne7g+gmLFrKexh12aqVTqrL+BqpRYA\nTl7MfuWrzblFVUyjOudT84rKqoUiQVm1JtzXTcBi1hUhhFCr4hyz6ASGdajj0lXrrL6CdQot\nAOQlZe15c2NJdqVSY5mVzjqXW1VYTUSsokzlH+6JI2QRQgi1No6C0QFRGAZ2LYYJuzbj5+Mi\ncxYr1TqL8qhwn8pqzZIP/6lSapva94GP1p3JLAIAuZP4tdmDn5jSx7FtRQghhMw4bEgs9rBD\nHZXc30UsE+uUlnGdd7SPtkqz9Zm1OoW2qeFG7z+w+uLZHABwlosfem3M9CcGO7ixCCGEUD0H\nLTqBWg5v4rUZoYBdMMcyIBs/PD4syDPxzA1Tts7qFxdCiClbBwDVGt2bv+z7ccdZx7YVIYQQ\nMmMEoqeM3R883olFHRYrZPs/OsiisNPELh7hnllHrpv62QkZK6EdJXD5bK7pubpat+LNrZt/\nPO7w5iKEEEJ1eACO2v+BcV2LYQ+7trRw9mBvD9kv/xzLyivz8ZTPnNhr3syBAFCuUBEKTBN9\nSFWsZbC3cseZRRN6Or69CCGEEACAgTJa3hFDYrGHHerABjw6WOYtP/nTsfLMMrmvvMd9vfo+\nMgAANBVqIw96nvAUJCxouAZ7lWgMfMOIb/PKY/csGtCaLUcIIXQ3ozzvkB52OIddi2HCri0R\nAlPH9pg6todCoRAIBM7OzqbyK2mFArMXNyWEI0AAeAAdS9QCy+8z2cVVrddohBBCdz0DJRoH\nDInFwRioYyPQdVr3rtO6W8R1mSmFFQamJrIjIGapgQeeAgVQGLhindHiMEXZFa3bboQQQnc3\nHih381q3DPN1LdaqCTtKKaXUaLSMS+yO52ti/lY4l11QSnmeN7X2akbx5v3J5j8llOoErOnV\nbrDW+cDPXdpqV8pxXN0T2hFS5jzPt86rzo44jusQDTa9GDpEUwHA9HKte6O1c6b/xIxGI8N0\ngIkLTK3tWG+0jvIus9fHmUBg5497PWUck7DDHnYdCcZ1TTGP64pSi8/8m2weMTGEGPiaGMrA\n08ZfaDz85BjXNQXjOsfBuM5xMK5ztI7yLmu3cR3lgTrg90ebmOMLNV+rJuw4jjMYDJWVla1z\nOkppq52r5QwGg1arBYA9Ry9ZxEscqQ/lBACGRpGdjEBJabmwdZcVUygUrXm6FupArwQAUKvV\narW6rVvRXB3rd6vT6XQ6yxnB262O9S4zGo0d6MWgUqnaugm3oOUfZ15eXvZqjIkeiNoRCbsO\nkC5A9TCus6EurkvebRnX8bR+kJBcwJYQwjWs4ScTlpeUM0KM65rUgV4JgHGdI2Fc5zgY1zlO\nO4zrgAfK4Sqx7REOiW1713PL84sV/t7yqCBPQkBvsOyNSmiD5xIOdAzlCandpEVZ5X/vSXlg\nQvfWbDZCCKG7lp6Cmrf/TVMcEovuABXpZdUFCrm/i3uEJxDg9LY6LbCEBDmJC7R6Pc8DAEOI\nnxPrXFyd/E9yj7k9WqvJCCGE7m4cgCN6KGLCrsVaNWHHsqxQKHR3d3f0iXQ6nVqtJoS4ubk5\n+lwtUVCqePnLLacv5Zg2e3cO+u8L9/SKD/9pQ5J5NQZALGB1xppEHkOpEwcUeCFPWQoMBQA4\nkZL31NzhrdBmjuNMd4dcXV07RKdujUbDcZxMJmvrhjRLRUUFAEilUpFI1NZtuTmDwaBSqdr5\nu6yOQqHgOE4ikTg5ObV1W26O5/mqqqqO8i5Tq9U6nU4gEMjl8rZuS7NUVlZKpVKhUNjWDbm5\ndvtxpqeMQ3rY4ciJDgXjOgvVhYqdr2/KS8o2bQb2DB73ydSI3uEnfmwY1xEQigWG2qnrnFgm\nXCox8LyzkDqzjJAhAJB7InfEkyNaoc0Y1zkUxnWOg3Gd42Bc5zjt9uOMUuqQHnaoxVo1YUcI\nIYSwrP3XlbNQ919hK5yrJV74fPPZK7l1m0mXc5/776Z/Pp/fp2vo6ZSsunKRkH1l3ojP1iQq\nNXpTCQEQ8ZQ164qg0Rpa52Lr5jdhGKad/3pNGIbheb5DNLVOR/ndchzXOu9ouyCmTqkdpMGm\n1rIs2yECu471uwUAQkhHeZe1248zXHQCAcZ1jex4ZWP+uZy6zbyzOTte2nD/nwvC+4ZmnKqP\n6wQi9p6XRm39/IBOWRPXMQQ8JYzI7C1l0GBcZx3GdY6DcZ3jYFznUBjXtRzlHDKHHfawazkc\nEttmcgorzbN1Jheu5mXlV6z6cO4vG07uOZZapdTGR/k9MXdoVIjX5KGd/tqbnFFQUVJWffzM\nDdLw1d8p0rf1mo4QQujuZgDHJOwwsEMdVlVOhXm2zqQgOa8yu3z+Lw8c++nEpd2p2iptQLz/\niKeH+ER595jc5eTf50syylQl1XnHbzANe5f6dsK4DiGEUGvBVWLbK0zYtZnSSutTY5ZWKMMD\nPRbPGrh41kDzch932dP3DQQAhUp7z9M/5hVV1f1ILhU/dt9AywMhhBBCjkEpobwjugngkFjU\nUanKrMd1qlKle5jn0McHDX18kHm5i49szFODAUCr0K6curIyr34CcrFcPHjxYIe2FiGEEKpD\nKfAOSNhhvq7lMGHXZoJ8XQkBi4XDCIEQf1tzwej0xgvXCx+ZOeB0clZqeqHBwCV0Cr5vQo9q\nnUGrN0pE+AdFCCHkeJQAxeQaQvVcg9yANPp2QsAt2MPGXgadMf18fvy8AQVnMiuuFnEGLigh\nuPt9CSqlXq41CiUY1yGEEHI4yhPKOSCuw4xdi2Ec0Ga83WWTh3bZcuiSeeGEwZ18PWtm9zyV\nknXk3A29gevZKWjMgLgqlWbpLwc2Jl7W6A2mCkN7hD8yufe7vx744721ACB3Fr82Z8jiyb1b\n+UIQQgjddSgBBwyJRajjknrJ4ibGp267aF4YO66zzLcmrss8lXX9yA1ObwzuGdxpTJymSrP+\ngz2HN6Ro1TVxXfywyAmP9lv/4Z49/6QAgEQuvuelESMX9mvlC0EIIXS3oTzwmLBrlzBh15Y+\nemaSl7vsz+1ndHqjWCS4f3zPF+cNBwBK4c3/bV23+7yp2k8AXWMC0kuqSpVa890Tz2ccTsnS\n1nbSq1br3vxpr6tMMnt4fOteB0IIobuNY3rY3eSYXP7epfPmvX9k5Drt7/dar5L8Tkz3D9Lq\nt9kHNhibqouQfY39YIrUS3ZhbZJRZxSIBd1m9Rr83EgAoBQ2vbHl7LqauA5WnQjoGpCRXlFU\nrDSft/HiofRrRzMEtd9vtNW6v9/d6ewq6T+ze2tfCUIIobuJg3rY2c7XXVn/wV8pZgNx/UY+\n8/hQW53S70qYsGtLTmLhm4tGv/bIyBs5hX6eLnJ5zRL1e09crcvWmaRcy9exDDCW7yKe44EQ\n8zl/vlx/TMPz/aIDOgV7Obj5CCGE7laUgEPmsGuaIWvTmw8+ulrQI8Dmwmp5efmyh3dW/zyu\ntdqFUB2hRDj81bFDXxpdlFEo93WR1cZ1qXtS67N1AACQn5Kv1fONV1nRc1TQ8AW+9/8Oews4\nr65BrpE+Dmw6QgihuxjliWN62Nk4ZlXi8neWc08+PhSzFrZgwq7tsSzj6yFj2fpvPolJ6Y2r\n8dZe7QQs50tJzyt/4vsdhMD8Ed3+t3icgMUhSwghhOzNUUNimwzsaM7etakDV59ZWv2COLHp\n/Svz8lSh/UMd0DKEmolhGamPjDELwNIOW4nrqNWOB5RSSojZ+6AwvezkfzYBIZFTE/q+NYVg\nXIcQQsjeHLTohE15eXnQ44UP31vk1son7ljwU7890huMFiUUAIiVrzEUiEXamiNACVAKv+xP\n/nZ7kkV9A8dXa/X2bCtCCKG7kGnRCbs/mkYiFq7Z/On4QAHH8TaqlZSUwI1vhntIxRK3oE5D\n5n+2N89g72tH6BYZ9ZZfgwiAoIkYnBCL9chAyxGgNH3j2dQ/T1hU5o28QYVxHUIIoRahPFCO\n2P9ha0xsbm6uSJOy5stPPv78u9WbkwosMyAIADBh1z7FR/sDAE8IJYQjxEgYjmGAWnnBN+52\npyeE1vZQ+Pf41bry60WVkz/fIH1kmcvCbzq/8vPms1Zu9iKEEELNQgF4Yv9Hiycnjn5+/en9\nR89llVUWXNz0wYC0jyeMf+eEzh5XjNBtC+jiX/fcWUA9RbyXmJcJQNQoDBexYNHPVMQQtbGm\nJHtP/UplVdnl25/884c+S3/s//Haqd9mHrgKCCGE0G2hlPA8Y/eHzVMG95003L3qcmFlWfqR\nVU8Nju766L9FrXW9HQgOiW1jpy5k/rbhZFZemb+P64P39hvSJwoAnJzFnIjluJovLqYMHEOJ\nRXqOArA8z7OEBwIAlBAdAwZCmNovPOXVGtOTCpV26PtrCypVps0reeX3frlx60vTJ/YIb42L\nRAghdGcZ5Rn+asRA85L/ZSYtyzx9Swd5NqzPM2ENVjYXMi2+jygJ693f9Cyo18zPfr66N+6r\nX45/3H94S4+LULPcOJF57OdTpZllboEuA+f3ixkWBQBimYhhCc9RANByhAWQsFQmBE8xozBS\njZHyFFhCZELwldBiHZg65BECEhZETH0GT1+pNj3RKbQbH/5ZXaI0bVbcKN3x7NpJ384NGRLd\n6leMEEKowxPGd/KeNsG8RLl1n3LLvls6iGzKKNnkUeYlhG163mHS6fE1ux6v3VIfe7HH4AWv\nT5v800TRLZ30jocJu7a0ZvPpD7/dYXqenl16JCn9+QWjenYPe+V/23iz7nSUAKHAUgo8cEzN\nSAkCwFJKKLBGSglQoCVigWmYEFPbRSEuyNP05I+jV+qydTXHpPD5ttOYsEMIIXQb9pVkzT6z\nqVHxrU1XvOxG0rIbDaZuOD3k4WCJS8ua1kBkVCQpy83VAkjseFSErDvxW9KW92riupLrpWmH\nbox9eWREv9CNr2+htQtM8BSqjYQh1IkFNxFlCHEVAk9ByBA3MRUzRC4EAwWOhwo9AQBCqFRQ\ns69rhLfpSdq25LpsXQ0K5385hgk7hBBCt0F74WrpZz82Kr6126iKTQcUmw6Yl/h9+Qbr1ax1\nX50HPjgt/MutJ6/CxK63dNI7Hg6JbTM6vfHrn/dbFH7728E1O8/xjQa/mib2YSkIOfr4PX1Y\nnrI8rZvkhFDKA6nJ1tXuK2SZF6b2Mz1PK6xs3IBrBRX2uRKEEEJ3HcfMYdfiIbEN8SnJF2lI\nbCxm65DjGXXG3Z9bxnX7lx1KWnuWNloOVssTAJAJwd+Zjlk8wNcJfJ2omAEAIARETP0Md75i\nEDMUABgB2+nhwabCyqzyxg2ozCyz4+UghBC6e/CUcLz9HzbnsLOg0+lAKBQ67ho7KOxh12Yy\nckqVast5dfQGLiPfShBWhwDMHtU9M79i76m0ukKGQM8eYUGBHlkFFUnXCzQGY6iv+yOju8cG\n1ayR7CV3anwobxfnFl8EQgihuxJtYvHytnD+k37jvgn47+kN8wIK//3g/1RD7x/eNdyLFJ/b\ntPTxLwvHffN0n7ZuIboblKSX6pSWcZ1Rz5VmWInreEpqVhQD6DGjhzq3LOPgtfofE/DuGR4Z\n6iEoKlNfyVVpON7HI3p6T+ewmh52Tu5WQjgnD6m9rgUhhNBdxTSHXauesqKgwNnfX1yzVbZt\n5fr8qPmTYlu1DR0BJuzajFBofUS3r4fMSmltcjo2zCc6xHvF6zN+2Zq0OfFSaZW6U5jPM7MH\ndzetU0Hpa38mfrUt6VJhxUu/H/xww/Gv54+cPyz+vn4x7284bmy4st7cgXH2vSKEEEJ3C0qA\ntpdO+oRhCGEYAgASV3Lps0Wjnsmr0Ep8IzoPuv+fMy9NDmvrBqK7AiuyHtfJfa3EdWztKAnP\naB/PKJ9JX8++8Oepa9tT1OUqrxjfvo8P840PAADK07+X7j2y8gRXUHb4wp61Xxye+8H4wbO6\nR47tnPT9Ib5hXBeNw4gQQgjdFlMPO7sfltKmj3nsjdiFF4aO6RsXKFOlJ67fWTrw63/eTGgv\nN4PbD0zYtZnwYK8AH9f84irzQg836WMzBu46ec0iuWYSF+bzzavTCAEByyya2nfR1L4WFVbu\nvfDfzafqNitVugXf7+wW6pMQ5vPbkglP/rKvXKkFAIaQx0d3f35CLwdcFkIIobsAJQ7pYWcj\nsKs1Zx2d07Ck+yvHC18xPXUb9daGUW/Zv10I3ZR3hJdboGtlXoO4TuopHbJ40NW9VzljfVxH\nCEgYCgBeMb7jv5gJBBgBkzCvf8K8/hbHPPj7mR3fHavbVCu0q57fFNzZNzTeb9TH0xKXbtdV\naQCAMKTLrN7dGu2OEEIINQflW72H3YT/nV+35+D5zOJqGjX1rUe+Gtc3SHzzve4+mLBrMwwh\nH7xwz3Mf/F2tqhlA4ewk+vCFKd2i/X5+Z/Zb3+/MKqwAAH8vlxkj49U6o5vceeaorgGechvH\nXHP0ikUJT+mq/cn/t2D0nAFx47qFnbheoNDoe4f7Rvq6Oei6EEII3flMU84hhGoRhkz/ZMqf\nT/yjra6J60TOoumfTAns6v/AD/dvfXd7eXYFALj6u/Sd0VVq0EvcnSKmJEh8bK2ycmLDRYsS\nytPDf54N/Whi1IT44EFRRcm5eqXOp0uAS7C7g64LIYTQHY+n4JAedjZ+xsgjBk+PGGz3c95p\nMGHXlvonhG//6akNuy+kZxUG+bnPmNDb10sOAEMSwg+tXJJbXMXz9NCFzA9X769W6wDgy3VH\nnp4x8MXZ9a9rlVYvldSvfFyi0DQ+y8p9F/pG+c8b2oVlGKlYKBEKrE5phxBCCDVXe5rDDqF2\nInJg+Av7njyz/kJhWpFHsHvf2b1cfOUAEDU44rl9T1XmVVKeKpKup36zQ6HSAUDWL/uj5g+L\nXjSy7gh6tV7kXB/XVZepGp/l1Npz8X2CekzrxhOiEQh5OSt0xbgOIYTQ7XPQkFh7LyZ2N8KE\nXRvzcJMunDVQoVAIBAJn5wZTCAf5uJ66kvvaih11q6voDdwXaw9H+LtPHtTp240nl289XVql\ndpdJHhnf88X7BoqFgmh/9yt5lmuEGYz8wuU7cyuUn29PqlBpAcDFSfTx7CFPjO7RKpeIEELo\njuOoIbH2PyRCrUnqKR262Hpc5xboVn4h6+Knm6A2sOP1xms/7JMGe/qN6npi1bFTv55Ulamc\nXJ16zu09eMkQgVjgG+GZn1ZqcQqG4za9viU/t2rr/x1TVWkAwEkuvu/N0aMexuVVEEII3Q5K\nCeeAuYkp4M3dlsKEXfvC8fRqVklZlSo62MvPU77x8KXGayH/m3jpxNW8VTvOmjYrlNov1x3L\nKqpc8fw9z0/qve1sOsdb7mPk6VvrjtQdSqHRP/nLvnBv1wndwx17PQghhO5IFJNrCN0c5fmK\ntGJNucot0lvq45K/+wI0Cuzydl5IOZmf9Mdp06amSnP0+8OVuRX3fj593OL+F/Ze47n6XRgC\nMiFR67m/P9pPaw+lqdatfm2bd4hbt5HRrXNdCCGE7iQ8EM4BU51gqNhymLBrRy7dKHph2ZYr\nmcUAwBAya3S3itrp7cwVVSj3Xsi0KPz3yOW3Hxo+vHPwttdmTP7kXyPfcM0KhjRO/P2SeAkT\ndgghhG4HDolF6GbKUgsOvb2x/FoRABCGxExNcNYqG1fTlCrO7s62KLy09eLIF0bFDQx7/vcH\nvp33p9bAEwISlriLCEug0kBpo8Du8NrzmLBDCCF0Gxw0hx1m7FqudZcCQU1TafXz3//LlK0D\nAJ7StXsu5BRXNq4pdxYbGq0hSynsPZsOAOO6h3cJ8mzOGQsqrUyMghBCCN2caUis3R+4kAW6\nUxjU+l1P/mnK1gEA5enVDWcrc6sa1yRSJ95oGdcBhYv70wCg6/DIvr28QqRMsJTxkRAhAwBg\ntPYVqKrISjYQIYQQuimeEs4BD8zXtRz2sGsvjiZnF1dYRlrXs0osSgiAk9D6X+21FbuCvVyT\n0gvSMouBafCdx81ZXKm17KwX6evasiYjhBC6W+EqsQjZVHgqU11abVGYfbXMixDG7CsMBaJm\nRGDNdy9tlvi5dGcvD/C8kM0Emveok7lKNGWW64z5hOFCsQghhG4HTwnHO6IvF8aKLYU97NqL\nEmv93fQGjqUNUtOEQlmFsk9sYOPKHIU3V+399J+jAkqdeZ6lAAAEwNtZvP75qWIha15ZwDJL\nRuGiEwghhG6LaUis3R8I3Sk0pVb6u2m1xnydQFv7pUjPk0KtoKJEHZgQZFmTo0o9/8ub27iD\nGyP91fcPy/P30LKESkR8t87coz/MEoga3L5lBcxIXHQCIYTQbaHYw669woRdexHkY6W/m0Qk\nIBRYSgV8zYOhVMiyy5+bEuzdoL7pW056QblpxQkBBSnPu3C8nON11ZqeYd47Xp7RObBmqGy0\nn/vWF6f1jfRz9EUhhBC6M1EA3gEPjOzQnUIW4Na4kBUL9RzJ1wgyVcJMlShXI9RwhBGw934+\nXepfH9dpjPR6lREAstPKdHoKAOF+6gVjc16elf7i9PQp3W5/fN/GAAAgAElEQVTEJvi8tOaB\nwBhvU33fCM/nf5sbkWDlbi5CCCF0UzyAQxJ2GNe1GA6JbS8GxgdHBnqm55WZF47pG73lyBWL\nmkMTwkN93V6ZM+iZb7bT2lQdD0AJME2/JUZ0Dr706cNFVWqO5wPcZXZvP0IIobsIDolFyCa/\nPqGuYV5VmaXmheEjYlN3XAIA3myUUMjASLcgt26Lh/z8/EYxS/Q8rTbwBIAhhAIVmMV2rFln\nhU6Dwj9KfLKqREk56uYnd/wFIYQQumPxFDhMrrVL2MOuvRAK2N//c/+oPlGmTWeJ8OUHhy17\nceo9QzqbV0uICXh8+gAAGNo1TCRgCQBHSDVLqgWMkmWqBYyh0ReoLqHeblKJ6bmvq7NFtk5v\n5C7llWWXWU6zghBCCDXJQT3sELpTMEJ2wvKHQobGmDYFTqLeT40c9fH0mAnx5tX8ugX2XDAI\nALoNi9QQUqrllAYqYRknAeskYJwF7I4LbhbfoYhfMDhJTc9dvWUW2TrewFWlF6sKraxugRBC\nCFmFi060W9jDrh0J9Hb5+a1Z1WpdSaUqxNdNwDJqrSHIz83DTVZerXaTSaYN7fLOgtEsQwAg\n0MvlgwWjXvthj4oBSmqydBTASAihtO7v6iwWfr5obFNnXLbn3Dsbjys0egBICPFZ+fCo3mG+\njr5MhBBCHZ5pDjtHHBahO4XM33XsN3P1Sq2mTCUPcmdYxqjRB4S6aP0lhkoVK3cKHN+9z0sT\nCEMAwCvQdeHSiT+8tk3CEPO31vrT7k4iflQXRc22SCyYPK+pM6b+eSL5u/0GlQ4A3OP8+719\nj2fnAEdeIkIIoTsBD4RzyMgJHI3RUpiwa3fkzmK5sxgAKIWFH687fCHTVF6u0KzamhQX6nP/\nmO6mkgXje248c31nbYU6VMDOHxafX17dKdjr8Ym9Ar1crJ5o1eFLz605VLd5Lrt47Bf/pi6d\n7+PibO9rQgghdGehmFxDqFlEMolIJgEAoPTYi38WnUw3lRur1Fl/HfeO8Q2/t5epZMLCfjcO\nXD22J93iCNvOe42Z1xOqy4lPENN/LHH1sHqi9I1nz/x3R91mRWrB/iWrp2x4WuIhtftFIYQQ\nupNQCo5I2GGo2HKYsGu/zlzNPdwoGffl2sN1CbvTafkXMosb7yhgyf+WjL/p8ZcfSLYoqVD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YSg1G444z6aZNsZA1VQh0lz01NmHHK9OH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- }, - "metadata": { - "application/pdf": { - "height": 360, - "width": 840 - }, - "image/png": { - "height": 360, - "width": 840 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "grid.arrange(\n", - " plot(dpt, col_by = 'DPT3'),\n", - " plot(dpt, col_by = 'Gata4', pal = viridis::magma),\n", - " ncol = 2\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "options(old)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The `DPT` object also contains a clustering based on the tip cells and DPT, and you can specify where to draw paths from and to:" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "application/pdf": 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BymTMOMXQI/N+mcB36M6jmYndmacznC1fWKJdGdWVSPWPuHihm7yHgwEmzb0kqL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\nMjQ5MTcKJSVFT0YK", 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yfgNIjNAFKmLmEDnV5XRkRERFQeEyPY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- }, - "metadata": { - "application/pdf": { - "height": 360, - "width": 420 - }, - "image/png": { - "height": 360, - "width": 420 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "plot(dpt, root = 2, paths_to = c(1,3), col_by = 'branch')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can further divide branches. First simply plot branch colors like we did above, then identify the number of the branch you intend to plot, and then specify it in a subsequent `plot` call. In order to see the new branches best, we specify a `dcs` argument that visually spreads out out all four branches." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Warning message in title(main, sub, ...):\n", - "“\"legend_name\" ist kein Grafikparameter”\n", - "Warning message in plot.xy(xy.coords(x, y), type = type, ...):\n", - "“\"legend_name\" ist kein Grafikparameter”\n" - ] - }, - { - "data": { - "application/pdf": 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KD3xCBSloI472uFeL4qg4Nhro/dFVisIrvDIqAGiseNFO+JybRm0KfDGUQW4vmq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\nFUUnsF27YC9XTwpzwAA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MmdLHvS1iyO7ZVrC2AJBDsAQJWYcdHZ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\nERFJW6Rg5NRk/MzJca21aKVFx6Lp8bHo4Ts6gjUr79uGWxnBDhv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HOiLhVKFQYoJNfslBZRZan/ha25Nfk8vnJJ2W7dvl3e+W3/otaWtb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\na2vr2Ms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- }, - "metadata": { - "application/pdf": { - "height": 360, - "width": 420 - }, - "image/png": { - "height": 360, - "width": 420 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "plot(dpt, col_by = 'branch', divide = 3, dcs = c(-1,-3,2), pch = 20)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "R", - "language": "R", - "name": "ir" - }, - "language_info": { - "codemirror_mode": "r", - "file_extension": ".r", - "mimetype": "text/x-r-source", - "name": "R", - "pygments_lexer": "r", - "version": "3.6.1" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/vignettes/DPT.ipynbmeta b/vignettes/DPT.ipynbmeta deleted file mode 100644 index 976d5e7..0000000 --- a/vignettes/DPT.ipynbmeta +++ /dev/null @@ -1,4 +0,0 @@ -%\VignetteIndexEntry{destiny 2.0 brought the Diffusion Pseudo Time (DPT) class} -%\VignetteEngine{nbconvertR::nbconvert_html} -%\VignetteTemplate{latex}{destiny-bib.tplx} -%\VignettePreprocessors{latex}{destiny_processors.LatexTracPreprocessor} diff --git a/vignettes/Diffusion-Map-recap.Rmd b/vignettes/Diffusion-Map-recap.Rmd new file mode 100644 index 0000000..211f0fc --- /dev/null +++ b/vignettes/Diffusion-Map-recap.Rmd @@ -0,0 +1,43 @@ +--- +title: Reproduce the Diffusion Map vignette with the supplied data() +output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{Reproduce the Diffusion Map vignette with the supplied data()} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +Quickstart +========== + +A short version to achive the above is by using the preprocessed version of the dataset provided with this package. `data(guo)` is already preprocessed (using the method first mentioned), has its threshold set to a constant 15 and is ready to use. Since the platform’s maximum amplification cycles are 40, that number can be used as upper border of the uncertainty range. + +```{r} +library(destiny) +data(guo) +``` + +It can be used directly for diffusion map creation: + +```{r} +dm_guo <- DiffusionMap(guo, verbose = FALSE, + censor_val = 15, censor_range = c(15, 40)) +dm_guo +``` + +```{r} +plot(dm_guo) +``` + +using the annotation shows that the approximation worked + +```{r} +palette(cube_helix(6)) +plot(dm_guo, col_by = 'num_cells', + legend_main = 'Cell stage') +``` + +References +========== + +
diff --git a/vignettes/Diffusion-Map-recap.ipynb b/vignettes/Diffusion-Map-recap.ipynb deleted file mode 100644 index f0b5151..0000000 --- a/vignettes/Diffusion-Map-recap.ipynb +++ /dev/null @@ -1,131 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "options(repr.plot.width = 7, repr.plot.height = 6)\n", - "options(jupyter.plot_mimetypes = c('application/pdf', 'image/png'))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Quickstart\n", - "=====\n", - "\n", - "A short version to achive the above is by using the preprocessed version of the dataset provided with this package. `data(guo)` is already preprocessed (using the method first mentioned), has its threshold set to a constant 15 and is ready to use. Since the platform’s maximum amplification cycles are 40, that number can be used as upper border of the uncertainty range." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "library(destiny)\n", - "data(guo)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It can be used directly for diffusion map creation:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DiffusionMap (20 Diffusion components and 428 observations)\n", - "eigenvalues: num [1:20] 0.954 0.846 0.798 0.776 0.703 ...\n", - "eigenvectors: num [1:428, 1:20] -0.0576 -0.0574 -0.0495 -0.0495 -0.0511 ...\n", - " ..colnames: chr [1:20] \"DC1\" \"DC2\" \"DC3\" \"DC4\" ...\n", - "optimal_sigma: num [1:428] 7.69 7.63 9.19 6.76 6.35 ...\n", - "distance: chr \"euclidean\"" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dm_guo <- DiffusionMap(guo, verbose = FALSE,\n", - " censor_val = 15, censor_range = c(15, 40))\n", - "dm_guo" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "application/pdf": 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Agw++ka6V2Zk7749dGBMzNwJhhRGsoeIZ4fxtjbXuQDNIFvt0CQdnClMDaGKYvl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\nDcUYyWem90pvmlA8QD4/SKCGtF2s7d+AmzeUtK10NTh76owcamt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5Ur/PHgMDMrAOAcR48dMGX0TSRnVnn6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\nWVkUhQEwCILd+KEoz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- }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(dm_guo)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "using the annotation shows that the approximation worked" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "application/pdf": 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Al8skmF+yjX/dTG8D5qOUK0ny+w308NBj8K91GbiojX/dTvt0yxL591I+TnwuCW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jBoFSp6Hj14UqVS9Rvco9/gHnqdXqfXmZmZ6fX69o36tuvcQumAAAADwp/7gEHr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f3uuXOM6QlgwAlqykATdOVSQ54g2wZgNJ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\nzOJkWVZ6BgAAAAAYBrhHBAAAAMA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- }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "palette(cube_helix(6))\n", - "plot(dm_guo, col_by = 'num_cells',\n", - " legend_main = 'Cell stage')" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "R", - "language": "R", - "name": "ir" - }, - "language_info": { - "codemirror_mode": "r", - "file_extension": ".r", - "mimetype": "text/x-r-source", - "name": "R", - "pygments_lexer": "r", - "version": "3.5.0" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/vignettes/Diffusion-Map-recap.ipynbmeta b/vignettes/Diffusion-Map-recap.ipynbmeta deleted file mode 100644 index 8e5e005..0000000 --- a/vignettes/Diffusion-Map-recap.ipynbmeta +++ /dev/null @@ -1,4 +0,0 @@ -%\VignetteIndexEntry{Reproduce the Diffusion Map vignette with the supplied data()} -%\VignetteEngine{nbconvertR::nbconvert_html} -%\VignetteTemplate{latex}{destiny-base.tplx} -%\VignettePreprocessors{latex}{destiny_processors.LatexTracPreprocessor} diff --git a/vignettes/Diffusion-Maps.Rmd b/vignettes/Diffusion-Maps.Rmd new file mode 100644 index 0000000..0afe3f0 --- /dev/null +++ b/vignettes/Diffusion-Maps.Rmd @@ -0,0 +1,380 @@ +--- +title: 'destiny main vignette: Start here!' +output: rmarkdown::html_vignette +bibliography: bibliography.bib +vignette: > + %\VignetteIndexEntry{destiny main vignette: Start here!} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +```{r} +library(base64enc) +library(ggplot2) # would shadow Biobase::exprs + +suppressPackageStartupMessages({ + library(readxl) + library(destiny) + library(Biobase) +}) + +#setHook('on.rgl.close', function(...) { +# name <- tempfile() +# par3d(windowRect = c(0, 0, 1200, 1200)) +# Sys.sleep(1) +# +# rgl.snapshot( filename = paste0(name, '.png')) +# #rgl.postscript(filename = paste0(name, '.pdf'), fmt='pdf') # doesn’t work with spheres +# +# publish_mimebundle(list( +# 'image/png' = base64encode(paste0(name, '.png')) +# #, 'application/pdf' = base64encode(paste0(name, '.pdf')) +# )) +#}, 'replace') +``` + +Diffusion maps are spectral method for non-linear dimension reduction introduced by @coifman_geometric_2005. Diffusion maps are based on a distance metric (diffusion distance) which is conceptually relevant to how differentiating cells follow noisy diffusion-like dynamics, moving from a pluripotent state towards more differentiated states. + +The R package **destiny** implements the formulation of diffusion maps presented in @haghverdi_diffusion_2015 which is especially suited for analyzing single-cell gene expression data from time-course experiments. It implicitly arranges cells along their developmental path, with bifurcations where differentiation events occur. + +In particular we follow @haghverdi_diffusion_2015 and present an implementation of diffusion maps in R that is less affected by sampling density heterogeneities and thus capable of identifying both abundant and rare cell populations. In addition, **destiny** implements complex noise models reflecting zero-inflation/censoring due to drop-out events in single-cell qPCR data and allows for missing values. Finally, we further improve on the implementation from @haghverdi_diffusion_2015, and implement a nearest neighbour approximation capable of handling very large data sets of up to 300.000 cells. + +For those familiar with R, and data preprocessing, we recommend the section [Plotting](#Plotting). + +All code in this vignette is accessible via `edit(vignette('destiny'))` + +Preprocessing of single qPCR data +================================= + +As an example, we present in the following the preprocessing of data from @guo_resolution_2010. This dataset was produced by the Biomark RT-qPCR system and contains Ct values for 48 genes of 442 mouse embryonic stem cells at 7 different developmental time points, from the zygote to blastocyst. + +Starting at the totipotent 1-cell stage, cells transition smoothly in the transcriptional landscape towards either the trophoectoderm lineage or the inner cell mass. Subsequently, cells transition from the inner cell mass either towards the endoderm or epiblast lineage. This smooth transition from one developmental state to another, including two bifurcation events, is reflected in the expression profiles of the cells and can be visualized using **destiny**. + +Import +------ + +Downloading the table S4 from the [publication website](http://www.sciencedirect.com/science/article/pii/S1534580710001103) will give you a spreadsheet “mmc4.xls”, from which the data can be loaded: + +```{r} +library(readxl) +raw_ct <- read_xls('mmc4.xls', 'Sheet1') + +raw_ct[1:9, 1:9] #preview of a few rows and columns +``` + +The value 28 is the assumed background expression of 28 cycle times. + +In order to easily clean and normalize the data without mangling the annotations, we convert the `data.frame` into a Bioconductor `ExpressionSet` using the `as.ExpressionSet` function from the **destiny** package, and assign it to the name `ct`: + +```{r} +library(destiny) +library(Biobase) + +# as.data.frame because ExpressionSets +# do not support readxl’s “tibbles” +ct <- as.ExpressionSet(as.data.frame(raw_ct)) +ct +``` + +The advantage of `ExpressionSet` over `data.frame` is that tasks like normalizing the expressions are both faster and do not accidentally destroy annotations by applying “normalization” to columns that are not expressions. The approach of handling a separate expression `matrix` and annotation `data.frame` requires you to be careful when adding or removing samples on both variables, while `ExpressionSet` does it internally for you. + +The object internally stores an expression matrix of features × samples, retrievable using `exprs(ct)`, and an annotation `data.frame` of samples × annotations as `phenoData(ct)`. Annotations can be accessed directly via `ct$column` and `ct[['column']]`. Note that the expression matrix is transposed compared to the usual samples × features `data.frame`. + +Data cleaning +------------- + +We remove all cells that have a value bigger than the background expression, indicating data points not available (`NA`). Also we remove cells from the 1 cell stage embryos, since they were treated systematically different [@guo_resolution_2010]. + +For this, we add an annotation column containing the embryonic cell stage for each sample by extracting the number of cells from the “Cell” annotation column: + +```{r} +num_cells <- gsub('^(\\d+)C.*$', '\\1', ct$Cell) +ct$num_cells <- as.integer(num_cells) +``` + +We then use the new annotation column to create two filters: + +```{r} +# cells from 2+ cell embryos +have_duplications <- ct$num_cells > 1 +# cells with values <= 28 +normal_vals <- apply(exprs(ct), 2, function(smp) all(smp <= 28)) +``` + +We can use the combination of both filters to exclude both non-divided cells and such containing Ct values higher than the baseline, and store the result as `cleaned_ct`: + +```{r} +cleaned_ct <- ct[, have_duplications & normal_vals] +``` + +Normalization +------------- + +Finally we follow @guo_resolution_2010 and normalize each cell using the endogenous controls Actb and Gapdh by subtracting their average expression for each cell. Note that it is not clear how to normalise sc-qPCR data as the expression of housekeeping genes is also stochastic. Consequently, if such housekeeping normalisation is performed, it is crucial to take the mean of several genes. + +```{r} +housekeepers <- c('Actb', 'Gapdh') # houskeeper gene names + +normalizations <- colMeans(exprs(cleaned_ct)[housekeepers, ]) + +guo_norm <- cleaned_ct +exprs(guo_norm) <- exprs(guo_norm) - normalizations +``` + +The resulting `ExpressionSet` contains the normalized Ct values of all cells retained after cleaning. + +Plotting +======== + +The data necessary to create a diffusion map with our package is a a cell×gene `matrix` or `data.frame`, or alternatively an `ExpressionSet` (which has a gene×cell `exprs` matrix). In order to create a `DiffusionMap` object, you just need to supply one of those formats as first parameter to the `DiffusionMap` function. In the case of a `data.frame`, each floating point column is interpreted as expression levels, and columns of different type (e.g. `factor`, `character` or `integer`) are assumed to be annotations and ignored. Note that single-cell RNA-seq count data should be transformed using a variance-stabilizing transformation (e.g. log or rlog); the Ct scale for qPCR data is logarithmic already (an increase in 1 Ct corresponds to a doubling of transcripts). + +In order to create a diffusion map to plot, you have to call `DiffusionMap`, optionally with parameters. If the number of cells is small enough (< ~1000), you do not need to specify approximations like `k` (for k nearest neighbors). + +If you started reading here, execute `data(guo.norm)` to load the dataset that was created in the previous section. + +```{r} +library(destiny) +#data(guo_norm) +dm <- DiffusionMap(guo_norm) +``` + +Simply calling `plot` on the resulting object `dif` will visualize the diffusion components: + +```{r} +plot(dm) +``` + +The diffusion map nicely illustrates a branching during the first days of embryonic development. + +The annotation column containing the cell stage can be used to annotate our diffusion map. Using the annotation as `col` parameter will automatically color the map using the current R color palette. Use `palette(colors)` to configure it globally or `plot(..., pal = colors)` for one plot. + +```{r} +palette(cube_helix(6)) # configure color palette + +plot(dm, + pch = 20, # pch for prettier points + col_by = 'num_cells', # or “col” with a vector or one color + legend_main = 'Cell stage') +``` + +Three branches appear in the map, with a bifurcation occurring the 16 cell stage and the 32 cell stage. The diffusion map is able to arrange cells according to their expression profile: Cells that divided the most and the least appear at the tips of the different branches. + +In order to display a 2D plot we supply a vector containing two diffusion component numbers (here 1 & 2) as second argument. + +```{r} +plot(dm, 1:2, + col_by = 'num_cells', + legend_main = 'Cell stage') +``` + +Alternative visualizations +-------------------------- + +Diffusion maps consist of eigenvectors called Diffusion Components (DCs) and corresponding eigenvalues. Per default, the first 20 are returned. + +You are also able to use packages for interative plots like `rgl` in a similar fashion, by directly subsetting the DCs using `eigenvectors(dif)`: + +```{r} +library(rgl) +plot3d( + eigenvectors(dm)[, 1:3], + col = log2(guo_norm$num_cells), + type = 's', radius = .01) +view3d(theta = 10, phi = 30, zoom = .8) +# now use your mouse to rotate the plot in the window +rgl.close() +``` + +For the popular `ggplot2` package, there is built in support in the form of a `fortify.DiffusionMap` method, which allows to use DiffusionMap objects as `data` parameter in the `ggplot` and `qplot` functions. But the regular `plot` function already returns a `ggplot` object anyway. + +```{r} +library(ggplot2) +qplot(DC1, DC2, data = dm, colour = factor(num_cells)) + + scale_color_cube_helix() +# or alternatively: +#ggplot(dif, aes(DC1, DC2, colour = factor(num.cells))) + ... +``` + +As aesthetics, all diffusion components, gene expressions, and annotations are available. If you plan to make many plots, create a `data.frame` first by using `as.data.frame(dif)` or `fortify(dif)`, assign it to a variable name, and use it for plotting. + +Parameter selection +=================== + +The most important parameter for the visualization, `dims`, is described in the following section. An important parameter in v1, $\sigma$, is explained in its own vignette “Global Sigma”. + +[Other parameters](#Other-parameters) are explained at the end of this section. + +Dimensions `dims` +----------------- + +Diffusion maps consist of the eigenvectors (which we refer to as diffusion components) and corresponding eigenvalues of the diffusion distance matrix. The latter indicate the diffusion components’ importance, i.e. how well the eigenvectors approximate the data. The eigenvectors are decreasingly meaningful. + +```{r} +qplot(y = eigenvalues(dm)) + theme_minimal() + + labs(x = 'Diffusion component (DC)', y = 'Eigenvalue') +``` + +The later DCs often become noisy and less useful: + +TODO: wide plot + +```{r} +plot(dm, 3:4, col_by = 'num_cells', draw_legend = FALSE) +plot(dm, 19:20, col_by = 'num_cells', draw_legend = FALSE) +``` + +Other parameters +---------------- + +If the automatic exclusion of categorical and integral features for data frames is not enough, you can also supply a vector of variable names or indices to use with the `vars` parameter. If you find that calculation time or used memory is too large, the parameter `k` allows you to decrease the quality/runtime+memory ratio by limiting the number of transitions calculated and stored. It is typically not needed if you have less than few thousand cells. The `n.eigs` parameter specifies the number of diffusion components returned. + +For more information, consult `help(DiffusionMap)`. + +Missing and uncertain values +============================ + +**destiny** is particularly well suited for gene expression data due to its ability to cope with missing and uncertain data. + +Censored values +--------------- + +Platforms such as RT-qPCR cannot detect expression values below a certain threshold. To cope with this, **destiny** allows to censor specific values. In the case of @guo_resolution_2010, only up to 28 qPCR cycles were counted. All transcripts that would need more than 28 cycles are grouped together under this value. This is illustrated by gene Aqp3: + +```{r} +hist(exprs(cleaned_ct)['Aqp3', ], breaks = 20, + xlab = 'Ct of Aqp3', main = 'Histogram of Aqp3 Ct', + col = palette()[[4]], border = 'white') +``` + +For our censoring noise model we need to identify the limit of detection (LoD). While most researchers use a global LoD of 28, reflecting the overall sensitivity of the qPCR machine, different strategies to quantitatively establish this gene-dependent LoD exist. For example, dilution series of bulk data can be used to establish an LoD such that a qPCR reaction will be detected with a specified probability if the Ct value is below the LoD. Here, we use such dilution series provided by Guo et al. and first determine a gene-wise LoD as the largest Ct value smaller than 28. We then follow the manual [Application Guidance: Single-Cell Data Analysis](https://www.bioke.com/Product%20Support/Manuals%20%26%20Downloads/?webshop_supplier=15&webshop_downloadtype=10&webshop_application=199&q=) of the popular Biomarks system and determine a global LoD as the median over the gene-wise LoDs. We use the dilution series from table S7 (`mmc6.xls`). If you have problems with the speed of `read.xlsx`, consider storing your data in tab separated value format and using `read.delim` or `read.ExpressionSet`. + +```{r} +dilutions <- read_xls('mmc6.xls', 1L) +dilutions$Cell <- NULL # remove annotation column + +get_lod <- function(gene) gene[[max(which(gene != 28))]] + +lods <- apply(dilutions, 2, get_lod) +lod <- ceiling(median(lods)) +lod +``` + +This LoD of 25 and the maximum number of cycles the platform can perform (40), defines the uncertainty range that denotes the possible range of censored values in the censoring model. Using the mean of the normalization vector, we can adjust the uncertainty range and censoring value to be more similar to the other values in order to improve distance measures between data points: + +```{r} +lod_norm <- ceiling(median(lods) - mean(normalizations)) +max_cycles_norm <- ceiling(40 - mean(normalizations)) + +list(lod_norm = lod_norm, max_cycles_norm = max_cycles_norm) +``` + +We then also need to set the normalized values that should be censored – namely all data points were no expression was detected after the LoD – to this special value, because the values at the cycle threshold were changed due to normalization. + +```{r} +guo <- guo_norm +exprs(guo)[exprs(cleaned_ct) >= 28] <- lod_norm +``` + +This version of the dataset is avaliable as `data(guo)` from the **destiny** package. + +Now we call the the `DiffusionMap` function using the censoring model: + +```{r} +thresh_dm <- DiffusionMap(guo, + censor_val = lod_norm, + censor_range = c(lod_norm, max_cycles_norm), + verbose = FALSE) + +plot(thresh_dm, 1:2, col_by = 'num_cells', + legend_main = 'Cell stage') +``` + +Compared to the diffusion map created without censoring model, this map looks more homogeneous since it contains more data points. + +Missing values +-------------- + +Gene expression experiments may fail to produce some data points, conventionally denoted as “not available” (`NA`). By calling `DiffusionMap(..., missings = c(total.minimum, total.maximum))`, you can specify the parameters for the missing value model. + +As in the data from @guo_resolution_2010 no missing values occurred, we illustrate the capacity of **destiny** to handle missing values by artificially treating ct values of 999 (i. e. data points were no expression was detected after 40 cycles) as missing. This is purely for illustrative purposes and in practice these values should be treated as censored as illustrated in the previous section. + +```{r} +# remove rows with divisionless cells +ct_w_missing <- ct[, ct$num_cells > 1L] +# and replace values larger than the baseline +exprs(ct_w_missing)[exprs(ct_w_missing) > 28] <- NA +``` + +We then perform normalization on this version of the data: + +```{r} +housekeep <- colMeans( + exprs(ct_w_missing)[housekeepers, ], + na.rm = TRUE) + +w_missing <- ct_w_missing +exprs(w_missing) <- exprs(w_missing) - housekeep + +exprs(w_missing)[is.na(exprs(ct_w_missing))] <- lod_norm +``` + +Finally, we create a diffusion map with both missing value model and the censoring model from before: + +```{r} +dif_w_missing <- DiffusionMap(w_missing, + censor_val = lod_norm, + censor_range = c(lod_norm, max_cycles_norm), + missing_range = c(1, 40), + verbose = FALSE) + +plot(dif_w_missing, 1:2, col_by = 'num_cells', + legend_main = 'Cell stage') +``` + +This result looks very similar to our previous diffusion map since only six additional data points have been added. However if your platform creates more missing values, including missing values will be more useful. + +Prediction +========== + +In order to project cells into an existing diffusion map, for example to compare two experiments measured by the same platform or to add new data to an existing map, we implemented `dm.predict`. It calculates the transition probabilities between datapoints in old and new data and projects cells into the diffusion map using the existing diffusion components. + +As an example we assume that we created a diffusion map from one experiment on 64 cell stage embryos: + +```{r} +ct64 <- guo[, guo$num_cells == 64] +dm64 <- DiffusionMap(ct64) +``` + +Let us compare the expressions from the 32 cell state embryos to the existing map. We use `dm.predict` to create the diffusion components for the new cells using the existing diffusion components from the old data: + +```{r} +ct32 <- guo[, guo$num_cells == 32] +pred32 <- dm_predict(dm64, ct32) +``` + +By providing the `more` and `col.more` parameters of the `plot` function, we show the first two DCs for both old and new data: + +```{r} +plot(dm64, 1:2, col = palette()[[6]], + new_dcs = pred32, col_new = palette()[[4]]) +``` + +Clearly, the 32 and 64 cell state embryos occupy similar regions in the map, while the cells from the 64 cell state are developed further. + +Troubleshooting +=============== + +There are several properties of data that can yield subpar results. This section explains a few strategies of dealing with them: + +**Preprocessing**: if there is a strong dependency of the variance on the mean in your data (as for scRNA-Seq count data), use a variance stabilizing transformation such as the square root or a (regularized) logarithm before running **destiny**. + +**Outliers**: If a Diffusion Component strongly separates some outliers from the remaining cells such that there is a much greater distance between them than within the rest of the cells (i. e. almost two discrete values), consider removing those outliers and recalculating the map, or simply select different Diffusion Components. It may also a be a good idea to check whether the outliers are also present in a PCA plot to make sure they are not biologically relevant. + +**Large datasets**: If memory is not sufficient and no machine with more RAM is available, the `k` parameter could be decreased. In addition (particularly for >500,000 cells), you can also downsample the data (possibly in a density dependent fashion). + +**“Large-p-small-n” data**: E.g. for scRNA-Seq, it is may be necessary to first perform a Principal Component Analysis (PCA) on the data (e.g. using `prcomp` or `princomp`) and to calculate the Diffusion Components from the Principal Components (typically using the top 50 components yields good results). + +References +========== + +
diff --git a/vignettes/Diffusion-Maps.ipynb b/vignettes/Diffusion-Maps.ipynb deleted file mode 100644 index 6191ad1..0000000 --- a/vignettes/Diffusion-Maps.ipynb +++ /dev/null @@ -1,992 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "library(IRkernel)\n", - "library(IRdisplay)\n", - "library(repr)\n", - "library(base64enc)\n", - "library(ggplot2) # would shadow Biobase::exprs\n", - "\n", - "suppressPackageStartupMessages({\n", - " library(readxl)\n", - " library(destiny)\n", - " library(Biobase)\n", - "})\n", - "\n", - "options(device = function(...) png('/dev/null', 7, 6, 'in', res = 120))\n", - "options(repr.plot.width = 7, repr.plot.height = 6)\n", - "options(jupyter.plot_mimetypes = c('application/pdf', 'image/png'))\n", - "\n", - "setHook('on.rgl.close', function(...) {\n", - " name <- tempfile()\n", - " par3d(windowRect = c(0, 0, 1200, 1200))\n", - " Sys.sleep(1)\n", - " \n", - " rgl.snapshot( filename = paste0(name, '.png'))\n", - " #rgl.postscript(filename = paste0(name, '.pdf'), fmt='pdf') # doesn’t work with spheres\n", - " \n", - " res <- getOption('repr.plot.res')\n", - " \n", - " publish_mimebundle(list(\n", - " 'image/png' = base64encode(paste0(name, '.png'))\n", - " #, 'application/pdf' = base64encode(paste0(name, '.pdf'))\n", - " ), list(\n", - " width = res * getOption('repr.plot.width'),\n", - " height = res * getOption('repr.plot.height')\n", - " ))\n", - "}, 'replace')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "name": "introduction" - }, - "source": [ - "Diffusion maps are spectral method for non-linear dimension reduction introduced by Coifman et al. (2005). Diffusion maps are based on a distance metric (diffusion distance) which is conceptually relevant to how differentiating cells follow noisy diffusion-like dynamics, moving from a pluripotent state towards more differentiated states.\n", - "\n", - "The R package **destiny** implements the formulation of diffusion maps presented in Haghverdi et al. (2015) which is especially suited for analyzing single-cell gene expression data from time-course experiments. It implicitly arranges cells along their developmental path, with bifurcations where differentiation events occur.\n", - "\n", - "In particular we follow Haghverdi et al. (2015) and present an implementation of diffusion maps in R that is less affected by sampling density heterogeneities and thus capable of identifying both abundant and rare cell populations. In addition, **destiny** implements complex noise models reflecting zero-inflation/censoring due to drop-out events in single-cell qPCR data and allows for missing values. Finally, we further improve on the implementation from Haghverdi et al. (2015), and implement a nearest neighbour approximation capable of handling very large data sets of up to 300.000 cells.\n", - "\n", - "For those familiar with R, and data preprocessing, we recommend the section [Plotting](#Plotting).\n", - "\n", - "All code in this vignette is accessible via `edit(vignette('destiny'))`" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Preprocessing of single qPCR data\n", - "================\n", - "\n", - "As an example, we present in the following the preprocessing of data from Guo et al. (2010). This dataset was produced by the Biomark RT-qPCR system and contains Ct values for 48 genes of 442 mouse embryonic stem cells at 7 different developmental time points, from the zygote to blastocyst.\n", - "\n", - "Starting at the totipotent 1-cell stage, cells transition smoothly in the transcriptional landscape towards either the trophoectoderm lineage or the inner cell mass. Subsequently, cells transition from the inner cell mass either towards the endoderm or epiblast lineage. This smooth transition from one developmental state to another, including two bifurcation events, is reflected in the expression profiles of the cells and can be visualized using **destiny**.\n", - "\n", - "Import\n", - "-----\n", - "\n", - "Downloading the table S4 from the [publication website](http://www.sciencedirect.com/science/article/pii/S1534580710001103) will give you a spreadsheet “mmc4.xls”, from which the data can be loaded:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\n", - "
CellActbAhcyAqp3Atp12aBmp4Cdx2Creb312Cebpa
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1C 8 12.7718.4023.6828 28 24.1419.8028.00
1C 9 13.2918.2628.0028 28 21.9121.1828.00
\n" - ], - "text/latex": [ - "\\begin{tabular}{r|lllllllll}\n", - " Cell & Actb & Ahcy & Aqp3 & Atp12a & Bmp4 & Cdx2 & Creb312 & Cebpa\\\\\n", - "\\hline\n", - "\t 1C 1 & 14.01 & 19.28 & 23.89 & 28 & 28 & 21.28 & 20.84 & 28.00\\\\\n", - "\t 1C 2 & 13.68 & 18.56 & 28.00 & 28 & 28 & 23.43 & 20.93 & 28.00\\\\\n", - "\t 1C 3 & 13.42 & 18.19 & 26.18 & 28 & 28 & 22.87 & 19.61 & 28.00\\\\\n", - "\t 1C 4 & 13.69 & 18.59 & 28.00 & 28 & 28 & 23.28 & 20.72 & 28.00\\\\\n", - "\t 1C 5 & 13.47 & 18.60 & 24.20 & 28 & 28 & 24.19 & 21.75 & 23.69\\\\\n", - "\t 1C 6 & 12.86 & 17.37 & 25.53 & 28 & 28 & 21.87 & 21.27 & 28.00\\\\\n", - "\t 1C 7 & 12.95 & 17.37 & 23.93 & 28 & 28 & 22.74 & 21.12 & 28.00\\\\\n", - "\t 1C 8 & 12.77 & 18.40 & 23.68 & 28 & 28 & 24.14 & 19.80 & 28.00\\\\\n", - "\t 1C 9 & 13.29 & 18.26 & 28.00 & 28 & 28 & 21.91 & 21.18 & 28.00\\\\\n", - "\\end{tabular}\n" - ], - "text/markdown": [ - "\n", - "Cell | Actb | Ahcy | Aqp3 | Atp12a | Bmp4 | Cdx2 | Creb312 | Cebpa | \n", - "|---|---|---|---|---|---|---|---|---|\n", - "| 1C 1 | 14.01 | 19.28 | 23.89 | 28 | 28 | 21.28 | 20.84 | 28.00 | \n", - "| 1C 2 | 13.68 | 18.56 | 28.00 | 28 | 28 | 23.43 | 20.93 | 28.00 | \n", - "| 1C 3 | 13.42 | 18.19 | 26.18 | 28 | 28 | 22.87 | 19.61 | 28.00 | \n", - "| 1C 4 | 13.69 | 18.59 | 28.00 | 28 | 28 | 23.28 | 20.72 | 28.00 | \n", - "| 1C 5 | 13.47 | 18.60 | 24.20 | 28 | 28 | 24.19 | 21.75 | 23.69 | \n", - "| 1C 6 | 12.86 | 17.37 | 25.53 | 28 | 28 | 21.87 | 21.27 | 28.00 | \n", - "| 1C 7 | 12.95 | 17.37 | 23.93 | 28 | 28 | 22.74 | 21.12 | 28.00 | \n", - "| 1C 8 | 12.77 | 18.40 | 23.68 | 28 | 28 | 24.14 | 19.80 | 28.00 | \n", - "| 1C 9 | 13.29 | 18.26 | 28.00 | 28 | 28 | 21.91 | 21.18 | 28.00 | \n", - "\n", - "\n" - ], - "text/plain": [ - " Cell Actb Ahcy Aqp3 Atp12a Bmp4 Cdx2 Creb312 Cebpa\n", - "1 1C 1 14.01 19.28 23.89 28 28 21.28 20.84 28.00\n", - "2 1C 2 13.68 18.56 28.00 28 28 23.43 20.93 28.00\n", - "3 1C 3 13.42 18.19 26.18 28 28 22.87 19.61 28.00\n", - "4 1C 4 13.69 18.59 28.00 28 28 23.28 20.72 28.00\n", - "5 1C 5 13.47 18.60 24.20 28 28 24.19 21.75 23.69\n", - "6 1C 6 12.86 17.37 25.53 28 28 21.87 21.27 28.00\n", - "7 1C 7 12.95 17.37 23.93 28 28 22.74 21.12 28.00\n", - "8 1C 8 12.77 18.40 23.68 28 28 24.14 19.80 28.00\n", - "9 1C 9 13.29 18.26 28.00 28 28 21.91 21.18 28.00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "library(readxl)\n", - "raw_ct <- read_xls('mmc4.xls', 'Sheet1')\n", - "\n", - "raw_ct[1:9, 1:9] #preview of a few rows and columns" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The value 28 is the assumed background expression of 28 cycle times.\n", - "\n", - "In order to easily clean and normalize the data without mangling the annotations, we convert the `data.frame` into a Bioconductor `ExpressionSet` using the `as.ExpressionSet` function from the **destiny** package, and assign it to the name `ct`:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "ExpressionSet (storageMode: lockedEnvironment)\n", - "assayData: 48 features, 442 samples \n", - " element names: exprs \n", - "protocolData: none\n", - "phenoData\n", - " sampleNames: 1 2 ... 442 (442 total)\n", - " varLabels: Cell\n", - " varMetadata: labelDescription\n", - "featureData: none\n", - "experimentData: use 'experimentData(object)'\n", - "Annotation: " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "library(destiny)\n", - "library(Biobase)\n", - "\n", - "# as.data.frame because ExpressionSets\n", - "# do not support readxl’s “tibbles”\n", - "ct <- as.ExpressionSet(as.data.frame(raw_ct))\n", - "ct" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The advantage of `ExpressionSet` over `data.frame` is that tasks like normalizing the expressions are both faster and do not accidentally destroy annotations by applying “normalization” to columns that are not expressions. The approach of handling a separate expression `matrix` and annotation `data.frame` requires you to be careful when adding or removing samples on both variables, while `ExpressionSet` does it internally for you.\n", - "\n", - "The object internally stores an expression matrix of features × samples, retrievable using `exprs(ct)`, and an annotation `data.frame` of samples × annotations as `phenoData(ct)`. Annotations can be accessed directly via `ct$column` and `ct[['column']]`. Note that the expression matrix is transposed compared to the usual samples × features `data.frame`.\n", - "\n", - "Data cleaning\n", - "----------\n", - "\n", - "We remove all cells that have a value bigger than the background expression, indicating data points not available (`NA`). Also we remove cells from the 1 cell stage embryos, since they were treated systematically different (Guo et al., 2010).\n", - "\n", - "For this, we add an annotation column containing the embryonic cell stage for each sample by extracting the number of cells from the “Cell” annotation column:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "num_cells <- gsub('^(\\\\d+)C.*$', '\\\\1', ct$Cell)\n", - "ct$num_cells <- as.integer(num_cells)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We then use the new annotation column to create two filters:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "# cells from 2+ cell embryos\n", - "have_duplications <- ct$num_cells > 1\n", - "# cells with values <= 28\n", - "normal_vals <- apply(exprs(ct), 2, function(smp) all(smp <= 28))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can use the combination of both filters to exclude both non-divided cells and such containing Ct values higher than the baseline, and store the result as `cleaned_ct`:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "cleaned_ct <- ct[, have_duplications & normal_vals]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Normalization\n", - "----------\n", - "\n", - "Finally we follow Guo et al. (2010) and normalize each cell using the endogenous controls Actb and Gapdh by subtracting their average expression for each cell. Note that it is not clear how to normalise sc-qPCR data as the expression of housekeeping genes is also stochastic. Consequently, if such housekeeping normalisation is performed, it is crucial to take the mean of several genes." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "housekeepers <- c('Actb', 'Gapdh') # houskeeper gene names\n", - "\n", - "normalizations <- colMeans(exprs(cleaned_ct)[housekeepers, ])\n", - "\n", - "guo_norm <- cleaned_ct\n", - "exprs(guo_norm) <- exprs(guo_norm) - normalizations" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The resulting `ExpressionSet` contains the normalized Ct values of all cells retained after cleaning.\n", - "\n", - "Plotting\n", - "====\n", - "\n", - "The data necessary to create a diffusion map with our package is a a cell×gene `matrix` or `data.frame`, or alternatively an `ExpressionSet` (which has a gene×cell `exprs` matrix). In order to create a `DiffusionMap` object, you just need to supply one of those formats as first parameter to the `DiffusionMap` function. In the case of a `data.frame`, each floating point column is interpreted as expression levels, and columns of different type (e.g. `factor`, `character` or `integer`) are assumed to be annotations and ignored. Note that single-cell RNA-seq count data should be transformed using a variance-stabilizing transformation (e.g. log or rlog); the Ct scale for qPCR data is logarithmic already (an increase in 1 Ct corresponds to a doubling of transcripts).\n", - "\n", - "In order to create a diffusion map to plot, you have to call `DiffusionMap`, optionally with parameters. If the number of cells is small enough (< ~1000), you do not need to specify approximations like `k` (for k nearest neighbors).\n", - "\n", - "If you started reading here, execute `data(guo.norm)` to load the dataset that was created in the previous section." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "library(destiny)\n", - "#data(guo_norm)\n", - "dm <- DiffusionMap(guo_norm)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Simply calling `plot` on the resulting object `dif` will visualize the diffusion components:" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "application/pdf": 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B0fy0TELkHCF7t37IpdDHbBilmJPj6xbXElwxyLl2QmIi5rVyxGIHxx3Vrixvcq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\nQwo+PgpzdHJlYW0KeJy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KfKUxOZdlcKoIMQ7ACg4zTq5tFDS0PD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\n5B3bI+fsE1qn/N8OAM9bXT3B5UNLD9w7lUgEEt2BRFegWmmMj61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QU5RA8Ek3il2YK8QTfuXsqUZrRSt9TKgJEXib0PqFrIvK14S1KCpf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+C8nMgabR7g5t4yvqXx7kv/4fMB7Dmri+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\nCDsAAAAAjUDYAQAAAGgEwg4AAAB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- }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(dm)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The diffusion map nicely illustrates a branching during the first days of embryonic development.\n", - "\n", - "The annotation column containing the cell stage can be used to annotate our diffusion map. Using the annotation as `col` parameter will automatically color the map using the current R color palette. Use `palette(colors)` to configure it globally or `plot(..., pal = colors)` for one plot." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "application/pdf": 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X3vicm81cqbCQ+Ep7viyFcJbZcYxMP8+kQj4MDtNZIYg1gBXjOF9AFfIwkz0izo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\nCjE4ODE2CiUlRU9GCg==", 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tN/dTv9eTeCHQAAwNkXFB8fIUTblBR1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\nr58vX/vjH5VllUkdkqb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T19PCmKcvNw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\nAABYAlOxAAAAACyBYAcAAADAEgh2AAAAACyBYAcAAADAEgh2A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- }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "palette(cube_helix(6)) # configure color palette\n", - "\n", - "plot(dm,\n", - " pch = 20, # pch for prettier points\n", - " col_by = 'num_cells', # or “col” with a vector or one color\n", - " legend_main = 'Cell stage')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Three branches appear in the map, with a bifurcation occurring the 16 cell stage and the 32 cell stage. The diffusion map is able to arrange cells according to their expression profile: Cells that divided the most and the least appear at the tips of the different branches.\n", - "\n", - "In order to display a 2D plot we supply a vector containing two diffusion component numbers (here 1 & 2) as second argument." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/pdf": 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ux4otXmYyfkq5lC2Hw3SbnGvhJr6vXySuZiTtU6tVSSJ5ZEd0a2IDJlbhUZu4iM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\n9pP7nVWD3E4YunVDWva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EpMTEcrTmlt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", 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S/9jDrOsUMxYPIEAADb6MJc9jVQ+o8f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\nBMUOAABAERQ7AAAARVDsAAAAFPEXw536G7edaboAAAAASUVORK5CYII=" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(dm, 1:2,\n", - " col_by = 'num_cells',\n", - " legend_main = 'Cell stage')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Alternative visualizations\n", - "-------------\n", - "\n", - "Diffusion maps consist of eigenvectors called Diffusion Components (DCs) and corresponding eigenvalues. Per default, the first 20 are returned.\n", - "\n", - "You are also able to use packages for interative plots like `rgl` in a similar fashion, by directly subsetting the DCs using `eigenvectors(dif)`:" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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" - }, - "metadata": { - "height": 720, - "width": 840 - }, - "output_type": "display_data" - } - ], - "source": [ - "library(rgl)\n", - "plot3d(\n", - " eigenvectors(dm)[, 1:3],\n", - " col = log2(guo_norm$num_cells),\n", - " type = 's', radius = .01)\n", - "view3d(theta = 10, phi = 30, zoom = .8)\n", - "# now use your mouse to rotate the plot in the window\n", - "rgl.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For the popular `ggplot2` package, there is built in support in the form of a `fortify.DiffusionMap` method, which allows to use DiffusionMap objects as `data` parameter in the `ggplot` and `qplot` functions. But the regular `plot` function already returns a `ggplot` object anyway." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/pdf": 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ot8AxIY0sUdvF4bOrcXlasRg5xcHrvuRcnInW2skY96ITdMiWrMAtM5HxcNDprA\n/Fwh1UdCwlT0vhCcjKJmDd8xBKoRMlMEFozsGjxWiQd6HMXnni1apTOn1jXO2DHccbZoFTIL\npl6UE+0qPM6XeJWZJ2PjQtoWLz386kxifEosXJ1veLPDLzILrBAu6KrC4y4y6aXI8D7IurrR\n80pC5iNxwctt8ucNWvNqxCI14MSJ1vU5aO0nF5BVcscxd9JtpYR0D2WMYQ54aM2rEegtAllM\nn4PlEbdVOXRqD5q/24kd6bol8TX3MGgmrhI4m5Eksi7uYLhk7k5Mw7xVQKZNyaB6D4JXUTbD\npajb/QOyeTUCvZUA5C7uoLWfd2AmlkvJOEnqBK+gOBAx4REb146jWAzLkAX2uucnMyZMygY3\n6mSmjBy7B15lLGUFblglqjHcRYuVPpR6bCLznhSZV0NK+qoNhmWhcJ309g0nfXuU4aohbuGh\nwuP0jJ9YPPohY+HU4LDOZPrVNnjTbzBacBiZhZW74n5R4HG8BIfNzGgnL9Q5o248BrO/9Fpg\nVDn2MOo+QpkFWxM5DO3yDsZHNh5yeRi9J0xXMdwP2+S63RtcNe9ECZlhc9gWlVbodM+vxycm\nRjxdDOzvTGEgf2IhrjtOFthPRh9hHN+bCo/TJbB/xlO8MstHZi5mnRsj0WdF3nTmXd+wSlRj\nFuS+omRCV+rxcck7n3nvRuZkVl+xMYlZU7IJzd8wJaoxC7IOUEhdVXg8ROZ3SpICBis72Jko\nmR2pjbITkjuY7pgS1Rg15CXTqqvw2ERmpwvWuUc8R6IFZIyUKjpwqbFse+6YEtWYhVEdUpil\nq/DYRCanjEgbbcPlHu+OI2qxl5Mm2ydi26pY7EfU/aeoQqd43q8ZYVpjpi1waxpxMEa8TaVp\n/YZ3HhIpsXCyldJCXYPH+yPHShKqLyZjXHv5eWMCy81L7WoJ+Lnh1crPk1kQkcRy86rC4y4y\naWdu2BVbhNF7EIwxOnj97g2uWiRaCfpTzsPEHRztZ1+4pOcDWd0/gzkZ2d4+CUWkbzirR0cZ\nPhbIguwqPM7POIHkK2vvfmibRQnMfl+YBE887qSI3zAlqjELdtiSythVeNxF5k+g4TkTNxOr\nyHYmsmpss73k6PuON6siS2bBCdg+FHyi3nz+UPe0+hG7nuki12fDAxBxB/UNavNqxIK07XOo\n+0TWen7dQMCW1D3ciq4bZLhvk2dQvk0P2b4qwUUD/ssu77FJTG/wrHRmRBXITvDYELe0fYFs\nXo3AdrTsxxB30NpPHzoivau9wFLl/z2IA3dJnEzOvUE2r0YsMiNITl0Xd9DaP3CutHJViCw7\n15mEaH1c4HF+w5Soxiw4+GDIjarwuIvM+wRlsgxyhQTDno2RsroHHH5nukNtX42RKW3HpUhd\no4MmML//QBVY5IYfuv8gk3QK3XlafsOUqMZIlw842roKj7vIvM/qTIjA3bG/60RBbob4pI4v\nkM2rEQtiuduupIs7aO3nNx6oci1lXIPuO0BIaVgEbURWW/WYAtUIhlCEbbuo9FglZifiorHu\nq85rgwnMVMOp6De86lSlDA/PZTIzFR4PkclOSzCU5LaI4YsTXSXkA05kqQakzHmsAtWIRd0Y\n6aLSY5WYjw2DuzHx5on3hck8sUgB2QN3TIlqzIJ3S/YmQ4XHJjK7ATlwc4PM9plxFUoUurNR\n8yd9wRSoxiw4P5WNkin4RNZ8coxDZpIUyoKxCogxO2yYEBiA4iHbV2PousLevivw2ESmjQoJ\nCkWeSaJNAZywrz/gMPOIbatizTJZVNSSTj4VPxHChC+KgZNvI0R/m4MkBGGNDlnjOgipttQG\nt2sD9sqfcKNIRAbKhGu+gTGBKcA7yz/d8aqxG8rIJMyU267C4y4y+RwcUCtfNWsFd4KlgQ/a\nWzdoVX+VQGyuZCR0cQevVYLnLB+JSzw2q0BhRGTBicQLy+54swIUZFhODgUnVIODXWA2BEi9\nXnKehlD4wRSWmw3qSrthSlRjFgyqHI8NFR6byOwon/B+wdvHwuKdOZC/J2cs4pi+Y0pUYxb6\n+6SQeFfhsYnMmhOxO9SZ92wMAufaVyteifMGrX1VYmF8ozizukaPr0nPEz3O+vUdq5rxg4ks\nLLoz/OGOV7XLlWFVY9S0UQ0OdoH5dRlV72WyRwCFMZjwJRW1rbvy4nhsEtWYhVmLKV+Uemwi\ns09G1oi5hD3F+8JkXj+yBoTd3TElqjHSadZcGSo8NpFp3yCDp5Lez9SJggJmcuXH8QUmvXFJ\nCew+5PypizuYLjc0TfT2RAnPddcy6IZhZUmV3M2DXauZG1aj2ARpNH+qfSaR6sAZl5af6MzJ\nehNIkypfcLH6E2QWWLqMSDcVHpdLBYqZBWQz71NCnzuh09dWpKjPDbJ5NQIhYSiwbOIOWvvJ\nPXPRDdqBK1zendhWnKOUiMxfD7V5NWLhVz7UfSJrPT+yQePdWYbSGIaV7Bg7Xl7ziU2iGsPN\n3HpedDpYLmUoJ14zAdgYypVhb8XyTiPVLL/2T2Atq8Gdw2t6CD+1PpI0jjCtiNpY7wvDe8uQ\nFr5+w5Soxkjs14b6ckOFxyYyv64hp3BD5Yr3ICLrb7Q1C/HZN0yBasyCsGZcFq4aHOwCk2b7\nhrqM8t4WGMKd4C6s8AjoBtm8GrHIAiDGUBd30NrP+/8QeSqlkHhZW2cOXlwk3r11+4J3rTmr\njMT9RGxFhgqP90uZ2pn54YTLSF4TnooPprDgr9w0vH/Dux5xK0MvhGwvhgqPTWQ2rnznTVRy\nPQvSmwfDQyq5cJhZ4B5TohrDlANZy0yFx0Nk/mE+2SPeLN+JgniHUl5m+VwQG9eON9ZZ6rI8\ni3O6n3iSUd9dLugr9iSDEZ/5UfCcymHxDatENWZBiDCTZUypx8cjyTMH9+Khx6R0giEo5ehP\nxAe06BIlUGtCvgEVdzA8FI1S2pxT2DmGgXUiw9VQeF3KDSYN6lIClm9bCLv0J0rP5J4kFlEU\n60+vWupM0VlJL5O7YfOIKMPAKlyt1FV4/JQTJcJFJ1X+90MTLkEUzEV4/MIdsnk1YhEvFktg\nqLiD1n76cWDUw6GZrEZsnLcKU/k81ObVCJiUEq7Y9Tl4PJLMKrZUpveMET6dYOzhwQvYbrBo\n3I4SWJfFIO/iDpZH4nyOE5fbYPOA0geKtw2l6Y4dTgMP2boOLOkzy1CGbJpP1dNJaftYpDJv\nIt3HMmaxtyHeIdtXJXRNk8BGlfd4SMzPDMjkSxbrNZioZya8zveOLYhLGR554sozU+Fxeibu\nqz1e58azeS7ESiCuTGb6og61D2jNqxFIKhD7setz8LisxZuV99rwk3QsRXEMore/+FstSoRs\n+7BbakxnDqbCSBEZCVe84d1SY8gsOICRyq1dg4P7JTHm13dZ6lpqPjOcOoYPCe2TY1XUvfhE\nu0ZXd0JC89tGw2QBnebpoS088sksI/UexM5LQzNPUO6YAtUYxoOKedA1OGgCkx2W8gm44a/Z\n0zFYjQZh4gajFRUY8hesEtWYBWdtJZSLUo9NZPYB3l7lLLjj72BYhDGRMXvyiTAiPVaJasyC\nR1R2lkOpxyYy2+mD5VZy1ECDTmQGFmTW0b7jqIEGJJhZgHIoXYPHcQQazD3MKJMtJw6wKDsj\nYxPxrCJ+3EFtX41ZEAIh88BQ6fF5sSsn5glN4cNqpjYwiSwjIgU2tztKeozZiY3XQndhYK/8\niVdvxRVuySJPjCg90mT7AtOIO2l4wU3F234R9zg98TQU1mlDtSCkQnSC7kUpyZO+QDavRrAY\nkRicJu6gtZ8d3IyDNfnjI71pncm803cPTIe8YUpUYxbkC+BO367CYxOZXuVQEGmzAuudYD11\niUHdv0Arlq7EgjznNXdxB7ftkTU5Yp4KSDjNnB6MQeAvjADcKeqgtq/GLLgcXqojd40OmsDk\n8J64EFJMazrTjNBbCAqvrvRQm1cjFjvT7/ocPC9utF/fW7mQNUDbljXlYacjV5bS9mHiBvNQ\nW9dByL7oXLo2QKd7elxXuD9E3YmjFiPaQEqoXuYJn4favBqBcZUb+Lo+B6395LiGPu/A3ulY\nzp/EZcNp6xOhbTUsDhzc46uyip3q6WE99PnbNH2yEwnZkiXhSpUb3DQRUgl4n+RkQ8UdHO2n\n5y5k78OQ3jh3kTCrHK4Yh3atr9EJMcr3ZQgDe+XTfU2MoGhvA68s7MSJGwrliQtfYNbLB5WA\ns0EstC7uYL5cVji3XeO9iZvdbnq5SRGnrQcdTh5udrspmQXZerjN1BR43EXmlwbJhg9aH+F9\nYQKrg2ZWZ7ljSlRjWFoG9UFNhcddZNbcDQzsPVgz7X1hGCUp9jU+8YYpUY3RSzebKd5VeNxF\npg3esuox9m5OXyHE94QlX/YwDmnjOogscVDL0Abslc/2FXnE5kSOxRKVzUUtdwys+/BRf+Ck\n5ZiVWdQvXS4qPE6XCs6TzhJY0SeWzvdgtsA6j+IK2fc7VolqzDJsza7UYxOZfCoKY0kDvsZ3\nxzu+x6Kr/ydi26pYVglcoU5RhU7xdDd5poueYIEzTHsvc/2/wZ2e0Y4D3KhdWKBT/cDe50hc\nahnx0AkGNhS6Rm4wafSCEgz2PPIQdzBdoh0mLBxeHgZ7CxvLTuy4pvigb+4GgxZPVGKBxdVe\nJRN3sLef621mKR2ZolYUy+9ExKlNXj9/ZLMKIJdTtK5QYnH40nayh5knT6IO49mJiFixHFjp\n2EM2r0ZgWyYbCxN3sLef3uWoM1ScBm/DG4tPFJSAdEjb1o4lWX3pmnY4Sz7UznbyzFztN7sD\nphO88uVsQxa/QLvNRQkMqfhkTNzB7Xr7y9Trf/JMpKAMs+GE3G1Z0cMNsW1VDKNbskopqtAp\nfqCb+WQIOe9n7wRPFHHv8xcY9KZ1JXg1QpvmVdzB0X6yt8xjFxOfg2o4o+xTZmL8DaJ1HVgM\n1mUIC3SqH9je4uFrPWG1tk6wuqe6a28wa+U1JRBJKGWMuriD+VKpbWpN5cnTiRixdyc2Gp75\n4FGUg9q8GrHAR0o/HvU5aO1nrauTp4htkFbeXdyZg7UD5DfHN0yJagwj5uEv6io8NpF5x62W\nQtmS1UcEgZtucI6/3RAb10HgyoBlCPMKAad8uq+hwLEupRcsw8qY+NLb9cRbfINrz7ACI1m6\nvNGqK/C4i8xb3Dyr2bQ48GAizWS5Ral8w5tW+lVmwU1P4hPtKjzuIrN7m8SwfbmvAO5xYzAn\noULD1sN9rtgkqjEM8McZe1fq8XGpFDSxCge8xAh9hQO3E7xI5mBk6w1uelajxIIQ2GDSn2i0\nnl4uNEt4LVwtDs5KMofmk+voJ0LT2uHGuwVMEvBT7RP7mZNe2DXp3AtCtt9iv+qOxUFt3nc0\nC/ff29DnoLWfNGsLr0aSOtpZdomdiCgRkLUWv4dsXo2A21YOhE3cwd5+fmxXbgZpMRrR9MvZ\nS/s4DvUn1ObVCIQzIe3c9DlYnrEYD41PYmbwexAIAZMU93RHbFwHIUnB4pYxYWCv/IGDBta9\nyMhweQ/i5GN3wlN1g2xejVgYBjmkP5G1nt7aMmHPTPFOsBjHETQH0EEzsJWgT1zKP1HcwacM\n8mg32IpvSisgGpNwdYCkxZzpG970bgBlpKgZ7yw0FR4PkenzEdwbovkQ70FEbhvkjoV8h2xe\njVgsL0LFHRztZ42FlfXopChL0Vp3JHgrs5zRylp5x6ve4kKCAwz/nWrwuEtM9liiUcVcOnZY\n2u8LUxAMJOelcpx0x5Soxsi1VAFFVYYKj01keg+EiEV6LN6G1WUhUR7JI21bO1bHramiZ/dT\n8QPd3DOXIF440wnenS6xVfLNelj06hglFhYXiUPcQWs/vaQd29g4vjshB/SyYJkTawBtWgeR\neWVA18VdpFP9xLgWPem2LbCtCVIqTcYtf4FlbIGFwLi2f7v0JyrPbIBLL+NEQ7wTGVmx4t8u\nX2BUk1oJhMEjMNrEHYzPmOC7niDvej1HJw7ZBp6bHjh/ol2v2eiEFLprT0EXBvbKH/Av7XrH\nKq+F7ETCLZBl6zdxfsBNL3hUgotv2k3cwdF+dp6NPBCXAptMODEi47A5Rjrh7hgC1YgFJ4yn\nlBrtGjxWidkebwzw2u1ibCMOXg0aC0oOe7jbrdgkloginHGIO7g/YuKKP6ZwLhXt705ISEoz\n/DNLxHiozasR2OzIwV3X56C1nw9PyNTO3I1OMI/MTnI9zJqLoQTz/vYwxB3Ml9yNqd6KoY+x\nY+iHEYz1kJvE5bnz0EI5lMAJjnYvapLjFW4PhX5seknlqUHPRmwBQc658NpKB7V5NQIbSVzO\navocPB+JeJZysCcjvllsphPctxYtoObhrmVjlNA4xmOIO7hfysxM9TZz8WGInWFsrnBTpQeb\nxsoRI9dMYhgpqNCpfcA8kEQMWRN5924nMr7BbKW+HIx6na4SKLQou8Qu7qC1n3TVyblnv/wb\nZS06wxsyNsmW1qtVP7Hdb6UMa55sSHE3FR7nZ9bexDt2xJvCs3IjIhK6e8idg2xejcA7JiEf\nJu5gbz+5h9xwsizmp0zi707IsB0wooLmS12hNq9GYG1Yy1D3iaz1dAQN7myVKAOOrBJtLCQt\nWvLg0h1q82oEVgY5Zej6HCyX9KiplUHmUJzFrxoiDGJjcG1myW4PtXk1gjGs8sWbPgfPy4Ug\nM7vzwhrtadfT6MEcuCijLbZwZt3xrgfNyiwoboCbrbsKj/dHzqaPtXtdpUTeexA8ZZCL2o8v\nkM2rEbxMSkp/mbiD1n7aKI+a3SQOzPcgduRxy+qZvkA2r0Zg7pXKNl3cQWs/bSrI7IjCJHx8\njTiwLrWvErXFPWTzagQW34ORNhR30NrPPr47klsjzsaYZ2RMZrlVuew8fMPRyq+SWZCKhDq4\nXYXH8VJ+daLThZeWhbPHXnYmsBRePpGnc8cj9vJk3o64oBBraSo8Pp+KvUzIDJPISr2rvTOF\nt2S0FQzn6jec7K52MgtiKyUOtmtw0ATmjykRBLrS2H4PRhxh64FDSNyB6LFKVGN4zQYKJ3Wl\nHpvIfOacmKUR3g+rOE7m4J5Wzp/TN0yJasyCjWXZLxocNIF5Dy+SB7cDU9F7MEG34W0Dz4xE\nh1WiGiPHwXSJDKUem8j8widRHZLJon024uANiIhN+IYhUI2QeYOFS4cGj1Vifh2BxzBoja9O\nJDyJsk6sX2DQal1KMHhI4sUo7uBo/0AGqASu9/Jegznhk0F+5/oNW8UuZfgc47rersLja5Gv\nKc+kJR4jsd3wzmtL4shbvsJo15gYgar0S5dmkfpP3U+8cygZdqwa8jiYgCBH1LSWtP8bXjWK\nUZkF9TBkA99VeNxF5tcQhK4cByys92CkNr48A4X1yG5YJaoxCw5O8Hd1pR6byAM+VUYq9pg9\nc5bIxFQYKnCD64jZ0xOLYkF6dK58wt5+0ud3SigotOEGCMMBad6Zd285xLbVsHRMUv5UlNAp\nfiCyIdpuE9EinYgwgmVqPW6IjavhVQuEmiyx1/1AoIC4NxGGwDMgI/rGPIQvkM2rETCIMc+a\nuIPWfjbKKWqYxIYki/eFSdj1SEno8wtk+6rEQqe/OKRU3uMhMR0woPE9R9RQeL17QFxJcvVo\nvCG2rR0HFuQ1UUCn+AEnREg8+9DMXyOY6ise2/gFWiavEjh0R6ovxR0c7Sffrx0H4/IOSLrD\nexBR3nE1AD1i49oJXBHWploTJvbKHzimwBSPW3BOHlOAwJ06uxxD4FYSB7V5NYLHFOdQ94ms\n9bQfVX4Keg/OuxNtXhRfUma6uYfavBqBGCfZnXV9Dlr7aXPG0nPiqllGFs8mcUkldr/9B2Tz\nagQcZ1LTqYs7aO2nHahJvfowyBVrdJqcQTugLatB+vMX00P4qXV6suLxDCYV7Cg7UVDF5GBt\nhBtMWqBECSwGMu12cQfTIwVNJNQka+IdatZ2ImGxKYcGgDrI5tUIzlmHSX+i0Xp+P8b6MHZD\n/GD0FhwJZzy+Ybv0XZkFnpoCA9ZUeJyfecEsozvq49CJjO9f3ufjC4z69SqBSAb5/i8Z4h8w\nPlPfpm2npBaGWFWrRcWDQF0zCXuXnfUNsnk1ZoG7BFtik3fQBCbXhaSO8lXTOjvBexbb5iSl\n7Q5XTdBUAoa3OPhN3MHefvb5pZ0hN2Kt3I8ZceIIL+Le5/wFFyZAKrEgNExqnw0NHpdHUiZl\no4+/f41asUtLbUgGf0aVfY/YthoWsywuJgnk1D6RfiJ7FdnFarG5znAViri49Q6DlZrLzJUL\n5WRlOZP3uEvM1zDhO6tFHRVnLO0FB2QeRavoqHjl1b4mygvDPxU/sK0NajoXbmq1xqAUPizb\nS23ZK0LTqlC2AzmnRSUVfqp9pq4CJ5ioty8ak7Rmgv+ZLetgpICCxN91URI35Q/svFdNaZNj\n5fcgaNuJ1bx+gWxejeAxT85D3EFrP59asOvshytFOhGxwc+sPn6Dq94PogQnV266i55SXmFv\nPx8QIKllYnocejmH1h7WLBE57i/hjk2iGsPcnYDLOEypxyYynQ8jZgq2STQOjEg4bCh0qt3g\npucISiCDFg5dFXewt5/fhiPiiMfS70Hw5p02O6LOuodsXo1Y7GDaxB3s7edL9eFOCkkY1GXB\nmIM1R9tiKRGtd5z7wgBmoSP/OC4qPM4P+WwjSx3GXQP3B8O7/KTInpww3vGusfjK8NBBovWH\nCo/3R8L3i+UM8Sj/PYgdqZtFk448ZPNqBKY1RGeYuIPWfn4XgRKYkbd3vweTVty12750yTD1\nUNtXY1jxTLcM1OigCcw/E6eeKq2bPRNkCm+Xl7Ki4Q7ZvirBB0LOd4a8xybxQAFVOSuVSBTc\nYDiYpMUmM5/aG6ZENWaB8YXMDVPhcReZ7TR3qXI2rbvLzpy6mywMZ73h0neXYBaamlISs6vw\nuDyyu0Sh2T2wOKumXiuTmZKOqjTpC1aJasyCJCQUCu5KPTaR+ZFmpdOM4Jv3heFBI45F12+Y\nEtWYBS+jhOAMFR6byHSCHeMdj1fW/DpgOUIoYnjj3tNPxLZ14CzFepahC9ipfsDhwIvvtSYa\nASsUl1XrvTuo9dBOzamFr7SLEl/UPnFKHenyCpaCYNUTEK279eILHzBZ8O5mtRg2RuuauIPp\nkeDdY20mH3dgrEHaiR1OgsLyyDcYtZqoEryAPIUh7mB8pProFpJGZfLs5n1hMkKVtsA7Ve+Y\nEtWYRQtTlosKj01kstMlaZpUYf5fJ7RvW6Gz/IYpUI1YaHy2TeZQ6XF5JP9PizTLVUwHhnkw\nJ3IjrfDzHVPiUglanDfYZnYVHpvI/Nk6XvEjoyvvC3PQ8m2vlqSJ3zElqjELLhnF5Zddhccm\nMh8Jh1yt48Clpu/BnJuWENRkZo9VohqzoFNSHHoo9dhE5jstfmeJiijbrp0mE1EZJLMM1w2y\nfTWGNQi39RwKPO4i8zYbtl/iUUYJr8FI4h8WUuznPExan0uZhZesS0hiV+BxeqSklwSn4Cws\nRU16HwyLLUjxZ5yu3XDUTHZleLm31DfuGhyMj6S+w6OEKxU2xLq+L0yiS/1A8c4bZPtqjHjY\nT4TRdgUed5F5r/UpFafFoZuyuq3BFMb+SIiV2DE3rBLVmAVXJoizeCj12EQmO932XnjUTt4e\n9O4Myn6LJR55r63HJlGNkZzyLJmBQ6eDJjA/O2PKPS+TsxDHpnMxMtc91ObViCWW3CditHPw\nfGhaTsjwC6fVve+EFrqXhJ/tG7bK9yQWRDDDUu8aPH6k9L2sprgSIhV1EHZmX3kVI7YOX7BK\nVGMWXluFXZUp9bg84iCMWg1eMivEFn4PZt94V6C4qNIXrBLVmAV2BO8rMaUem8j8JLeyCpUF\n3Cuh8fVtCtuOO+zR9iQWhALDdFJxBx8Ktc+R0cM4Qt3UvVI0+DmdGQ61I33DURPzleElAwEn\nB6bC4/hILr/s5hF/c3kulJHnQIzGtnJJyPcNj+eCzILVkc+BKfX4oedi58UsDDciYgUEOTZe\nzzvcNXqoE0Fuzl1UFuBD6wP+eOZhbTAT3oPg8t+MMjte/oBsXo2AP14ySEzcwd5+OuyQV7rL\nZcuMOiTm7WOF9a1vEK3rwHJ1c1qGNLBT/oBTwlIZ5YbV9yACorMlYjd8gWxejWCErJyEpH67\nwBX29vNlylaGEvHl6kRksVdWyLjBVV8TJRYWyj+6uIO9/QMOiqjazT/BXEepYA3/wx2ydR0Y\nd2ctQxvv0vpUzq62N01stfsPrat//vtFzp5O+QPX9t/vOmqzd9jkrFhS/toWQMIVfv9e/uwP\nv1t/t/5sP7//w/Kb37U/cP3t7/9xWX/kvqY2wOHn938Hft3Bt/drPZsZgV/vzeySX7fffpPq\nQr41P+O//L6pw11w+J/4IST//2xbx39tMn+xJNZ4jKemrKSM4xIj/vjzV9okyGZtGy0UXxqs\nqxbytBZKjCZy7+yKY1ZtYsRo0ozoHek+2kKxNNjxlsbzZKKKwYwTWGkgl3Hj7MeaDOLS6NgR\n5TcadWI0kroZ8E5Yo0GMRnFj9bPeaBCXRoUH1qNRJ0ajX/u4Se2kckq0f5J6wmcWs8w9b3+N\nB6vsv/1dSsfKp2wVUE6AsP/2b37/F0uQm0jL2r6BVR6gv8bzJu2OLf6GzeTn8BvKi4g8W+gQ\n+7ht7N3GEPRUshRJSUEKmR1SCNW/CP/5P218ckXkdxCXyeY8V7zKQQIppPJrk2ttgz7O7Sn6\nwbAkCb+UqixxRyr4yTJf8ki15+ZPf//zh1/qXpIM6RQk5Gzb5U1J4ry6jdsffnv85m/rb393\n/Ob//Lb94f/7T//zN//0f9//qzH5N3//2/SbP/7xX/7nb/tISO2zVd6yz3/bh7PH8urJ+8bP\nbh/Mo82tILFc/2m9lsnnbNuBTXQc7Tttr0fb9LR/2zuLefIXf9s+ov3chro9N/+6pMCiBJuU\n9UUo1mD4CCbxjoZvOGtyvTJLoyIiBocKj/MlH/8/MBRjFuojUnbkp38dkWNXVZlLQvuhpH3j\ngPzSL39hPI6I+9ov4yEesvbm9L//hilxHY+DTsOhwmMT+fXjIaXDQ/o+HgVXejZVqRztj/6R\nHOjxhPzib7+PCCKr8n4ZEURXlT4AN8j21/E4mY7Y/36Hh8ivHg+UVVl/4Y3ZzXaIsYS2XsjV\nk9vetgQYj1/87S+Mx3bgEy/jEej16SPgsUpcRiQgjGa8IXdsIr9+RAJ95l9H5NffEfttRCR1\nM8TriEQWsO8jcMOUuI6I5INux0WFxyby60ckJT0J+TIiv976/DYie9Do4cHsYsD0AfAwaDTw\nGA9Ze87LO3LDYQQQX1ayXzIGJGZLNmdbkfMqv9oGW2vbexiPQOsxfSOPKxnb+Aq55W9N41et\nOela/ZfL/wN+dvntCmVuZHN0cmVhbQplbmRvYmoKNSAwIG9iagogICAxNTc2MAplbmRvYmoK\nMyAwIG9iago8PAogICAvRXh0R1N0YXRlIDw8CiAgICAgIC9hMCA8PCAvQ0EgMSAvY2EgMSA+\nPgogICA+PgogICAvRm9udCA8PAogICAgICAvZi0wLTAgNiAwIFIKICAgPj4KPj4KZW5kb2Jq\nCjIgMCBvYmoKPDwgL1R5cGUgL1BhZ2UgJSAxCiAgIC9QYXJlbnQgMSAwIFIKICAgL01lZGlh\nQm94IFsgMCAwIDUwNCA0MzIgXQogICAvQ29udGVudHMgNCAwIFIKICAgL0dyb3VwIDw8CiAg\nICAgIC9UeXBlIC9Hcm91cAogICAgICAvUyAvVHJhbnNwYXJlbmN5CiAgICAgIC9JIHRydWUK\nICAgICAgL0NTIC9EZXZpY2VSR0IKICAgPj4KICAgL1Jlc291cmNlcyAzIDAgUgo+PgplbmRv\nYmoKNyAwIG9iago8PCAvTGVuZ3RoIDggMCBSCiAgIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlCiAg\nIC9TdWJ0eXBlIC9UeXBlMUMKPj4Kc3RyZWFtCnicnXl3XBRX2/Yuy8wsc5Y1SgbNTmYHRQ2C\ngFEUsaOiiAqIUgSs9CpVimJUwIio2AiIRIpIUQREjagQe41YEguoCwoaIZrEqE/uIWd9nves\nyVv++P76frM7e+bMnjnn3PW67pHLjI1kcrnczD0iZmVy4sIVsYm2XiFhydErEmRyY5lMJiff\nKRIvkz6XS1ojSVRIg4xxKD77V/FfVylBJhvA9SPn/vCJoe3en5xljuRk3jFAElQybKNSyCi5\nnJq4ZtPOL+1GjbLy9vIdYWMzcsaquLSEiLDwJIvRo750sFiZZvHPHYuZIYkRYbEWw0ljdUj0\nqriYkNik//33/9/4vzdnYdjd/2nKHpKty2bL1sj+I1fIveX+8uPyU/Kn8tdGtkahRpFGcUYN\nRrcU1gp7xSJFgCJKkaBIVaxV6I1lxgrjdOOvjF8b/0n5UN9TbdQT6mdKorX0cNqW/pKeTkfT\ncXQyvYXeTpfQl+gfaB39gu5l+jHmjAUznLFmZjNfMWeYR0oz5UAlrxyvnKZcpIxQFir3KW8p\nf1T2mAwyEUzmmQSZJJnkmhSaFJtcMXlg8sTkqckfJu9ZE3YQK7BD2JHsAnYJG8XGs8lsIXuQ\nrWEb2OPsZfYm2852sa/Yd+yfLEZyRCETNBxNR3PQAhSNUtFOlI/2o3JUg86jNvQG/aWSqZQq\ntYpXDVaNUNmpxqjGqyarFqrCVNGqdaos1Q7VXlWJqkJVrWpW/aBqU71S6U3VplpTK1MnUzfT\n+aaLTJeYhpnGm6aZrjPdZJpvWmF6zPS86W3TB6bPTX8xfWeqV1NqpB6ktlCPUI9TT1bPVM9V\ne6mXqiPVq9Ub1VvUu9RF6lJ1tbpOfUzdpG5RX1PfVT9Rd6lfqt+o+/oZ9TPp16/fp/1s+jn2\nm9ZvzlB2S1jautkbMbs27euodUr3BULrufLzV7TeOw8mnee//aaaxcNhNrcqMz0hSRsdsXKN\nP+8WcujchfqqF4Xi84LivKpCJZLyYR33OPvM2kbts4iJZ0fweLgtVmBn7PxiCFiBquM20KWi\nIz0ryZ7ddnuGMMdWRDrpTbv8bo8k71FIPVIB17J575oj2s6gcSdxPx47WDnhQaNPL3yVIMKc\nAKon8XiolyZ4dVB0snZ17JINnvxEn/0nwsW4w1/VbW1SjqG3uhYuqw5SzmrpDAcF3/VjSf1p\nsbnx0M0bmhcLW60qtXhuMzXmQFTVRc39m82/gvKmr81WLZIPFhA25bF60jxrpxPB8EmM2J5K\nXc4oXx2qWewfOX1pSGHZau26ouyiTQ1kEmyad3sBCDwM6rz5pn3Zd5YV4sT91Ox9sWUNmubv\nam7fqo9dtE2LoGIwixR9iyWOw5ecICGFxuY2tvgzZ9fK08u1AWdju15oYPYfwIIdKB572ZZo\nf6HBKh4bP8UT+dEzkgK9xHEugZjCAzU4CQQ8Chb/1t7w6CdtuTV1hUZdimEC4hx0dN3+bxt3\nbc/dsl97h8lLXb81nZ+yZNk0cbTL7Lv6wA4psItBTsLVnMbTWx8q3zJqhRQFb7ivv19fm1Kt\nbA6bVz2dx0NGYWM8HU9+YQFDoP+jB/BpPlGTY8byFTN5+0UP4BMYeL7957snV07PF5E0KFnA\nw/QjsaZMABd9edR4KjQjLSOcz/hqW16aOI3ZWFz8dRlfWb1nX5l4cH9R2b4TkNGnHoTGCa8E\nuRQ7hEU3yRNeMk7fhB6O0obWX0n5kb93pfRovXiodk/dEw28dCR3PTMT4lK06cmRGyL4iMj8\n4iQxfv/Gg1fIXQZBIweVkgeFFTQOxoAjASjM0HCkUehhkLSpL4WzHBM2bYo402WlzRcarDw6\numOqduaD5+FveAiBSTAFwt+H/ux8T3w47cuGwTx+pR/AwSIYSY5FsBBG4pF4EfbCttgOe4yY\nfLh1ttb1VljHCw3KnSTIUUBQcIB/Y3DzmWONZ5qDG/3FZcYV+1MTklJSEhNTSsoPlJQcENEi\nAea4CyhXMIv2FcxqR7NaM69lLNpJuh2J4iyHvqNRiSWLuMNLF1an8huyMjdkbft6T6Z4xb80\n7tJIZfqe7Tn5/K4dO0sLxBP3jpw81ags3rs9b7cmP2v3xrRpoYkxWmkKE1f7Y1gJv3vX7vzd\nm7enF4mBxyJPrLivLFmfvSuLz9z0deYmcZFtYrTfMuXqtC1bNmo27Mrcs/Nwwe592tJvvv2m\nqlSpdmAZNIlV5+ogTwdrdQMe9cCjHvces/ePzEFH3/l+/4lGsf5oydlLmu6gc3b1WjPp1qEj\n5x5ozqecCjmirQv23+fC42a6B9/iYC24Mmers1IrxIMpe2OCNEEZMfEp2tSE2CxfHrviZxzk\nQQpj9l7XHDhpsn+gk6gu6XMpQX6CvK5HKupR1OznGsPaOin31vbY1zyEEmu0hdS3MT3et8Xn\nr4PqHUZS5+dPqRzFk0w5hGgn1bpi3Pcu4o3bXPS5tdfuEnd6Byqwv3l59fIz2rqVXJ33t67T\nNHi2JVZh+5nuFc3+xNmf9khsj8KGRfcF6aC0m4uqWuBGNS31LZnF4xFjLLHL5CLPWn9xjvPh\nVdfuUCuPXVh9mwer7vcw82HGxZgW0X0WVxC1M3SZBpt5TbFbEb7vcKw2qZHLOJJVf1oDZpfa\nek4eS408qEXmcFxHu9fHVqw6qgw6n9ym04Djyz/gCxj+chh2dEqeEuStXRUSm+AepnQif8Xe\nzLX6yvKqRuXxi6X3nmleJLUtv6htcx9xyoK3cwifN1/09IxxHKIZWzr9+EJtVXBl0rUwJfam\nEU6cz3W3OOPPsJmfs8PYxQ+Ag09bHj4j0rUi9vV615UbnfzTK2jban5ZdOic9eJlunxnQWER\nj0jMbXYV9HuYETM9sBIrZ179VSvtsSMdJNob2RI3mbKWRTSMwFYbBDWxaDdi0X0xHOK23md7\nkgRPesWmqERv3gt102dPHLpWKUJNX38KG9HYU78SB0grKWxMw7f6u4nuGesDcj5bSCPOejhb\nIqWWoD6NqzBG30Pr+0s91PAPMd1St8EjBLSShQpmKww4exGYzcqnDBHkCgkoPXT3xWCOweEf\n+uHovn4U5gyDgIYgPVDqrezIVo9/Ie5VKDuXnmQz4RU1j36FrSk1hytdoJJWJ3mzKLcETlQL\n8p974PlrBcyD6xykfcv20BJvDHvAh3n+UBgtqqMEqX+JHEmrzaXS8biFQUk66bUOLWXJ6s2s\nEjLX+7Bmg4pXZM0UvincvKFCNLNqF8wGnWVzX7EwpUR+twO2dyju/sh2wAnmz4t3n1UdzFxb\noj2Qlp8QqsH/6ZAsmO55F4Y5L02a66+FGgbl6qTrOvnzHunzHsVzczhCk5VRoIUUWI2NQYvn\ni/gI3fOB56TrMI2BoQ+tsTueP9UaDxURp3/N+K5J983enLt1vXYmk5O/Y0sh39vc8JPYZ0pW\n3t43pERe/AvE9yjgGdF1PrMgOzI9QbsqLSI9lHcJPv1UPD1yLoPZ9mnQH8wePYIBWukkWVMI\nMZ01ArLV03TKNP9MT5Ie3et/EuE7W3yGwSa9s2Ec8hGkYetYBeJw83Vp8nImfW7G+hlZa7cM\nWsKge5L1bfnTDgXsShbqBbqIjRUY9KXwiKxjGuzmAJEjX89SQIzlnDQTWqCFwioa/0dPURJl\n9yGmh1EvF9TfV1U0tmg6nW9aL1icHBKlXR2fviRKk9RVzrQcbTjbUhcRmJ6dvmGDNi0tcl0C\nH+5cR6PcbhaBFd5G/UrjidBIstdGypoe3CYgj9XhgfM11p0uYHLvckXLSW1V7d7qgvPK8fSE\npJUR0/gZ/o2XrjRXgnz7ntwte0QENutYNO/w0fgr/Pvbv4M9MKFvXB6KI+jHjkdHYhONRegs\nr8iE/YfXazPLc0q+10Agg7iXVyfg/hi5Txg12usx9IN+lx4/F9V3mc1frd+SzodtyG8QAT8j\nMrMDU2o8A7LxWDbe0LADNYW2ZWRu3cB7r4yaHCCiKyQ2QxkHs2A3ZUPjT0lK+gS8qOE0uOLd\nJKCWUS9o4GEJfIqXUAiecvhpT1+MHb6tR3AbnT31fBdJ16UcEXtbr2R6mZVMd7B600sCesmq\n3wUwWy4VVR3ZoTzKeG6KCJykGc6g6vgVwTHxy5bGHjx2vPogGZstIEtLkqmI47TroI54RV8s\nhwPwBDwe++IgGIvHk+lXgCOMg2WwFDuCI14qkgl/J3r2ziKuhSDlnRyM3ikgEjpDBR/huKBA\n1FXiSngpHofH4iXYD8aRgYvJMZ48yA/8yNUE7E2MOzQmNiy0OrahfouAprNyxI3Xl3bQSBrZ\nhl5iG85+6EsaT3/78VcdL8DEWywqrmsUTx7bf/qWBgRUXd1QF1sTLqIBNzsgr2PaAwQxrdJC\nso1QVn0bHNqQ/EWPNYtsXrIoqUpAvfDrTRqS8a/UOxrvkD6F5fArNZQmor5AIWZ3Wvr2NN7N\ny9s9pDLp5OlTB45ViaXVu2uaNUg/rFUKu84G70gtSlGGIgXMJtqQLHR6C8iQ7HX6bR9ipBKd\n3plG9qxkTv8NkhEnZeAg6hGj18J4SQtjDU1Dj5r3ZFF2DVt/6bvYA6g1l0X6VBcplUb6DAii\nJjGSFo/Xa/FYQ9PQo+Z6L07B5viTBVPs7bzawOxjGhLVOjms6VZI+dIWDvtA0BgchL2dwJus\ndo4UJoXNMUiSGk2jZkH/yrxUQA7sbqaWXTBxjL37E1CD+toTA+DRvUU62KyDSh1x6lFt5GKP\nDokb81ajvsVEkpthoGQEA+XgAQNJMB5IQtdABYKsn+SnYKMCGuAmhzfOgI20OjdnnajmthEh\n7SVCqmxKuciTJIK2sD/qLRCzcndCaZI2sqY5DU30DrAXcSjZL8F4jahTKnVEUlgrunqWuszg\nIpwIRTiBusR4nKWIqd3uVMBIV8HxQ0wnjcz/MZn6BmIyHEwghjSBgQnmpDWRtJCrMB7/TJfi\nROoYXQaJFOLmQy3TUber4qh487vae79pkBasQXkfK+86ugx1JoiZk4bN0YcdJ+GrPml/sJ9m\njLevva3H5RfaYgQHae+TzYkEIHzeDXKYiBYL6ifCGdqsGV0QfHyiY3zEj4sYz5w7FIPiNsTk\n+Co76R+Qfhol7bJlkN1zklNSSjJOw6STJLGWyOHeHwq4h3O5P5BvXWt0Gw+sgTWViUjT6/+D\n4z7tkW+K84tLlWj9Lbm09yKnz3CVMggEmABbnUogTSepSwagxIvCrqPVKPGB8wPJr2RAdxc4\nd6IfBYJ8UF/TY/nWviYOmXdCJmTjTJIhJOv2cDIqSdenLSGOLoetJ2DICQV8QM8EPNtg+ZVs\nfRec61IgedMdacMdRRNZ4B10LmDiRJ8ARELPUFiCki/vztnPI5hokDRK1EFBBxTo5J8+NUy1\n7S39MSIjOgSHUQ/pRggj7cGwhARm+ARvRDgMZ0OYIzre0nLsWAuJvCuI41nSqEYIolYhR70P\nDpV80MNuSduNcORxHdL1MSWoBG7qEAwx7wvoC/gQQBtcpu6ywWWSHkp2DweUdE3vQjDu7ThB\nTWRz3xDEVt2HhSXorhzy7yqkQ+hznHv5c+NkBukPLZIOEQu9L00nyCSWmDVneTWNmbUuJTBH\nG8K05jSeeaoBFaN+FKHNOFL59R0eatEjBWzFPtwjw+oHEziahmSf246y+3Ks4+iZM0JXBCWt\nSrCKTY5ZFhKdOMJh/LgxMpla1l/WTzZAZi4bJDOTDZMNlc2WTZfNlHnLPGULZSYyD5mPzF02\nTTZLNl+2SMbKONlnsoGyT2WCoaJiLFPK/GVhsq9lT+VIHiOPl6fLc+R58kL5fnmFvEX+uxFr\nZGEUb7TOKMsox2iH0UUSdGMVj4298As1rqsVPJPuSS/b5d+9gIYXCqjqC+PmeMT4h4pL5ibZ\nYI0Gb36MOUKArHUEP24Ei+TewFZtS6hntSs/2fiX09bYD69cYjPCLvB3CICA069/EdX4Re47\neRcJ7QvfhQqeBtMp6FZAAaHx+oLuvrAFTDRWpKzFn6cp5zJqz6R26GoH+y65NPGFQorrW8zp\njWgfvTn1hG4+fqT4Iv/LFbchwzzn20wJbHy8WhxDFyzIX1Uar/Q+9lP0Yx4sf39HHNPC7hX+\nfHHQupiVYhX4U3CGVpOJpd/IU4sNT4x1kMxoPBlnz8JWPjhD2UtsLeU5+IIDRCjVnlufSRfb\n5JITWcD2Lk5vQu+5evho17nfLw767cL3959rriZeXNGoPbrC91tX/kvXqPnBYkLI+qU505Xd\n9PbmndUFB5Qny09VnuMfX10weUHk4nlhor03thq3fHYmHv2ZFE2r/wwU1H8SQnOmZxhL5LOP\nlXcTDPSNVGolqD13Cpakk6lkD3VZC+RuUjDp9GVHkc666eymkgF32qZ0ml274yGYjYoTzDx/\nYciNQ8K9JwpY7yp8gQfOw274Sw0efQO7/Y4Hai/QY8DSn/BZBw2MaYbJ3TBE+1EcXq0swaBm\ntXcJlj7BmN2cwZqNimWJCu4tnicQSppKKGmTgZLOXMaqIfafEXGd5GNWZxikY8xuPbxw7fb1\nuhBXLf7QSToMl9fqg+cYLiWB6fU+O8JlxWpPf+3F6BUHZvNmo1wC4+ctE+8TTeOZLXLpAR7A\ntZM5FwmWglovfEc2zPiyVuzHLcGMJ4oeHM79DgNvgBt8qYHR88DtCxioXUR3Y8tmPAk7aPAY\nfzx5DP57T2D/SA6PiXk9hhkcntENM94/GiJFuDH4gT6AsmPg7CMOJ9CQAD9RH22t8T6ktw9o\neOH2AraQk9lriZf6c/ebyutva4B2eIQH4P5jJmFqVnn4vSVas7cTVgZ5TtTgQa/tYTBY/PoS\nBj0OuuJ0XGv2GiuhmHtwZumM2f5LnacFNN29e6bpgWj2Fl8y7r66wNHB02vUWI8rnc+uXCJA\nzzB1azsEEEf7BY4SO9skHeaATZ96F8v4yS4hbivEpTNTxxiqOuriKd/N1XoevR7dzgP/+g2Z\n97Mve7GZy6J4nxARZm+9+Nsb/vp3QS57RYIoJ3JPz3nYjPKYM8Fp/p2XL65e7/o4mdTdNkAS\nX8x6YXYH4uEZ9w3dQL/6fqnDqEWLRlkHNv8rmzhS3oL8kOIopUvDnXBCq4f3doPwMrxlXI1o\n9rS1srblngY+mfAA89hy6kRsu1nbTW89mVfxTZnyeMnJAxf49tOBk/3SooPTxcQNUV+7b1Gq\nk8ql0iLwKogqop+wPehjcdrsr7WfSpj7bvuuvLxdO3Zsz8/frlIdL9iZt2P39rwdO/Jvqkxl\nDwxhbI5sraxCVif7UW4rH0uCV5n8ufw/RlZGtkYTjaKMMoyySfD61uia0T2jV0ZvjfoUwxXW\nCgfFVIWbYr2iWHFAUa14oehV/NsYGQvGQ4xXG28w3mZcY3zEuNn4ubGe6k/x1AoqltpF/US1\nU93US+o19YbuR7vR2XQunUcX0nfoLvol/ZoZzIxgbBlnJpEpZuoYHfOG+RfzbyWtRMpPlJxS\nVI5VOimnK32VS5WRyjjlOuVm5TfKImW5slp5XXlf2aP8TfnW5FOT4Sb2JpNMXEzmmXiZ+Jj4\nm6SaZJmUmRw1OWVy1uSCSatJjwmwRqwpa84K7Eh2AjuLnccGsonsenYzu4Pdw+5l97MH2Cq2\nhb3MPmI72Vfse1Zi/42MkCkajBzQbOSHIlE6ykCb0V50CB1Bp1ALuop+QHdRO+pAL9GfCKtk\nKrXqc9Uw1QiVrWqcapLKWeWuWqgKUK1URahiVEmqNaqvVdtUe1VlqhrVUdUp1XnVVVWr6kfV\nQ9VT1SvVH6q/VP8xVZr2N9WYWpqOMLU3HWM61XSOqReHQ/AQbIdTcRqQBAdhz9srW66Ij26d\nJiAPaeArLIItjtQ6GcPoPzDC8/HMIVhFBowaCipwBde3hnIM4SD1HLYaMwTPxC7dltPY5+8J\nBXQb+xaPFLdO+X9DVwSruAd4lQGG7+mL+UgMC7PZ3+g2WEXB7nYOr6XJo59SSH6iCwo7FBYC\nkg43czkbv87dxMeuKToowjWmZ3YL5qa4JweHaQ2QaI6hHGst5XLgEGvfjh34EZOiPbzFOTPC\nLDGrwaqGobdnahdc+inuFx5m/f4KvMtEGzpz8YaItbFKj5j5EZN5PMwelCRceXQBA0OuXEiP\nrRErE4pivlmkRIYSyTSWIkjjtKGUJu/pkYxfK8AdbnGQRXc0BH0pbnGjlu5eVhijBaqcDj+Q\ndTDn9RZQpdZPOqLUHa9t7tTAgMl38FAtfk7YLy1ZGEMeJDNnazJTysWK1YWRyzUOy4KttOgA\n+3bL7MtDBXRjxZKqOTw2G4NZPGlM6dwmH3FJY0vCef5GU1XrSTGOwRbBvpYzQ6uuZmrH0da7\n29yB5tt+qDhxRDzWXHQT+mkIU5lrYCqDdfrBhKmM+h+mMp1wg/+tDZl4LyusCNeGVaU3XND8\nUyGy+pc9OMPUtSwKF/II1h7FHLSkauiD76ifGdS31hzmE8VZ0lijf44nSM+pL2g8jjQF0rSk\nwSOb/YMGR+kVTNK/olBgmCvvs/TAyVViSk1WzZazSiQ3QM4vyHNHC8hioYvDnBXHbmglZrze\ninG4ufAPJH1vDnZSKWVLW+pHDiU8Zhj9hX6kBWnY0zBSX0r10m8k+3/p7QnE/+ICs2hbanQI\nH4IMxONkyiX+7+rV15GG6lVMDOvLwhwnFs1lf6AfvUISy8EWQ01ZQWNP3Ig9oJHCFA2bMOBv\nDDUL0g6ESxCAL1GoZBSLHNknNtQN2mab8DHDgl+Jg0A6H9tQP9DWoSzhukP1IzH/sWBeGjWO\nCs5Iy4jg167btjNdnMJkFhdvLuWrqvbsI3r+u2C+zlAwl9qJAsqcJDta76a/TjlJZ3V6N0Zy\nla5SiCzYbbqAYARYob5MGMPNSiwQnkZMPGfNz3CL8Q0TL0R7Vo7jp81PDg4XbwptfNvxOD8x\nmdmycs16lyzHLL8NkRlK960syp0nIEORqvVE0Dzt39WpLreLwwk51ftls5dpyY+o8X/KahNf\nUXPp14ayWol8DBmsg/xbkP0/xSt4yeGXUMfAPDD+PwWseSKuww9nudIwzhym3sJTIRuc6buX\nEgIaxKP+xW4jNdh9qjW21GJnWv03WIJDySw6Wt3OPzy+ajFZN5I8kgU9Px2aaNyqV1HTpCn3\ncDsDP0imZHV+LOGBzwXFfEEy1XdT72nUUFxS3ah54NM01jYgwDZHe4Ou2la4q1BbVlBZWMuf\nqUpYHpiYMVZE6Szs7VHAn308B5k6/R0nyPrA99DI8gyzdUFGXPgmZQhzNa/29GPNGwZVF2ck\nxSelRscThYbhqeQIw8EwDU8ndCUGpsBkiIRQsjvSL843Jt4xGFuSoDcbW5AwOoug0sEwHKaD\nC0n0luBM8HOsru/TEmItchti6Hvocvp6TWKAX2SMl8eqyuubxfn0qAt+r3qvnXvyfVJtwD6t\nQd6DdPXxrFwK71FI4RDJ4UhptU7/GWyH9zr8nrgwo/tgxOCz2exb+ilEUlCmI/SbJsp4R/1O\nozZw3S6g9Wn8V/G78hNElLSYRTZEnahtE1nBF9d/v3XOFSqWMHg53k95MuB5jsMcTQjBFEo9\n4GAXnO0wa5YyDST6AH0ufGGVC48/H43leCJ2eYblMOSnlsqbTaLZ2ln3GZwureBeXJqEBxAO\njNPogqPf7v+u/MbhQTcO1548p7nvcXaslb//0M3a6/S2Q9v37S5UHthbVXSYb66PWh6dEhe8\nWlwQbeNHCLvthxi0hO1Fbc2Vd5rF6QwiSKcRLnHzwncWJohxRWvLDmhONdXeuNUQ61asfUJn\nNW84kFClbAr2IrAUKyZ6OPlVLTu3SvxoxG5/G/E/teFk4ZjBOalZAryRBnM4kPHNSc1M0kau\nj0uN4r3CboMMTI7+8vipOIJ2mRL6BWY0eNStL95dPVJ+q0FL+GdAuzSqBAERYEE2tSOVTdtZ\nvrRLuH6gSPDLzGcbsh9t7NF+fSKnrEDz7c78gp3bt6zP127IL9hUyFeWllXVrDoQvjw6ekGG\nuGbuplnYRYP0/jlcampcTJI2ITJ03Up+fsjhsxfqKw0vWQuL86oKlI9PzhDcRorIPzExPFAz\n+bL3084r59tPJ9ahysP7mpoIsrXrwGZYM3o01mjTe48w98+1tD1o8Z/hvCjAURs54Rh9+mB2\n+kER5e5hB3Q8YM3eS2cSBcbs9WUBlZ3cJKonL46ZvkTsZtDPgvxxzzkWgUu6gHSQoUPrBSkM\nQSj98nzghKPEXE5W7i09prnle2rqNJ8lrkF7V5+M06LbVgLxxZe9JPWdFQifxKZUBzO4418d\n5AePxGoiqV3bCvYK6I/Wq72/zrk+VMQTUEkfo5OT6HuTRN/H/0RSMOqF4VppD4PqhAX0ik2R\niT78AhKqW1tb0dZ/Cs81dXfyRbX8SSekdyqemHeeoSEdblD4r2PCMmKA+CoF7xwZxJmNTMj8\nyoc1+7wYGV6AXKLLdxUU7uULCjdvOCASE7MjJvaBhLmDbpH5CXx4VFpEvPjVmqwNiSENYYMu\n1BwsPcaXHcxKviyic/URi/3CIr19w460tNQfOScic8ij01gIRfATA5a6Nvjsp8QLaCwMHY+H\nzpyN5H+vND56yWwNyk1nkdyNRfrF9DasWj57QrbSaR9zJedE2cnL9Wf2Xdr+i1KikDSd0uf3\n9sXYOjHoY4k08GOJdBxhsYvBkRy+4EeunBCcvI5r6fHhWQmhotvyCMTtEK6Z7xDULwU4U4Ky\njwjFKzMNb31iMlkUoAkujT+xRptZVrGpjN9fu2PHAbGJyUpN2YxqtXsj4vJm8bh2PpykEScN\na9WH6cNaaeRdH3uz7NttO6pI6CmRXG8Df8/QmH5fjuhLTTnChDYDXDlPpJfDBjaItUFLCp15\nvIq4lLGh4GNFXSPxPIbTh6H/zuv//d4ft9E5cyN8AzYonZn3O24+zQEzJWQg+eku2NilkNwk\nNYeM/1rb+u+1NOqLMXYc0kmTnCdHt6NvDUDbdlWJqJF/eBpxHgb/DYIgFxyEg1yAnO4CuaTR\n+aPf3xXfMmraw5fyYqAIEnARJFILmKu+FOrUq86wT+fcchQ9jL8/FuSHzgefBytyQrk/CwhP\n6IWtSF/aiZ6wUg3Uc1LYHBTVsTOnkq+pLqosEwv3bdt2pFmJuJqKhJiYBMO34lD1wYpqEmPi\nkpLiV5UnVVaWl1dWJpXHiYikFsnkA08Uqr/8IaaXVtu2uv/RfuNw+wPtrq/ysnZkKj9WS//K\ngJvcvzfN+GsTrT4vqP/OwgbajrCCqcQaqpGuBA0FCmIUjmk2NtiSEDab1zAuTUTN61kFOGex\n0mId1hOBpQaxnDPtjfdQl2gCz+TojvkxgUa9ijbz3g4avWBhIsKxECuFthL5LZYkJioq2jfR\nU9lII33YHEZNNh6GOJ+Y5DXBfHxGXrmXiMi9xGvRzVG1Skmi0b3wkgF326Z0IvN4EgnIlwAx\nmEdgF8q9DxPuE58iRqHNW7Et+StNWvaGr7JRlJDLonzhYBNBX6jHrlcizDH5yi5D0fAoUaz+\n9WLpNY1yr0v0dTnBNd3vwOVZamtQC3F2wyuDa3JAd6HnrkJ6hWgCtAkeU4u1Kw0Gh3iovY6J\n5YKboXIpRxf5840rF4okam2PZ4lj98JThCca9uzw+1WErTcIMIKgstjY0LCa2Ia66hpUkstK\nwwwGJ20mFqcukbwMhg42bbCnBO3882ILyHOU6NChy3vFfT/sQPF4JFcZtJ82vLq7r0N4RRM4\noA9BtJpzcnUd73jLtePJbSSHrY9aDTVClHuh+brEkG39F3NdAo4KZW5kc3RyZWFtCmVuZG9i\nago4IDAgb2JqCiAgIDg4MTIKZW5kb2JqCjkgMCBvYmoKPDwgL0xlbmd0aCAxMCAwIFIKICAg\nL0ZpbHRlciAvRmxhdGVEZWNvZGUKPj4Kc3RyZWFtCnicXVK7bsMwDNz1FRrbIfBDsZQAhoEi\nXTz0gbr9AEeiUwO1LMjO4L8vKQYp0MHmieKdjqKyU/vc+nGV2XucbQerHEbvIizzNVqQZ7iM\nXhSldKNdb6v0t1MfRIbkbltWmFo/zKKuZfaBm8saN/nw5OYzPAopZfYWHcTRX+TD16njVHcN\n4Qcm8KvMRdNIBwPKvfThtZ9AZom8ax3uj+u2Q9pfxecWQJZpXbAlOztYQm8h9v4Cos7zRtbD\n0Ajw7t9eeWDKebDffRR16bA0zzGIWuUJY8A8cB4oX3C+IFwxrggbxoZwybhEvN8njAGxYqwQ\na50wBsSsqUlTc42mGsNcQ1w9cH6gPOsb0i8P7O1ANexTk0/D3gx509yXpr4q1qlIR3ONTjWW\nsSUuezDkoTyy/pH6Yj+K/Cg+V9G5intR1ItiLga68NvN0tXTG7nP1F5jxHGmh5TmSBMcPdz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BJm1LZTBZdNiY4JoGdosQMAAOgsEhaa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9bswOCnIjiopKuuRePRpsngDAkKbNmhAcHnDxbFn/X/sAACAASURBVHx1Za2Hl+uk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\nSd5coRDCarWaTCa5q3DIz8/PYrF48xiqVKqcnByz2Sx3IfbZtmrn5eV5cgx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- }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "library(ggplot2)\n", - "qplot(DC1, DC2, data = dm, colour = factor(num_cells)) +\n", - " scale_color_cube_helix()\n", - "# or alternatively:\n", - "#ggplot(dif, aes(DC1, DC2, colour = factor(num.cells))) + ..." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As aesthetics, all diffusion components, gene expressions, and annotations are available. If you plan to make many plots, create a `data.frame` first by using `as.data.frame(dif)` or `fortify(dif)`, assign it to a variable name, and use it for plotting.\n", - "\n", - "Parameter selection\n", - "=========\n", - "\n", - "The most important parameter for the visualization, `dims`, is described in the following section. An important parameter in v1, $\\sigma$, is explained in its own vignette “Global Sigma”.\n", - "\n", - "[Other parameters](#Other-parameters) are explained at the end of this section.\n", - "\n", - "Dimensions `dims`\n", - "-------------\n", - "\n", - "Diffusion maps consist of the eigenvectors (which we refer to as diffusion components) and corresponding eigenvalues of the diffusion distance matrix. The latter indicate the diffusion components’ importance, i.e. how well the eigenvectors approximate the data. The eigenvectors are decreasingly meaningful." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/pdf": 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H8jE2SO+qORaDryQxEoFaWhTWgPOogOo1OoEV1DP6K7qBW1oRfoT4RVMpVa9aVq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", 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ampqs0phBBq5qVLl/KcM1Mt8FwAAADIp+sUu7snbNt25d93vf3rr4GIAwAAgJvl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\nQmCC" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "qplot(y = eigenvalues(dm)) + theme_minimal() +\n", - " labs(x = 'Diffusion component (DC)', y = 'Eigenvalue')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The later DCs often become noisy and less useful:" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "oh <- options('repr.plot.height')\n", - "options(repr.plot.height = 3)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/pdf": 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uF/NKLvmknAoG2AKj6NgEspIcSp7QXYrwSDUXRpbK4IFpRCh0Dp6xdktQQDzfpH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\nIFIKPj4Kc3RhcnR4cmVmCjI0NzcxCiUlRU9GCg==", 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LDjIcKsflNJw6snr7mttJAHAIgymmIB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\nLz8/Pz09nW9xi8VSUFCQnJycnJysdFmUl5uby2emuFiDm5aWlpi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CdWgWHEpgUwXOEd9eVUz/yILjGbWF+cEQ40nPDWGSRxx2w/DDOcHxUQTF+A2pz+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7luk1OKXYr35pAkpet2FmXMEZCRqmk44zdH+w9H0+Zy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- "image/png": 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imV2//IF4JgBwAAEFkuGb32m9P3/lq1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\nLb2dIjfKaE9gKETu+QH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- }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(dm, 3:4, col_by = 'num_cells', draw_legend = FALSE)\n", - "plot(dm, 19:20, col_by = 'num_cells', draw_legend = FALSE)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "options(oh)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Other parameters\n", - "-------------\n", - "\n", - "If the automatic exclusion of categorical and integral features for data frames is not enough, you can also supply a vector of variable names or indices to use with the `vars` parameter. If you find that calculation time or used memory is too large, the parameter `k` allows you to decrease the quality/runtime+memory ratio by limiting the number of transitions calculated and stored. It is typically not needed if you have less than few thousand cells. The `n.eigs` parameter specifies the number of diffusion components returned.\n", - "\n", - "For more information, consult `help(DiffusionMap)`.\n", - "\n", - "Missing and uncertain values\n", - "=============\n", - "\n", - "**destiny** is particularly well suited for gene expression data due to its ability to cope with missing and uncertain data.\n", - "\n", - "Censored values\n", - "------------\n", - "\n", - "Platforms such as RT-qPCR cannot detect expression values below a certain threshold. To cope with this, **destiny** allows to censor specific values. In the case of Guo et al. (2010), only up to 28 qPCR cycles were counted. All transcripts that would need more than 28 cycles are grouped together under this value. This is illustrated by gene Aqp3:" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "application/pdf": 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78lZ/PWnMwNqZvFKSfj9057p8xLWbMulU9flR6XLC50XDxvjp8yMWnNmjRdSk7a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\nT0YK", 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DR4XlBmPNi076L6PW/Xqm3tzBxIOjhz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- }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hist(exprs(cleaned_ct)['Aqp3', ], breaks = 20,\n", - " xlab = 'Ct of Aqp3', main = 'Histogram of Aqp3 Ct',\n", - " col = palette()[[4]], border = 'white')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For our censoring noise model we need to identify the limit of detection (LoD). While most researchers use a global LoD of 28, reflecting the overall sensitivity of the qPCR machine, different strategies to quantitatively establish this gene-dependent LoD exist. For example, dilution series of bulk data can be used to establish an LoD such that a qPCR reaction will be detected with a specified probability if the Ct value is below the LoD. Here, we use such dilution series provided by Guo et al. and first determine a gene-wise LoD as the largest Ct value smaller than 28. We then follow the manual [Application Guidance: Single-Cell Data Analysis](https://www.bioke.com/Product%20Support/Manuals%20%26%20Downloads/?webshop_supplier=15&webshop_downloadtype=10&webshop_application=199&q=) of the popular Biomarks system and determine a global LoD as the median over the gene-wise LoDs. We use the dilution series from table S7 (`mmc6.xls`). If you have problems with the speed of `read.xlsx`, consider storing your data in tab separated value format and using `read.delim` or `read.ExpressionSet`." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "25" - ], - "text/latex": [ - "25" - ], - "text/markdown": [ - "25" - ], - "text/plain": [ - "[1] 25" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dilutions <- read_xls('mmc6.xls', 1L)\n", - "dilutions$Cell <- NULL # remove annotation column\n", - "\n", - "get_lod <- function(gene) gene[[max(which(gene != 28))]]\n", - "\n", - "lods <- apply(dilutions, 2, get_lod)\n", - "lod <- ceiling(median(lods))\n", - "lod" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This LoD of 25 and the maximum number of cycles the platform can perform (40), defines the uncertainty range that denotes the possible range of censored values in the censoring model. Using the mean of the normalization vector, we can adjust the uncertainty range and censoring value to be more similar to the other values in order to improve distance measures between data points:" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\t
$lod_norm
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10
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$max_cycles_norm
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25
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\n" - ], - "text/latex": [ - "\\begin{description}\n", - "\\item[\\$lod\\_norm] 10\n", - "\\item[\\$max\\_cycles\\_norm] 25\n", - "\\end{description}\n" - ], - "text/markdown": [ - "$lod_norm\n", - ": 10\n", - "$max_cycles_norm\n", - ": 25\n", - "\n", - "\n" - ], - "text/plain": [ - "$lod_norm\n", - "[1] 10\n", - "\n", - "$max_cycles_norm\n", - "[1] 25\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "lod_norm <- ceiling(median(lods) - mean(normalizations))\n", - "max_cycles_norm <- ceiling(40 - mean(normalizations))\n", - "\n", - "list(lod_norm = lod_norm, max_cycles_norm = max_cycles_norm)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We then also need to set the normalized values that should be censored – namely all data points were no expression was detected after the LoD – to this special value, because the values at the cycle threshold were changed due to normalization." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "guo <- guo_norm\n", - "exprs(guo)[exprs(cleaned_ct) >= 28] <- lod_norm" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This version of the dataset is avaliable as `data(guo)` from the **destiny** package.\n", - "\n", - "Now we call the the `DiffusionMap` function using the censoring model:" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/pdf": 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mBp3OzPcPEMPyesK8Dek3qCIf/DCo1hTYB8VqsZGcRlro+yMJwhw8MrQDphS0x8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hPN6/U6nTKM3qy945+6V1bdMjeeJHTK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\nwU9jsenVpZuOP29k+wN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MUCMEun4uIs\n8fK2bR5xYvY3mzcL0b1Xr4LgzRzt+o1ppz5rftqNj54mhBDvXb3g1a8sqhQAJEWPHQCzONq0\naS0C27b9IIR706YfRU67di3trgkA0grBDoBpHA7Hgf9UVVYGlEcAAOsQ7ACYJfDTTzuFo337\ntkI0a9HCJWq+/353qO3qfyp96623Pt8VYtk7AEA8CHYAzLJ1wwaPaNW+fbYQGb16HS/EhvXr\nq4I3C6y9d+jgweMW72S9OgAwGcEOgDnq1z3xTJloO+Lc44UQ4vDzLuztqnz1nse+1q+B7v94\n2eu/isJ+fY+zoUgAkBvBDoAJPFtfvnLcMz9l9Z0x/RRl1br24+4Z3058cc85YxZ8XaNuF/h9\n9Ywpc3dk9LjmmgF02AGA2VjuBEAsNrxy550bhBAi4Nnz/VeffbBm/baq5qc/+eTY1n9sUXDq\nI/95Yufw61+4vOT9x08+uWf3FtWbP1r7wefb9zfufe/C20uy7CseAGRFsAMQiw2v/G2D8siR\nc0jHY0qGXXfDuOkT+h6m/Tcl55irX/vq1EX33P3cmrKPXv6wPOuwozr1u3rajDsm9D6E7joA\nSABHIKC/AAYAAACpiGvsAAAAJEGwAwAAkATBDgAAQBIEOwAAAEkQ7AAAACRBsAMAAJAEwQ4A\nAEASBDsAAABJEOwAAAAkQbADAACQBMEOAABAEgQ7AAAASRDsAAAAJPH/pnNai+oaDSgAAAAA\nSUVORK5CYII=" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "thresh_dm <- DiffusionMap(guo,\n", - " censor_val = lod_norm,\n", - " censor_range = c(lod_norm, max_cycles_norm),\n", - " verbose = FALSE)\n", - "\n", - "plot(thresh_dm, 1:2, col_by = 'num_cells',\n", - " legend_main = 'Cell stage')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Compared to the diffusion map created without censoring model, this map looks more homogeneous since it contains more data points.\n", - "\n", - "Missing values\n", - "-----------\n", - "\n", - "Gene expression experiments may fail to produce some data points, conventionally denoted as “not available” (`NA`). By calling `DiffusionMap(..., missings = c(total.minimum, total.maximum))`, you can specify the parameters for the missing value model.\n", - "\n", - "As in the data from Guo et al. (2010) no missing values occurred, we illustrate the capacity of **destiny** to handle missing values by artificially treating ct values of 999 (i. e. data points were no expression was detected after 40 cycles) as missing. This is purely for illustrative purposes and in practice these values should be treated as censored as illustrated in the previous section." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "# remove rows with divisionless cells\n", - "ct_w_missing <- ct[, ct$num_cells > 1L]\n", - "# and replace values larger than the baseline\n", - "exprs(ct_w_missing)[exprs(ct_w_missing) > 28] <- NA" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We then perform normalization on this version of the data:" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "housekeep <- colMeans(\n", - " exprs(ct_w_missing)[housekeepers, ],\n", - " na.rm = TRUE)\n", - "\n", - "w_missing <- ct_w_missing\n", - "exprs(w_missing) <- exprs(w_missing) - housekeep\n", - "\n", - "exprs(w_missing)[is.na(exprs(ct_w_missing))] <- lod_norm" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally, we create a diffusion map with both missing value model and the censoring model from before:" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/pdf": 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6CzADnciCRYBKyv3bAPyObDiI1FS8oSD9Dac/yTVOQ5Ul1H1eEPRGEpIZzSExEb\nDyPO+2ZJRBVWvAfltpBMOIjo0ihRIwp9kihkie31gCkwjNjg1sfK3FVGfL3e5zVZjKZiyfrO\nqBtbrbIIiyXrk6H1AMemK4i4rGR9FFi56bNrVjQVjCzqG11j8M1FrBLDGH65OCDGlUZsIrLC\nOTWbM2H9IiscYzJmLznrAF7lB6bEMIZ7sbKCcRURu8gvm9SDOenoZJqPE+zPUuMpfYFVE3aU\nwIgv3dDFA6ye4JPmUrpY3BB8/M5IoNDsWDhIAPvbAavEMIarSPHwL6UR3+7ylxESm/DzB9ew\nHGcafWSNjuwnLhaWQ2aDzxuuD1cRcfGwnPtmQUDpzXhgIyQaXJbajVNMgNp8GLEheXo+nOsL\n0NrPK7KQPt4G8uScYFrcXZgcG6FlvCmBYWmabi79idpHYUXUYJIgVrV/jSm6vVC47/nAp283\nFI0jE4fUVZeKiF2EZigcKYz3/tmdyFqfoiH3I0I2H0ZsyHQVG1vFA/T2/IpQk0EGq8O+IlZp\nSLTP5zfCzOeAVWIYwxERtrErjfjyujgSsszUmxNVygyzcs6dXhrs947YdhjuWDhsJkq4fyrW\nS3WN4meoqxOMbL3ZLx/QglaVoIk0rTMXD3AFud7da+mwOKoRF92wd8aBJhFq82EEu8jp0gH1\nt6KomWXmE73i3L0BczJQxUoTPbBKDGPU5Y4S2qY0YhOhSYbwFNkz67eaZGQyjGT5zOEWfWBK\nDGN0Y67npSJiF6HdcHHmL1o+EUQ+Tk6+klSWI7Tmw4hNwqpRyt/0BWjtp21U4NaVHyFhMe5E\nx5yhVR0ekM2HEZhaxNvs4gFaew5DXFTflqZrTEpITkWBxzs9sUoMYzYsH5GW60ojvj1NV5yL\nDOCj/f6zL+akF2ca2IwLipgSwxg6HuDGMRURu8i8sFQEvjVFB/P3Ypg2kKruRj/wqZlAytAz\nKh4uVxGxizDRsTCRonUrl1WY0gJXZLlQMC5CNh9GbIgibecSD9Dai92gcRXIJYKJdK5IC4lI\nTenWagQBq8QwRhOWYFqY0ohNhOFbDHDy5Zsxty7XJKg7f8GXL9/IaOKQWOauNOK1fLu1UjfC\nI+SBnbjRzS8t/h1h18LeSmAYFvvJxQPsXghcgvBvGgIc+J24MNKzlEhETYdxw1nmrm3JAu9B\nt4/CsvU/v+zUbA+djDhgOMTWL5DthzG0x1je3BREbCLzKdc+JutiXG/7nCdWXYxjD7BqjQsl\n6AydQ4+LB1hXTQypUpyYZsGtmsVk2os1aSJGxIfuvyjD/cfjXhoCdAHxNV845QgJNbB4F8Nd\n4VRopj5xVvNVGTr1JUx3qYg4r0D01lBzZr70qiEghZ5eeNcaHbgRFsaCG5TKmzIOm3DSI2Te\nVHPsPTztgKcpOSPjAI6WUw/wAtp2LKKzgOvSBmKP2nHFmjWyOml042JY2CAVltl84qTBispo\n4GxaGgJ0gXnZnN0Kk62beVljLp4JJYcxcW8kYJUYxujC6TqXigc2EXnD/WU+NDjVFV9IBk/T\nTqn3E7L1WERmHXGTBtw/desYZDfEFakTrDNxFX2mAK2EhBLonfLuXTzAVXJCXP6HGbBYkDpx\n4xp3g030gJ3R+Ypp7p7pTTzi7uH87WSNhnRYJLIzWcvZ6tmGD3xYJDIZ7hmjZ6iGAF1A5tCK\nafjKGszoRIVvXjZfW3vCrIGJSmzS9+u9pD9R9jBGsdE4QzRYRYZvjBRi4PUHYtvhuMiW4eai\ngPunYv6IjaW+vADCYjLyg+TcPUZIR2zVDJRZBRBcRcRvBRAuxs0hdA+nVRpxsXid1OxLT6jN\nhxFYuohD0/UF2P2cSpn0krrpdO/FmcKYLzlCIn3Dyfdeqtbtum8NKaKKiJeIjEAdjnt0V+w2\nLeaCHS3DR7u+4aZbR8owsUkOiXYNATbfa5KipZVvhPEVTnRsq8oZH+ULrBopoQQXEulc4gFW\nj6xAkOzZGH1hNVlBYGdXI27TF0yBYQT3/bWyPDUGqO1Z6gcOfPGkFyv1Q5f+obkUVXcFAlaJ\nYYw668u5VDywicjw3hDkiDKgHP+c4TEiCcXUvuFDq/kpQ8NaMsldRcQuIouXcxkb2JVeDFfQ\nqfLk0ifOmmugjJon0+ZeKiLOnp4gudDqEGDyshEX0+DvQwOyP2G3DHcl0GUlUdn1Bbgy4nvT\nQxQYuPqzOyFRLjhWMN0PxMZjEXp+rwvzgN+g3OOodXu518sCqXUDGvsmlQGID6wSwxh+TDyF\nxZRGbCLzQU8NG6qI1vjZneCxYe3SIKQA2XwYgb4qazcXD9Da/7LhOF06l2j+OSGWRWMR+wCK\n2nJOnDxM00WB96Da9rbglZFTPfWMJmMy6obBO9O/YUoMYzasjrHaVRURLxEuuBEFcFwIleWK\nG4wsdWTPrmjSYsQqMYyhbwNBAK40YhPh2kXyKY6icRyGG4PoKg/AirBYEIfipLaKSSdaMx/K\n5XJaAha2E0ZBJ5j6LMe+1S+QzYcR+IBks9nFA7T2cwIvWjTVTgQ3QgPBZBQ4nlCbDyM26X9S\nuc71BXh7HTsJUtPuzqpURlxJtGWa8P5XbTYWUfGulx7ioBado7klyjQhJzqygtrppuwHLJrw\nowTepuzsu3iAxROEpEQzhmipXQzPkDNi6Uh2dTtQR+2BVWIYw9kEgeiuNOLb/UM4Eahzquvd\nzzrqLB6KEDuZdNs3TIlhzIbOK4vapSJiE8GviWI+iCG/+WuS0ANdk7rxAmTzYQQXLPe9xAO0\n9pKwk6yGbcLfJHOHJ8LiJFgWycrdTnIjuplUL8d69G/YTnEjKppk7+KFSfZvyuVW7AClXljZ\n1HFHaG2pnlXzAQuLlDqWCgHbEkbBgE/V+IllkSp9SWqv0F/kDI6fkgNscVZJhKeFY3Y7ukTK\nuYh/yBVEfK5wzMYkUPFxH12HfBKYryVWwUb6D4jmwwhUQ9YjYk0+YpXgtjuPyrn0FAQj5JxD\nPSIJv1/EFBhGcMhFrQpXGfHlpyC05uWMmMbohFYhlNM3a/2CrSohibeqhK4h4lWVUKo1Z/pA\nLVnJGK3D2zQd94G9Li8ZVqHAadKuIuJVlxeH8nAy4J6aEw0BH+3wEgsfsOhOmRKbfLCy2nHx\nAIvvrMnePz4zDf9jgAH3l05U2WEWwfXEKjGM2ZCqyrdhSiM2kTmtHupeqtD6szuBQuCFJ1dF\nxMZjESc/KRcG3oNydlU48GW44GHcTjQe2tHg/3/AYqdxk5h6WDnWxQO09hiJkCIum9QwVJxg\nvQocUNefMKujXwn8mDLQuniAeW0MyGk4mVaTnYpqjCayNnPeRHz6qahgNiwYeQqqqYjYRDCr\nJ81HLHAEOnFhU0mWPPkLZPNhBGZ1Sadw8QCt/bzioXZ6QfWtn92Jjk2EOXDd6Qtk82EEXq7k\nmbt4gNYeC4l6vk0sjjmTNAtCCFDnCseJVYBcGnj/VI4H7LC0sbBA5RQnOqaQpiUXIqxaA0UJ\nvFKZJ108wOo1U5pWhexFqy84wUQAiX4+v8CidRSUwCsVb4CLB1i87kLJajRlPfDFiUY/wq12\nWIDZTnshwR4yfzUXD9Daz1GnadluFvj+2Z3o2J2RPeX6BbL5MIJvtZQlHqC114Srwoo6evik\nMxZtxpDZJ852+CSZTROq3jQEaAIc7roG1mmhWWVkQ/1ArtTFUzgCNolhzIY9daylXGnEtxv4\nMoBKILvEHJwsg+NM50lWul/+xJQYxjBUDgELriJiE5k/bdXxsOgxck6w3gbWff0Ji54JpwQ/\n3zlJuXiA1h5eG0bWNj3t0ol7ru3vpGdwfICmZ1Y6UbjN46LAe1BtphCGajkCp9jZxMlOgSk8\nSZl1riLuGq2pzIaKP5IYsVRE3D3As14aYpd1GeNEQzp5XRseHzDrgqT6/gcjFF08wOwLmFL1\nOJOsbnonWFqqnFaL4hNmdb4rgSuKc97FA8zurC84jgMlkBGWbJgFtudA0usDWe1sw0n2bzYX\nBdw/FWvmi8W2FbxOJxjp3JmV8IBsPozA6kwOv3LxAK09PRj50smsqgcjXzo5JngobCZ7h2w+\njNC5ckl/Ims9r/c27uIcvvo2rDeso4p+3B+QzYcRHNanXH0b1t+htZ9XvFl7HXMLjEkjZK6S\nvksfyydi47GIxMNJXRh4D8rVe2rpSLVf9J5aupKMEjIdnF8gmw8jmJYgBRNMPEBrPyfnE1EY\n6CUI2XSCq3BZ6ZUvMGsIphLsEjTBKB5g9pDNOalcujSmge4Ek9jkxNb+BRY1uZXgWmROay4e\nYHET3Q+zygzsdswVsJ+OFWBmjLbjxLRKlwbeP5Xjo0nqByvY0PrZnWiY1eSI3OMLZPNhxGYH\nHbh4gNYeIynfMldQGEntR5QwEon0Kl8gmw8jeEXxHV7+I35Aa6+rHmRDHOosdUJPh2ksbPDE\nh/pLSWyovVC7KwjQ23OiYjmUC458TlRg5JtonJju4wtWiWEMfQWIsHGlEZsIK/CxQH62g0+c\nYZ4niiP2bzjbwSdkNGUUVdrfD2l7xyai/oKOGgFJfSNKdBxILK6A9kBsPBZx6gadCWuR60/l\nmEJOHBqBiAH4hxXTgOORNBE1zf4xnFlU0UQB90/FGAWqrhMK4o9/dic6NtUlcLh+gWw+jMAn\nO1W79Cey1nMMuHSpl9U/7ESDQ1iCf/IXmNXfqwSNjZyXeIDZ/cM1vfSEXW75GW5YCErhw/5A\nRXfuDCfZhdxcFHD/VKwmarksII0WalELVdw2ciZ0/wLReiwsJTemcezSwPuncr0carZhyCu8\nHonmI9T1BWYt7qKEOyBcPEBrP7+WrCp0jeyYi+I5k5b+Beqi17GukV2aa+RP5boPT8OvqKHh\nRIdlAWP2CyxqOCihq7lriQdY3NCQ0/D0/NSC85ud6PIlyCHB9YnYeCwiiY9pW8LAe1BuHp2r\navhpu9WjQ6ay5FDLesJoxJQYxmxYFyDv1FRE7CIIlMkWsK6h0rbfgTI1tkMSYH1ZpHTR4mBF\nQitcmhFAn8p9nsL6w+cMY/rBwGiZh+BCD7itOeNiNVEZMWXQWUojfpszZPkhYeaFSdTcpCHT\n8b3JFgxKfDwwJYYxdPUiB8tVRGwi8ETQ5m00yZtGnc0hXg7lvSNgw+E4IT5NxLYP9NZ0XqRo\ntFDWKE8nWP5TKgceX2DWiE0laDXOEdrFA8we4anh61yN3Lxi0yhbGZ7qoUdMBcjmwwhcUfYs\nXDxAaw+jisZ1hssGRlXWsiJYX9qJoQGy+TBik0MdxWnj4gFae4xyjYYdHQ2G1bFw22LxHbmX\n4bbFIk7AMlH6GD4Vaze8dIM1w2J0omNMkps8vkA2H0awTNuc8Fw8QGuPhUbT3xTlgRw3zNFV\n68FHiNZjYcnzmF+mSwPvn8o9UetgqcPTuh+JwmLFlZsWT3xq8WISGyqwNg1MhIaITYIVcrBr\nWpm7yAo5ZBrGQN8Je2BKDGM2RhTU601FxCbCj1Xn2AvHXTnRsJioK2vwA7L5MILmzexyLh6g\ntYcRoN8Uc14M83xECeGu5QmLprA4keiQM2nA/VO3GlOHnv96Id/FiYYbLx1NH5DNhxHs/nMu\ndPEArT3GUfsCfSS1L5TDZ7+f6G007WrSoMySC9M9F5SrQVwuviKmSznRkPjfkpY6CbBo4pMS\neEKZC1w8wOKJUrqf6stix1wHy05G+QJ1netYl8UuzWXxp3Id3Q713/G0TCcaXJMShnl8gVlP\nvlSCc0Zf0p8o+zmZ6WCUpKWkS5ysMheLDqQj82ihT6jthxIMIRen5dIY8fWxEaCZ9IxtdKKj\nSpw4+tsXWDRKUQkMrBJ65+IBFo9qlF+0rEoRNKnKWyWJg6XOI/TCEiS8sISLB7gKS/hgXPWK\nTjDWrepBwRFW1aCEh765eIB1XbEgPhH9s+rsXzQuWkZRHO/9BbL5MILdnx6QYufKvUNrL4bj\n/HARsdCsooQz3B0SgxF1rR64WUUJMhs2UiS71jUE2NyJ26TQEoc+LnQM6+7fqeNUgLYZePqo\nxoWOSetC50O5DuK6aGdpKMMNW2oV/oOIslZ4MqwnY5koT876VKzzv0QnYFDncGNEQ8aynISu\n9s0HLJqQrAR9VNNCcPEAy1sCc8bZCzJf3t1SX8HguHXGdcqK+oFVwkqX3vQXZWTKm9KITWRe\nGKmPJ0/9ZC1EZyq3pMSJUr9hSgxjWBkQmdKuImIT4R4Z/u1AkWJukYHAmUsVKxWsNSKmwDCC\nqRYoVusqI1YJpnggYThnLTG8mOqZvQjdeeCshYOV2XhaTe9vKiI2Ef7ACG87L7jQ+AODkZLq\nmT9o6V+wSgxjeMgKKrS40ohNhHuvCOaQaq5W6/LSQpWWTo+dsgeuLy91OYmNaXC9vmmIuLpJ\n2+zA4MMKQjmTWQCqMZnqiQ8rCEWGJTaR/mwqInaR2XWT5lv6Br4RDX42ifqyCorv0Dfwu9VU\n0x17Ew9wbeAjdko2giWblJUmnSnwISL8qn/DlBjG0H5HkripiNhFMCBy3Vj0U3ai4cudg56N\nUh+w6EephFphfYkHWN4+4sobT1Y0w5nz0OrIiUuFiJPVwVBGawjd11LxwKt0RpYEhYOHaIlN\nIaOUMdpLutYtfWBKDGM2rQLS3lREbCIMRtOgK+6POMFKnBJslr7AqvsdSjDLZf70Lh5gXfsj\nGSYlM+Nubhye+qvKlynHQvcvMGsZBSVoeopH08QDzF52oWbPxaO7ua7sQ3FRlXvtbb9Ddzff\nb3vbYkOZeIDL3SzhVVd576RGaFiNHvYdoXdSEquTmniAq5NKOO+lQdoYjpy4MPqI675/gVUH\nFiU0u7gu8QDrqkzH8G+4FayMc9dy5RJqInZO/wLt2GIl6LW47iUe4DrmuDYPtzpQC9wJHgEt\n6zzdFf+AbD6M4FuVAaB5uNYHtPbziqcvXZny5gRHK9lpuL/ArMlrSugy6VriAWZPdqu2W8KC\n0LqU172QBMOP7uMA2XwYoVvA1xIP0NpjNW/G2om8dCd4ul3pusoJkM2HEboFfC/xAK09lyxF\nXWDIQnWC2VqVTqAHLJqUrAR/x7SkP1HxFObG35dbppVTZtFd7TmSVB6aGhEbj0UkHhbmwsB7\nUK77B/SwFj1ayQmeOthsTyXAoockKcFl59Tt4gEWP1SpFdgJmMpODuJFN9BkkSEWtYbSfEC0\nHgvjaJltSfOomU/lNG1ZZR32Ccu6GDNXWciu1yLtD6wSwxiux5Bi70oj7l7cBeVeeCvMyXSi\nYW2DajFfYNEcSyW4bknnEg+wvOVk6mEe04qzKvnGNE1Z1RKnD5y9Sn7V4i750Kr4piJiE6GT\nLa+SknSy5VVUUpxo5/2EWet5KgGP93Uu6U+UvfonFr6NWy3Vj9AAIwvzQ4su1i9YJYYx3Jy5\n9cgMKo3YRPCgl03wiE1/M+skr1GC79sXmDXKXAm69u9ziQeYPSoda/3OdDFdizrTufYUZ0Fr\nX3CxtSiZDTEVyGR0FREXX4u2omnJhX3UcpQbfXTdTIJ3WNhBu+6Zyly49BC/qWWc1P4WlcVP\nRHZGq54RFqFFWDmRsE+w6Q6U/P1NpeUTIB6kWEzvYpoWQNGEnQf2sF4yGyx+cWotFRG/RfYW\n5n3As3jS9ZTVTSohovXwoLMPmDVfSwnOjq0t8QCz53fVA4PRm7VqBM8dk+SH64HcVm0WK3BI\nmX2XVVP1UzeiTS91lhWcMIgSeuZMk6/8Lug3D8jmwwgueWpZ4gFae5iqnF2rHmjpBNPVJNv2\n/AKrHk2pBA3H3pZ4gNaem6KavpfNK1vV/sZm3Ime+oBFt6+U4DPSDVvV+fwBi293iVfw1G1k\nDVc2RsbDiwMUFukRq8QwhmMbktVcacSXhytjLkvcz+LvuRg9/Ut8D8c3bD+RMtyCYlSUqYj4\n7Vc9sDu1wt6caAgBroyseUALY1PCw95cPMAV9oZw7sysMrMJjCnqzbi4VffAyWwCMhs9ULAB\nVEXELiIXPlghX/e3f/bFXCxJ0lm7N0K2H8ZsGLORX+YKIjYRuWzBh5/lUE19XmXkeHl5vs6N\nrAdWiWHMvLCc1Hn1peKBr3WqjCTc4oyY06IonCn8hiRj9/yGT4uiILPBm4CoCVMRsYtoL4Ln\nIVt2lTNV86nUD/vA2ROswGxM+Sz1TUXE2XOsYAlm3pT62pzp2m156uwTF/O1dT2FVly1tEhN\nRcRl+doqltvL3HSC9mVjSOYDmvmohJubLh7gMjfFAtWwZ9+w0qDqg5kqGjr6jtB2LHyIxbMt\nWeD9U7WuwzRMjo5xw437vgV1dQLK6t82nFjCwER5AMunYlvy6Zb1bZtUugN+Y97VmN93lDUr\nwnBiEoWJJu5MfijGFNp13+XW1aURkkl/pl0Pg45Qmw8jmFifXDqg21eXSULHCwO5GYG3mIsV\nASX2PH/DdsKaMixPI27FpSLit0PZNM8YdRt45pEzNAMwnt7fMCWGMdvuB8KYiohdhM5K9FVU\nV7nVWUnm5rCh4dRP3NTUUYbOShkcXUOAzW2jrKcIw/XKk9WdOdeA379hSgxjNnW+9qUiYhfh\n88qyzI6p5fOSuWH3ZbWpn5gSwxh73vymImIT4YUxGB6X5sg4kxgrgRmppydWiWEMq29IasNS\nGvHlmTIyCmMcPbKX8DeG+TEo/H98w5YEowyPu8CmgGkIML+V8O/oIDwhXfdUSJSVbp6+4fMt\n/VxCnhEXZOnmoiFik/gFyb5Yo8gBiPyunNHDd+zEsQfO9l2R4aE8+I5cRcR5fVfiym58mrPw\nkHNj6ImQtHHWXIqYEsOYTWt99jcVEZuIVjSQw9rvw9IVnclMT5Ruf33Dh6Urktlgmxz30hCg\nC+jnzN4pP55+zRnbanICAj7V8wnZfBiBA6bFbjTpT2StaaIdMPJvdW06c6HWA7xT6Qm1/TBm\nw6UxDLrKiG93b8pPjaodrcMXy+8JzFSH3jn/hb01YJUYxnC1geKurjRiE9G938QMfNki0b3f\nxPo4t271Ip/iE2r7YQyT/G2jN91PaAIcKliHPGtZq8UwVxiRuajGG3HWSlXK8CM+cQ7i7cXN\nP3H24lZYqqFmRsaSjXY/maZHI7KCwhNTYhiz4Qh0HDbkKiI2EXrKZPrGlNhtP5SMejkkAgpj\nXMTJaiKR0Xm3p6UiYheBp4xF6spyCZLo5gOkHyjAslyC7bJ0eIkiM/EAizsFJXCsay0J5E04\nwVQJWbSqHfcBLRtCCe4N5LzEA3zLnkjulbqqegPNayXeYHFrajbFB2TzYQSDi0pb4gFae/iU\nTg3Ib8gncqJT5PCg+A/I5sMIln7KdYkHaO2ZqqlZxvqMRmgcWoEj+QGL3rMSKyzNxAMs/ozH\nLv/9w9/s8HPdU/i/t7T/7fzfv2///C/78Tr2f9vSsf/dLs63OTSUw8pSFak12Iozf9r/cfv7\n/T+3k85fMWfBzy66//kP+z/t/7Gu9lf/eux//K/tL15Uda3pyJVjy8kuSb1//qPp/R+/3+ZC\nTbjfyT6f7HJfkj1VJKlqzgdX23//s/3VL787fnfsaf/9L9tv/udfp9/+/t83SvwO0kkO87yl\ne55pLiZakhFuys22p7R9u0SZk+1RTllTJzmm+r7kfc+2//ybv/5t+c0f5v/+9Kf9v36bf/O/\n//W392/++Ns6uX/5/d9u/+v3m3gQ5vJMjju/0t2Oa5eDsJr8kPOJimwRSJ10cXDIW3dcsRop\n4us5v+ETBYkVb3tqrBj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tVWm44Yvt4aFYv//fa/Xn/llfeWRfuNOHD6/1w6fmC+igUA6MSuFx4fJJ1pF9/s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\nYpM1Owt2KXFtytiT4jdmzJkev5GYKhu/Id5RugzFAlCqTr79nC0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W3SiMfAe7ioqKqqqqxP/++L+eKysr/XrujHcmrfg/DX1y0opGo/Ef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\nISHYAQCEhGAHABASgh0AQEgIdgAAIfH/5UbIxbw20SAAAAAASUVORK5CYII=" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dif_w_missing <- DiffusionMap(w_missing,\n", - " censor_val = lod_norm,\n", - " censor_range = c(lod_norm, max_cycles_norm),\n", - " missing_range = c(1, 40),\n", - " verbose = FALSE)\n", - "\n", - "plot(dif_w_missing, 1:2, col_by = 'num_cells',\n", - " legend_main = 'Cell stage')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This result looks very similar to our previous diffusion map since only six additional data points have been added. However if your platform creates more missing values, including missing values will be more useful.\n", - "\n", - "Prediction\n", - "=====\n", - "\n", - "In order to project cells into an existing diffusion map, for example to compare two experiments measured by the same platform or to add new data to an existing map, we implemented `dm.predict`. It calculates the transition probabilities between datapoints in old and new data and projects cells into the diffusion map using the existing diffusion components.\n", - "\n", - "As an example we assume that we created a diffusion map from one experiment on 64 cell stage embryos:" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "ct64 <- guo[, guo$num_cells == 64]\n", - "dm64 <- DiffusionMap(ct64)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let us compare the expressions from the 32 cell state embryos to the existing map. We use `dm.predict` to create the diffusion components for the new cells using the existing diffusion components from the old data: " - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "ct32 <- guo[, guo$num_cells == 32]\n", - "pred32 <- dm_predict(dm64, ct32)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "By providing the `more` and `col.more` parameters of the `plot` function, we show the first two DCs for both old and new data: " - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/pdf": 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FpXn2DIq7PDw2P4ppmsd8ba9c7jaJ6YGsOZhV9PvaowMWNXwcvlEYYbRk28XBLF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\nRU9GCg==", 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Xg7inkvut7iBN/QfD6fzWar/RNV+Cyl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\n4447Lly4cCSGBACV5oI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- }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(dm64, 1:2, col = palette()[[6]],\n", - " new_dcs = pred32, col_new = palette()[[4]])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Clearly, the 32 and 64 cell state embryos occupy similar regions in the map, while the cells from the 64 cell state are developed further.\n", - "\n", - "Troubleshooting\n", - "=======\n", - "\n", - "There are several properties of data that can yield subpar results. This section explains a few strategies of dealing with them:\n", - "\n", - "**Preprocessing**: if there is a strong dependency of the variance on the mean in your data (as for scRNA-Seq count data), use a variance stabilizing transformation such as the square root or a (regularized) logarithm before running **destiny**.\n", - "\n", - "**Outliers**: If a Diffusion Component strongly separates some outliers from the remaining cells such that there is a much greater distance between them than within the rest of the cells (i. e. almost two discrete values), consider removing those outliers and recalculating the map, or simply select different Diffusion Components. It may also a be a good idea to check whether the outliers are also present in a PCA plot to make sure they are not biologically relevant.\n", - "\n", - "**Large datasets**: If memory is not sufficient and no machine with more RAM is available, the `k` parameter could be decreased. In addition (particularly for >500,000 cells), you can also downsample the data (possibly in a density dependent fashion).\n", - "\n", - "**“Large-p-small-n” data**: E.g. for scRNA-Seq, it is may be necessary to first perform a Principal Component Analysis (PCA) on the data (e.g. using `prcomp` or `princomp`) and to calculate the Diffusion Components from the Principal Components (typically using the top 50 components yields good results)." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "R", - "language": "R", - "name": "ir" - }, - "language_info": { - "codemirror_mode": "r", - "file_extension": ".r", - "mimetype": "text/x-r-source", - "name": "R", - "pygments_lexer": "r", - "version": "3.5.0" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/vignettes/Diffusion-Maps.ipynbmeta b/vignettes/Diffusion-Maps.ipynbmeta deleted file mode 100644 index 16befce..0000000 --- a/vignettes/Diffusion-Maps.ipynbmeta +++ /dev/null @@ -1,4 +0,0 @@ -%\VignetteIndexEntry{destiny main vignette: Start here!} -%\VignetteEngine{nbconvertR::nbconvert_html} -%\VignetteTemplate{latex}{destiny.tplx} -%\VignettePreprocessors{latex}{destiny_processors.LatexTracPreprocessor} diff --git a/vignettes/Gene-Relevance.Rmd b/vignettes/Gene-Relevance.Rmd new file mode 100644 index 0000000..3b8b58b --- /dev/null +++ b/vignettes/Gene-Relevance.Rmd @@ -0,0 +1,135 @@ +--- +title: detecting relevant genes with destiny 3 +output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{detecting relevant genes with destiny 3} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +Single Cell RNA-Sequencing data and gene relevance +================================================== + +Libraries +--------- + +We need of course destiny, scran for preprocessing, and some tidyverse niceties. + +```{r} +library(conflicted) +library(destiny) +suppressPackageStartupMessages(library(scran)) +library(purrr) +library(ggplot2) +library(SingleCellExperiment) +``` + +Data +---- + +Let’s use data from the `scRNAseq`[1] package. If necessary, install it via `BiocManager::install('scRNAseq')`. + +[1] Risso D, Cole M (2019). [scRNAseq: A Collection of Public Single-Cell RNA-Seq Datasets](https://bioconductor.org/packages/scRNAseq/). + +```{r} +# The parts of the help we’re interested in +help('scRNAseq-package', package = 'scRNAseq') %>% repr::repr_html() %>% + stringr::str_extract_all(stringr::regex('

The dataset.*?

', dotall = TRUE)) %>% unlist() %>% + paste(collapse = '') %>% knitr::raw_html() +``` + +379 cells seems sufficient to see something! + +```{r} +allen <- scRNAseq::ReprocessedAllenData() +``` + +Preprocessing +------------- + +We’ll mostly stick to the [scran vignette][] here. Let’s add basic information to the data and choose what to work with. + +As `scran` expects the raw counts in the `counts` assay, we rename the more accurate RSEM counts to `counts`. +Our data has ERCC spike-ins in an `altExp` slot: + +[scran vignette]: https://bioconductor.org/packages/devel/bioc/vignettes/scran/inst/doc/scran.html + +```{r} +rowData(allen)$Symbol <- rownames(allen) +rowData(allen)$EntrezID <- AnnotationDbi::mapIds(org.Mm.eg.db::org.Mm.eg.db, rownames(allen), 'ENTREZID', 'ALIAS') +rowData(allen)$Uniprot <- AnnotationDbi::mapIds(org.Mm.eg.db::org.Mm.eg.db, rownames(allen), 'UNIPROT', 'ALIAS', multiVals = 'list') +assayNames(allen)[assayNames(allen) == 'rsem_counts'] <- 'counts' +assayNames(altExp(allen, 'ERCC'))[assayNames(altExp(allen, 'ERCC')) == 'rsem_counts'] <- 'counts' +allen +``` + +Now we can use it to renormalize the data. We normalize the `counts` using the spike-in size factors and logarithmize them into `logcounts`. + +```{r} +allen <- computeSpikeFactors(allen, 'ERCC') +allen <- logNormCounts(allen) +allen +``` + +We also use the spike-ins to detect highly variable genes more accurately: + +```{r} +decomp <- modelGeneVarWithSpikes(allen, 'ERCC') +rowData(allen)$hvg_order <- order(decomp$bio, decreasing = TRUE) +``` + +We create a subset of the data containing only rasonably highly variable genes: + +```{r} +allen_hvg <- subset(allen, hvg_order <= 5000L) +``` + +Let’s create a Diffusion map. For rapid results, people often create a PCA first, which can be stored in your `SingleCellExperiment` before creating the Diffusion map or simply created implicitly using `DiffusionMap(..., n_pcs = )`. + +However, even with many more principal components than necessary to get a nicely resolved Diffusion Map, the close spatial correspondence between diffusion components and genes are lost. + +```{r} +#reducedDim(allen_hvg, 'pca') <- irlba::prcomp_irlba(t(assay(allen, 'logcounts')), 50)$x +``` + +The chosen distance metric has big implications on your results, you should try at least cosine and rankcor. + +```{r} +set.seed(1) +dms <- c('euclidean', 'cosine', 'rankcor') %>% #, 'l2' + set_names() %>% + map(~ DiffusionMap(allen_hvg, distance = ., knn_params = list(method = 'covertree'))) +``` + +TODO: wide plot + +```{r} +dms %>% + imap(function(dm, dist) plot(dm, 1:2, col_by = 'driver_1_s') + ggtitle(dist)) %>% + cowplot::plot_grid(plotlist = ., nrow = 1) +``` + +```{r} +grs <- map(dms, gene_relevance) +``` + +TODO: wide plot + +```{r} +gms <- imap(grs, function(gr, dist) plot(gr, iter_smooth = 0) + ggtitle(dist)) +cowplot::plot_grid(plotlist = gms, nrow = 1) +``` + +As you can see, despite the quite different embedding, the rankcor and Cosine diffusion Maps display a number of the same driving genes. + +```{r} +gms[-1] %>% map(~ .$ids[1:10]) %>% purrr::reduce(intersect) %>% cat(sep = ' ') +``` + +```{r} +httr::GET('https://www.uniprot.org/uniprot/', query = list( + columns = 'id,genes,comment(TISSUE SPECIFICITY)', + format = 'tab', + query = rowData(allen)$Uniprot[gms$cosine$ids[1:6]] %>% unlist() %>% paste(collapse = ' or ') +)) %>% httr::content(type = 'text/tab-separated-values', encoding = 'utf-8', ) +``` diff --git a/vignettes/Gene-Relevance.ipynb b/vignettes/Gene-Relevance.ipynb deleted file mode 100644 index ae84b9a..0000000 --- a/vignettes/Gene-Relevance.ipynb +++ /dev/null @@ -1,479 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Single Cell RNA-Sequencing data and gene relevance" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Libraries" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We need of course destiny, scran for preprocessing, and some tidyverse niceties." - ] - }, - { - "cell_type": "code", - "execution_count": 114, - "metadata": {}, - "outputs": [], - "source": [ - "library(conflicted)\n", - "library(destiny)\n", - "suppressPackageStartupMessages(library(scran))\n", - "library(purrr)\n", - "library(ggplot2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let’s use data from the `scRNAseq`[1] package. If necessary, install it via `BiocManager::install('scRNAseq')`.\n", - "\n", - "[1] Risso D, Cole M (2019). [scRNAseq: A Collection of Public Single-Cell RNA-Seq Datasets](https://bioconductor.org/packages/scRNAseq/)." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "

The dataset fluidigm contains 65 cells from Pollen et al. (2014), each sequenced at high and low coverage.\n", - "

The dataset th2 contains 96 T helper cells from Mahata et al. (2014).\n", - "

The dataset allen contains 379 cells from the mouse visual cortex. This is a subset of the data published in Tasic et al. (2016).\n", - "

" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# The parts of the help we’re interested in\n", - "help('scRNAseq-package', package = 'scRNAseq') %>% repr::repr_html() %>%\n", - " stringr::str_extract_all(stringr::regex('

The dataset.*?

', dotall = TRUE)) %>% unlist() %>%\n", - " paste(collapse = '') %>% IRdisplay::display_html()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "379 cells seems sufficient to see something!" - ] - }, - { - "cell_type": "code", - "execution_count": 136, - "metadata": {}, - "outputs": [], - "source": [ - "data('allen', package = 'scRNAseq')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Preprocessing" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We’ll mostly stick to the [scran vignette][] here. Let’s add basic information to the data and choose what to work with.\n", - "\n", - "As `scran` expects the raw counts in the `counts` assay, we rename the more accurate RSEM counts to `counts`:\n", - "\n", - "[scran vignette]: https://bioconductor.org/packages/devel/bioc/vignettes/scran/inst/doc/scran.html" - ] - }, - { - "cell_type": "code", - "execution_count": 137, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "'select()' returned 1:many mapping between keys and columns\n", - "\n", - "'select()' returned 1:many mapping between keys and columns\n", - "\n" - ] - }, - { - "data": { - "text/plain": [ - "class: SingleCellExperiment \n", - "dim: 20908 379 \n", - "metadata(2): SuppInfo which_qc\n", - "assays(4): tophat_counts cufflinks_fpkm counts rsem_tpm\n", - "rownames(20908): 0610007P14Rik 0610009B22Rik ... Zzef1 Zzz3\n", - "rowData names(3): Symbol EntrezID Uniprot\n", - "colnames(379): SRR2140028 SRR2140022 ... SRR2139341 SRR2139336\n", - "colData names(22): NREADS NALIGNED ... Animal.ID passes_qc_checks_s\n", - "reducedDimNames(0):\n", - "spikeNames(1): ERCC" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "allen <- as(allen, 'SingleCellExperiment')\n", - "rowData(allen)$Symbol <- rownames(allen)\n", - "rowData(allen)$EntrezID <- AnnotationDbi::mapIds(org.Mm.eg.db::org.Mm.eg.db, rownames(allen), 'ENTREZID', 'ALIAS')\n", - "rowData(allen)$Uniprot <- AnnotationDbi::mapIds(org.Mm.eg.db::org.Mm.eg.db, rownames(allen), 'UNIPROT', 'ALIAS', multiVals = 'list')\n", - "assayNames(allen)[assayNames(allen) == 'rsem_counts'] <- 'counts'\n", - "isSpike(allen, 'ERCC') <- grepl('^ERCC-', rownames(allen))\n", - "allen" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we can use it to renormalize the data. We normalize the `counts` using the spike-in size factors and logarithmize them into `logcounts`." - ] - }, - { - "cell_type": "code", - "execution_count": 138, - "metadata": {}, - "outputs": [], - "source": [ - "allen <- computeSpikeFactors(allen)\n", - "allen <- normalize(allen)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We also use the spike-ins to detect highly variable genes more accurately:" - ] - }, - { - "cell_type": "code", - "execution_count": 139, - "metadata": {}, - "outputs": [], - "source": [ - "decomp <- decomposeVar(allen, trendVar(allen, parametric = TRUE))\n", - "rowData(allen)$hvg_order <- order(decomp$bio, decreasing = TRUE)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We create a subset of the data containing only rasonably highly variable genes and no spike-ins:" - ] - }, - { - "cell_type": "code", - "execution_count": 140, - "metadata": {}, - "outputs": [], - "source": [ - "allen_hvg <- subset(allen, hvg_order <= 5000L & !isSpike(allen))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let’s create a Diffusion map. For rapid results, people often create a PCA first, which can be stored in your `SingleCellExperiment` before creating the Diffusion map or simply created implicitly using `DiffusionMap(..., n_pcs = )`.\n", - "\n", - "However, even with many more principal components than necessary to get a nicely resolved Diffusion Map, the close spatial correspondence between diffusion components and genes are lost." - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [], - "source": [ - "#reducedDim(allen_hvg, 'pca') <- irlba::prcomp_irlba(t(assay(allen, 'logcounts')), 50)$x" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The chosen distance metric has big implications on your results, you should try at least cosine and rankcor." - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Warning message in DiffusionMap(allen_hvg, distance = ., knn_params = list(method = \"covertree\")):\n", - "“You have 4972 genes. Consider passing e.g. n_pcs = 50 to speed up computation.”\n", - "Warning message in DiffusionMap(allen_hvg, distance = ., knn_params = list(method = \"covertree\")):\n", - "“You have 4972 genes. Consider passing e.g. n_pcs = 50 to speed up computation.”\n", - "Warning message in DiffusionMap(allen_hvg, distance = ., knn_params = list(method = \"covertree\")):\n", - "“You have 4972 genes. Consider passing e.g. n_pcs = 50 to speed up computation.”\n" - ] - } - ], - "source": [ - "set.seed(1)\n", - "dms <- c('euclidean', 'cosine', 'rankcor') %>% #, 'l2'\n", - " set_names() %>%\n", - " map(~ DiffusionMap(allen_hvg, distance = ., knn_params = list(method = 'covertree')))" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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MSNIvM+pnLL+KsDgGUsOJqcOp8uHMwsTcKOiNZvrG9q9kbCac65z+/wBxylP3Z4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\n2tx2Ylin1LimEUlSzeaBCnZKIwIv9eR4Ze0wn0fdAigUSgQq2CXCG7kpU4s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kDOsSaJrmdetUafB6pAHfQuyJKhwaa2cRpx4S8KJaTGJm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\nUlKXWqqE0Qh/Adzvd+6i6kA83v5KgX8PlDZY7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epNmzbNnDnz2muv/eyzzwBIkvS9733vV7/61ccffzx9+vRly5bt27cPQEtLy+233/7S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\nakAOr736XISCXrC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hBdOpCm5KQUvaz42tp8dbUeAGZjw//P3p2FSVZdd6L/7zPH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\nWTVhRf31rXt6A2GBMcZYpy/49JabWrUAgCvpuR8PnvuHi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- "text/plain": [ - "plot without title" - ] - }, - "metadata": { - "image/png": { - "height": 240, - "width": 840 - }, - "text/plain": { - "height": 240, - "width": 840 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "options(repr.plot.width = 14, repr.plot.height = 4)\n", - "dms %>%\n", - " imap(function(dm, dist) plot(dm, 1:2, col_by = 'driver_1_s') + ggtitle(dist)) %>%\n", - " cowplot::plot_grid(plotlist = ., nrow = 1)" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [], - "source": [ - "grs <- map(dms, gene_relevance)" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CGjCAXsCCGEEEIIIYQQQggZRShgRwgh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\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9Vqcc7z+fzSbtlgWFaWaX50HOgzled5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\nTruWRCJBRIFAYNu2bQsXLnTuF++88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- "text/plain": [ - "plot without title" - ] - }, - "metadata": { - "image/png": { - "height": 240, - "width": 840 - }, - "text/plain": { - "height": 240, - "width": 840 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "options(repr.plot.width = 14, repr.plot.height = 4)\n", - "gms <- imap(grs, function(gr, dist) plot(gr, iter_smooth = 0) + ggtitle(dist))\n", - "cowplot::plot_grid(plotlist = gms, nrow = 1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As you can see, despite the quite different embedding, the rankcor and Cosine diffusion Maps display a number of the same driving genes." - ] - }, - { - "cell_type": "code", - "execution_count": 116, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fam19a1 Prkcg 2510009E07Rik Bbs7 Tmem129" - ] - } - ], - "source": [ - "gms[-1] %>% map(~ .$ids[1:10]) %>% purrr::reduce(intersect) %>% cat(sep = ' ')" - ] - }, - { - "cell_type": "code", - "execution_count": 176, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Parsed with column specification:\n", - "cols(\n", - " Entry = \u001b[31mcol_character()\u001b[39m,\n", - " `Gene names` = \u001b[31mcol_character()\u001b[39m,\n", - " `Tissue specificity` = \u001b[31mcol_character()\u001b[39m\n", - ")\n", - "\n" - ] - }, - { - "data": { - "text/html": [ - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\n", - "
A spec\\_tbl\\_df: 9 × 3
EntryGene namesTissue specificity
<chr><chr><chr>
Q8K221 Arfip2 NA
Q6GQU0 NA NA
Q7TPG8 Tafa1 Fam19a1 TISSUE SPECIFICITY: Expressed in the hippocampus and detected also in the cortex (at protein level). {ECO:0000269|PubMed:29799787}.
Q8K304 Tmem129 NA
P63318 Prkcg Pkcc Pkcg PrkccTISSUE SPECIFICITY: Expressed in the cerebellum, cerebral cortex and hippocampus (at protein level). Highly expressed in Purkinje cells. {ECO:0000269|PubMed:17904530, ECO:0000269|PubMed:23185022}.
Q8K2G4 Bbs7 Bbs2l1 NA
Q2NKI4 Prkcg Prkcc NA
A0A1B0GSM3Arfip2 mCG_19713 NA
Q3UN66 Prkcg Prkcc mCG_18472NA
\n" - ], - "text/latex": [ - "A spec\\_tbl\\_df: 9 × 3\n", - "\\begin{tabular}{r|lll}\n", - " Entry & Gene names & Tissue specificity\\\\\n", - " & & \\\\\n", - "\\hline\n", - "\t Q8K221 & Arfip2 & NA \\\\\n", - "\t Q6GQU0 & NA & NA \\\\\n", - "\t Q7TPG8 & Tafa1 Fam19a1 & TISSUE SPECIFICITY: Expressed in the hippocampus and detected also in the cortex (at protein level). \\{ECO:0000269\\textbar{}PubMed:29799787\\}. \\\\\n", - "\t Q8K304 & Tmem129 & NA \\\\\n", - "\t P63318 & Prkcg Pkcc Pkcg Prkcc & TISSUE SPECIFICITY: Expressed in the cerebellum, cerebral cortex and hippocampus (at protein level). Highly expressed in Purkinje cells. \\{ECO:0000269\\textbar{}PubMed:17904530, ECO:0000269\\textbar{}PubMed:23185022\\}.\\\\\n", - "\t Q8K2G4 & Bbs7 Bbs2l1 & NA \\\\\n", - "\t Q2NKI4 & Prkcg Prkcc & NA \\\\\n", - "\t A0A1B0GSM3 & Arfip2 mCG\\_19713 & NA \\\\\n", - "\t Q3UN66 & Prkcg Prkcc mCG\\_18472 & NA \\\\\n", - "\\end{tabular}\n" - ], - "text/markdown": [ - "\n", - "A spec\\_tbl\\_df: 9 × 3\n", - "\n", - "| Entry <chr> | Gene names <chr> | Tissue specificity <chr> |\n", - "|---|---|---|\n", - "| Q8K221 | Arfip2 | NA |\n", - "| Q6GQU0 | NA | NA |\n", - "| Q7TPG8 | Tafa1 Fam19a1 | TISSUE SPECIFICITY: Expressed in the hippocampus and detected also in the cortex (at protein level). {ECO:0000269|PubMed:29799787}. |\n", - "| Q8K304 | Tmem129 | NA |\n", - "| P63318 | Prkcg Pkcc Pkcg Prkcc | TISSUE SPECIFICITY: Expressed in the cerebellum, cerebral cortex and hippocampus (at protein level). Highly expressed in Purkinje cells. {ECO:0000269|PubMed:17904530, ECO:0000269|PubMed:23185022}. |\n", - "| Q8K2G4 | Bbs7 Bbs2l1 | NA |\n", - "| Q2NKI4 | Prkcg Prkcc | NA |\n", - "| A0A1B0GSM3 | Arfip2 mCG_19713 | NA |\n", - "| Q3UN66 | Prkcg Prkcc mCG_18472 | NA |\n", - "\n" - ], - "text/plain": [ - " Entry Gene names \n", - "1 Q8K221 Arfip2 \n", - "2 Q6GQU0 NA \n", - "3 Q7TPG8 Tafa1 Fam19a1 \n", - "4 Q8K304 Tmem129 \n", - "5 P63318 Prkcg Pkcc Pkcg Prkcc\n", - "6 Q8K2G4 Bbs7 Bbs2l1 \n", - "7 Q2NKI4 Prkcg Prkcc \n", - "8 A0A1B0GSM3 Arfip2 mCG_19713 \n", - "9 Q3UN66 Prkcg Prkcc mCG_18472\n", - " Tissue specificity \n", - "1 NA \n", - "2 NA \n", - "3 TISSUE SPECIFICITY: Expressed in the hippocampus and detected also in the cortex (at protein level). {ECO:0000269|PubMed:29799787}. \n", - "4 NA \n", - "5 TISSUE SPECIFICITY: Expressed in the cerebellum, cerebral cortex and hippocampus (at protein level). Highly expressed in Purkinje cells. {ECO:0000269|PubMed:17904530, ECO:0000269|PubMed:23185022}.\n", - "6 NA \n", - "7 NA \n", - "8 NA \n", - "9 NA " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "httr::GET('https://www.uniprot.org/uniprot/', query = list(\n", - " columns = 'id,genes,comment(TISSUE SPECIFICITY)',\n", - " format = 'tab',\n", - " query = rowData(allen)$Uniprot[gms$cosine$ids[1:6]] %>% unlist() %>% paste(collapse = ' or ')\n", - ")) %>% httr::content(type = 'text/tab-separated-values', encoding = 'utf-8', )" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "R", - "language": "R", - "name": "ir" - }, - "language_info": { - "codemirror_mode": "r", - "file_extension": ".r", - "mimetype": "text/x-r-source", - "name": "R", - "pygments_lexer": "r", - "version": "3.6.1" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/vignettes/Gene-Relevance.ipynbmeta b/vignettes/Gene-Relevance.ipynbmeta deleted file mode 100644 index aec2d63..0000000 --- a/vignettes/Gene-Relevance.ipynbmeta +++ /dev/null @@ -1,4 +0,0 @@ -%\VignetteIndexEntry{detecting relevant genes with destiny 3} -%\VignetteEngine{nbconvertR::nbconvert_html} -%\VignetteTemplate{latex}{destiny-base.tplx} -%\VignettePreprocessors{latex}{destiny_processors.LatexTracPreprocessor} diff --git a/vignettes/Global-Sigma.Rmd b/vignettes/Global-Sigma.Rmd new file mode 100644 index 0000000..3d56e68 --- /dev/null +++ b/vignettes/Global-Sigma.Rmd @@ -0,0 +1,53 @@ +--- +title: The effects of a global vs. local kernel +output: rmarkdown::html_vignette +bibliography: bibliography.bib +vignette: > + %\VignetteIndexEntry{The effects of a global vs. local kernel} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +Gaussian kernel width `sigma` +============================= + +The other important parameter for `DiffusionMap` is the Gaussian kernel width `sigma` ($\sigma$) that determines the transition probability between data points. The default call of **destiny** – `DiffusionMap(data)` aka `DiffusionMap(data, 'local')`) – uses a local `sigma` per cell, derived from a local density estimate around each cell. + +Using the 1.0 default, `sigma = 'global'`, estimates sigma using a heuristic. It is also possible to specify this parameter manually to tweak the result. The eigenvector plot explained above will show a continuous decline instead of sharp drops if either the dataset is too big or the `sigma` is chosen too small. + +The sigma estimation algorithm is explained in detail in @haghverdi_diffusion_2015. In brief, it works by finding a maximum in the slope of the log-log plot of local density versus `sigma`. + +```{r} +library(destiny) +data(guo_norm) +``` + +Using find_sigmas +----------------- + +An efficient variant of that procedure is provided by `find_sigmas`. This function determines the optimal sigma for a subset of the given data and provides the default sigma for a `DiffusionMap` call. Due to a different starting point, the resulting sigma is different from above: + +```{r} +sigmas <- find_sigmas(guo_norm, verbose = FALSE) +optimal_sigma(sigmas) +``` + +The resulting diffusion map’s approximation depends on the chosen sigma. Note that the sigma estimation heuristic only finds local optima and even the global optimum of the heuristic might not be ideal for your data. + +```{r} +palette(cube_helix(6)) + +plots <- lapply( + list('local', 5, round(optimal_sigma(sigmas), 2), 100), + function(sigma) plot( + DiffusionMap(guo_norm, sigma), 1:2, + main = paste('σ =', sigma), + col_by = 'num_cells', draw_legend = FALSE)) + +do.call(gridExtra::grid.arrange, c(plots, ncol = 2)) +``` + +References +========== + +
diff --git a/vignettes/Global-Sigma.ipynb b/vignettes/Global-Sigma.ipynb deleted file mode 100644 index efbfb22..0000000 --- a/vignettes/Global-Sigma.ipynb +++ /dev/null @@ -1,132 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "options(repr.plot.width = 7, repr.plot.height = 6)\n", - "options(jupyter.plot_mimetypes = c('application/pdf', 'image/png'))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Gaussian kernel width `sigma`\n", - "=============================\n", - "\n", - "The other important parameter for `DiffusionMap` is the Gaussian kernel width `sigma` ($\\sigma$) that determines the transition probability between data points. The default call of **destiny** – `DiffusionMap(data)` aka `DiffusionMap(data, 'local')`) – uses a local `sigma` per cell, derived from a local density estimate around each cell.\n", - "\n", - "Using the 1.0 default, `sigma = 'global'`, estimates sigma using a heuristic. It is also possible to specify this parameter manually to tweak the result. The eigenvector plot explained above will show a continuous decline instead of sharp drops if either the dataset is too big or the `sigma` is chosen too small.\n", - "\n", - "The sigma estimation algorithm is explained in detail in Haghverdi et al. (2015). In brief, it works by finding a maximum in the slope of the log-log plot of local density versus `sigma`." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "library(destiny)\n", - "data(guo_norm)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Using find_sigmas\n", - "-----------------\n", - "\n", - "An efficient variant of that procedure is provided by `find_sigmas`. This function determines the optimal sigma for a subset of the given data and provides the default sigma for a `DiffusionMap` call. Due to a different starting point, the resulting sigma is different from above:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "10.8945955274194" - ], - "text/latex": [ - "10.8945955274194" - ], - "text/markdown": [ - "10.8945955274194" - ], - "text/plain": [ - "[1] 10.8946" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sigmas <- find_sigmas(guo_norm, verbose = FALSE)\n", - "optimal_sigma(sigmas)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The resulting diffusion map’s approximation depends on the chosen sigma. Note that the sigma estimation heuristic only finds local optima and even the global optimum of the heuristic might not be ideal for your data." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "application/pdf": 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RvQKxoBRftDNFtgT48q8JxM8/OteIKO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\nZWYKNjc1ODAKJSVFT0YK", 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ff178svvxTCm3bf3NQOHLiteGn9+k4x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\nnS8JnHNOM8J/++13hFTu2fM9STvvvKZO9wkAAMwGtg4AMRB2/iQQCPz+r+L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- }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "palette(cube_helix(6))\n", - "\n", - "plots <- lapply(\n", - " list('local', 5, round(optimal_sigma(sigmas), 2), 100),\n", - " function(sigma) plot(\n", - " DiffusionMap(guo_norm, sigma), 1:2,\n", - " main = paste('σ =', sigma),\n", - " col_by = 'num_cells', draw_legend = FALSE))\n", - "\n", - "do.call(gridExtra::grid.arrange, c(plots, ncol = 2))" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "R", - "language": "R", - "name": "ir" - }, - "language_info": { - "codemirror_mode": "r", - "file_extension": ".r", - "mimetype": "text/x-r-source", - "name": "R", - "pygments_lexer": "r", - "version": "3.5.0" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/vignettes/Global-Sigma.ipynbmeta b/vignettes/Global-Sigma.ipynbmeta deleted file mode 100644 index 635c917..0000000 --- a/vignettes/Global-Sigma.ipynbmeta +++ /dev/null @@ -1,4 +0,0 @@ -%\VignetteIndexEntry{The effects of a global vs. local kernel} -%\VignetteEngine{nbconvertR::nbconvert_html} -%\VignetteTemplate{latex}{destiny-bib.tplx} -%\VignettePreprocessors{latex}{destiny_processors.LatexTracPreprocessor} diff --git a/vignettes/destiny-base.tplx b/vignettes/destiny-base.tplx deleted file mode 100644 index 0c36743..0000000 --- a/vignettes/destiny-base.tplx +++ /dev/null @@ -1,109 +0,0 @@ -% !TEX TS-program = xelatex -((* extends 'latex/index.tex.j2' -*)) - -((* block packages *)) - \PassOptionsToPackage{svgnames}{xcolor} - %\PassOptionsToPackage{inline,shortlabels}{enumitem} - ((( super() ))) - % load inputenc if not already loaded - % LaTeX 2018+ should have loaded this by default - % nbconvert <5.6 should have loaded utf8x - %\makeatletter - %\usepackage[utf8]{inputenc} - %\makeatother - \usepackage{authblk} - %\usepackage{csquotes} - %\usepackage{textcomp} - %\usepackage{etoolbox} - %\usepackage{parskip} - \usepackage{newunicodechar} - \newunicodechar{σ}{\ensuremath{\sigma}} - \newunicodechar{⋮}{\vdots} - - \usepackage[default]{sourcesanspro} - \usepackage{sourcecodepro} - - \usepackage{sfmath} -((* endblock packages *)) - -((* block definitions *)) - ((( super() ))) - - \setcounter{secnumdepth}{1} - \setcounter{tocdepth}{2} - - \renewenvironment{quote} - {\list{}{\rightmargin\leftmargin}\item“\ignorespaces} - {\unskip”\endlist} - - \makeatletter - % patch the patch by authblk so that the author block is flush left - \def\maketitle{{% - \renewenvironment{tabular}[2][] - {\begin{flushleft}} - {\end{flushleft}} - \AB@maketitle}} - \makeatother -((* endblock definitions *)) - -((* block commands *)) - ((( super() ))) - - \hypersetup{ - urlcolor=DarkOrange, - linkcolor=DarkOrange, - citecolor=DarkOrange, - } - - \setlist[enumerate,1]{label=\textcircled{\scriptsize\arabic*}, itemjoin=\quad} - \setlist[description,1]{style=standard} -((* endblock commands *)) - -((* block title *)) -\title{ - \fontsize{1.5cm}{1em}\fontseries{el}\selectfont - ((( resources.metadata.name | ascii_only | escape_latex ))) -} -((* endblock title *)) -((* block date *))\date{\today}((* endblock date *)) - -((* block abstract *)) - \tableofcontents -((* endblock abstract *)) - -((*- block any_cell -*)) -((*- if not cell.metadata.hidden -*)) -((( super() ))) -((*- endif -*)) -((*- endblock any_cell -*)) - -((* block input *)) -((*- if not cell.metadata.hide_input -*)) - ((( super() ))) -((*- endif -*)) -((* endblock input *)) - -((*- block execute_result -*)) -((*- if not cell.metadata.hide_output -*)) - ((*- for type in output.data | filter_data_type -*)) - \begin{minipage}[t]{1.8cm} - \vspace{0pt} - \texttt{\color{outcolor}Out[{\color{outcolor}((( cell.execution_count )))}]:} - \end{minipage} - \begin{minipage}[t]{\dimexpr\linewidth-2cm\relax} - \vspace{0pt} - ((*- block data_priority -*)) - ((( super() ))) - ((*- endblock -*)) - \end{minipage} - ((*- endfor -*)) - \\[1em] -((*- endif -*)) -((*- endblock execute_result -*)) - -((*- block figure -*)) - \begin{center} - \adjustimage{max size={0.6\linewidth}{0.9\paperheight}}{((( filename )))} - \end{center} - { \hspace*{\fill} \\} -((*- endblock figure -*)) diff --git a/vignettes/destiny-bib.tplx b/vignettes/destiny-bib.tplx deleted file mode 100644 index 2755a22..0000000 --- a/vignettes/destiny-bib.tplx +++ /dev/null @@ -1,11 +0,0 @@ -((*- extends 'destiny-base.tplx' -*)) - -((* block packages *)) - ((( super() ))) - \usepackage[authoryear,round]{natbib} -((* endblock packages *)) - -((* block bibliography *)) - \bibliographystyle{plainnat} - \bibliography{bibliography} -((* endblock bibliography *)) diff --git a/vignettes/destiny.tplx b/vignettes/destiny.tplx deleted file mode 100644 index 8648d6b..0000000 --- a/vignettes/destiny.tplx +++ /dev/null @@ -1,50 +0,0 @@ -((*- extends 'destiny-bib.tplx' -*)) - -((* block author *)) - \PrerenderUnicode{ü} - - \author[1]{Philipp Angerer} - \author[1]{Laleh Haghverdi} - \author[1]{Maren Büttner} - \author[1,2]{\authorcr Fabian J. Theis} - \author[1,$\ast$]{Carsten Marr} - \author[1,3,$\ast$]{Florian Buettner} - - \affil[1]{ - Helmholtz Zentrum München - German Research Center for Environmental Health,\authorcr - Institute of Computational Biology,\authorcr - Ingolstädter Landstr. 1, 85764 Neuherberg Germany} - \affil[2]{ - Technische Universität München, Center for Mathematics,\authorcr - Chair of Mathematical Modeling of Biological Systems,\authorcr - Boltzmannstraße 3, 85748 Garching, Germany - } - \affil[$\ast$]{Corresponding author} -((* endblock author *)) - -((* block abstract *)) -% \begin{center} -% \href{mailto:philipp.angerer@helmholtz-muenchen.de}{\nolinkurl{philipp.angerer@helmholtz-muenchen.de}}\\% -% \href{mailto:carsten.marr@helmholtz-muenchen.de}{\nolinkurl{carsten.marr@helmholtz-muenchen.de}}\\% -% \href{mailto:fbuettner.phys@gmail.com}{\nolinkurl{fbuettner.phys@gmail.com}}% -% \end{center} - \footnotetext[3]{\textbf{Current Address:} - The European Bioinformatics Institute (EMBL-EBI), - Wellcome Genome Campus, - CB10 1SD, Hinxton, Cambridge, UK} - -((* for cell in nb.cells -*)) -((*- if cell.metadata.get('name', '') == 'introduction' *)) - \section*{Introduction} - ((( cell.source | citation2latex | strip_files_prefix | markdown2latex ))) -((* endif -*)) -((*- endfor *)) - -((( super() ))) -((* endblock abstract *)) - -((*- block any_cell -*)) -((*- if cell.metadata.get('name', '') != 'introduction' -*)) -((( super() ))) -((*- endif -*)) -((*- endblock any_cell -*)) diff --git a/vignettes/destiny_processors.py b/vignettes/destiny_processors.py deleted file mode 100644 index aa73cf9..0000000 --- a/vignettes/destiny_processors.py +++ /dev/null @@ -1,7 +0,0 @@ -from nbconvert.preprocessors.base import Preprocessor -from pygments.formatters import LatexFormatter - -class LatexTracPreprocessor(Preprocessor): - def preprocess(self, nb, resources): - resources['latex']['pygments_definitions'] = LatexFormatter(style='trac').get_style_defs() - return nb, resources diff --git a/vignettes/tidyverse.Rmd b/vignettes/tidyverse.Rmd new file mode 100644 index 0000000..4092284 --- /dev/null +++ b/vignettes/tidyverse.Rmd @@ -0,0 +1,100 @@ +--- +title: tidyverse and ggplot integration with destiny +output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{tidyverse and ggplot integration with destiny} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +Interaction with the tidyverse and ggplot2 +========================================== + +The [tidyverse](https://www.tidyverse.org/), [ggplot2](http://ggplot2.tidyverse.org/), and destiny are a great fit! + +```{r} +suppressPackageStartupMessages({ + library(destiny) + library(tidyverse) + library(forcats) # not in the default tidyverse loadout +}) +``` + +ggplot has a peculiar method to set default scales: You just have to define certain variables. + +```{r} +scale_colour_continuous <- scale_color_viridis_c +``` + +When working mainly with dimension reductions, I suggest to hide the (useless) ticks: + +```{r} +theme_set(theme_gray() + theme( + axis.ticks = element_blank(), + axis.text = element_blank())) +``` + +Let’s load our dataset + +```{r} +data(guo_norm) +``` + +Of course you could use [tidyr](http://tidyr.tidyverse.org/)::[gather()](https://rdrr.io/cran/tidyr/man/gather.html) to tidy or transform the data now, but the data is already in the right form for destiny, and [R for Data Science](http://r4ds.had.co.nz/tidy-data.html) is a better resource for it than this vignette. The long form of a single cell `ExpressionSet` would look like: + +```{r} +guo_norm %>% + as('data.frame') %>% + gather(Gene, Expression, one_of(featureNames(guo_norm))) +``` + +But destiny doesn’t use long form data as input, since all single cell data has always a more compact structure of genes×cells, with a certain number of per-sample covariates (The structure of `ExpressionSet`). + +```{r} +dm <- DiffusionMap(guo_norm) +``` + +`names(dm)` shows what names can be used in `dm$`, `as.data.frame(dm)$`, or `ggplot(dm, aes())`: + +```{r} +names(dm) # namely: Diffusion Components, Genes, and Covariates +``` + +Due to the `fortify` method (which here just means `as.data.frame`) being defined on `DiffusionMap` objects, `ggplot` directly accepts `DiffusionMap` objects: + +```{r} +ggplot(dm, aes(DC1, DC2, colour = Klf2)) + + geom_point() +``` + +When you want to use a Diffusion Map in a dplyr pipeline, you need to call `fortify`/`as.data.frame` directly: + +```{r} +fortify(dm) %>% + mutate( + EmbryoState = factor(num_cells) %>% + lvls_revalue(paste(levels(.), 'cell state')) + ) %>% ggplot(aes(DC1, DC2, colour = EmbryoState)) + + geom_point() +``` + +The Diffusion Components of a converted Diffusion Map, similar to the genes in the input `ExpressionSet`, are individual variables instead of two columns in a long-form data frame, but sometimes it can be useful to “tidy” them: + +```{r} +fortify(dm) %>% + gather(DC, OtherDC, num_range('DC', 2:5)) %>% + ggplot(aes(DC1, OtherDC, colour = factor(num_cells))) + + geom_point() + + facet_wrap(~ DC) +``` + +Another tip: To reduce overplotting, use `sample_frac(., 1.0, replace = FALSE)` (the default) in a pipeline. + +Adding a constant `alpha` improves this even more, and also helps you see density: + +```{r} +fortify(dm) %>% + sample_frac() %>% + ggplot(aes(DC1, DC2, colour = factor(num_cells))) + + geom_point(alpha = .3) +``` diff --git a/vignettes/tidyverse.ipynb b/vignettes/tidyverse.ipynb deleted file mode 100644 index bc585e8..0000000 --- a/vignettes/tidyverse.ipynb +++ /dev/null @@ -1,611 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "options(\n", - " repr.matrix.max.rows = 10, # smaller matrix output\n", - " repr.plot.res = 70, # smaller plots\n", - " repr.plot.height = 6, # leave room for the legend\n", - " jupyter.plot_mimetypes = # pretty plots in vignette\n", - " c('application/pdf', 'image/png'))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Interaction with the tidyverse and ggplot2\n", - "\n", - "The [tidyverse](https://www.tidyverse.org/), [ggplot2](http://ggplot2.tidyverse.org/), and destiny are a great fit!" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "suppressPackageStartupMessages({\n", - " library(destiny)\n", - " library(tidyverse)\n", - " library(forcats) # not in the default tidyverse loadout\n", - "})" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "ggplot has a peculiar method to set default scales: You just have to define certain variables." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "scale_colour_continuous <- scale_color_viridis_c" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When working mainly with dimension reductions, I suggest to hide the (useless) ticks:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "theme_set(theme_gray() + theme(\n", - " axis.ticks = element_blank(),\n", - " axis.text = element_blank()))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let’s load our dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "data(guo_norm)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Of course you could use [tidyr](http://tidyr.tidyverse.org/)::[gather()](https://rdrr.io/cran/tidyr/man/gather.html) to tidy or transform the data now, but the data is already in the right form for destiny, and [R for Data Science](http://r4ds.had.co.nz/tidy-data.html) is a better resource for it than this vignette. The long form of a single cell `ExpressionSet` would look like:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\n", - "
Cellnum_cellsGeneExpression
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2C 1.22 Actb -0.435
2C 2.12 Actb 0.460
2C 2.22 Actb 0.610
2C 3.12 Actb 1.970
64C 7.1064 Tspan8 3.220
64C 7.1164 Tspan8 3.415
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\n" - ], - "text/latex": [ - "\\begin{tabular}{r|llll}\n", - " Cell & num\\_cells & Gene & Expression\\\\\n", - "\\hline\n", - "\t 2C 1.1 & 2 & Actb & -0.575\\\\\n", - "\t 2C 1.2 & 2 & Actb & -0.435\\\\\n", - "\t 2C 2.1 & 2 & Actb & 0.460\\\\\n", - "\t 2C 2.2 & 2 & Actb & 0.610\\\\\n", - "\t 2C 3.1 & 2 & Actb & 1.970\\\\\n", - "\t ⋮ & ⋮ & ⋮ & ⋮\\\\\n", - "\t 64C 7.10 & 64 & Tspan8 & 3.220 \\\\\n", - "\t 64C 7.11 & 64 & Tspan8 & 3.415 \\\\\n", - "\t 64C 7.12 & 64 & Tspan8 & 4.540 \\\\\n", - "\t 64C 7.13 & 64 & Tspan8 & 5.315 \\\\\n", - "\t 64C 7.14 & 64 & Tspan8 & 2.865 \\\\\n", - "\\end{tabular}\n" - ], - "text/markdown": [ - "\n", - "Cell | num_cells | Gene | Expression | \n", - "|---|---|---|---|---|---|---|---|---|---|---|\n", - "| 2C 1.1 | 2 | Actb | -0.575 | \n", - "| 2C 1.2 | 2 | Actb | -0.435 | \n", - "| 2C 2.1 | 2 | Actb | 0.460 | \n", - "| 2C 2.2 | 2 | Actb | 0.610 | \n", - "| 2C 3.1 | 2 | Actb | 1.970 | \n", - "| ⋮ | ⋮ | ⋮ | ⋮ | \n", - "| 64C 7.10 | 64 | Tspan8 | 3.220 | \n", - "| 64C 7.11 | 64 | Tspan8 | 3.415 | \n", - "| 64C 7.12 | 64 | Tspan8 | 4.540 | \n", - "| 64C 7.13 | 64 | Tspan8 | 5.315 | \n", - "| 64C 7.14 | 64 | Tspan8 | 2.865 | \n", - "\n", - "\n" - ], - "text/plain": [ - " Cell num_cells Gene Expression\n", - "1 2C 1.1 2 Actb -0.575 \n", - "2 2C 1.2 2 Actb -0.435 \n", - "3 2C 2.1 2 Actb 0.460 \n", - "4 2C 2.2 2 Actb 0.610 \n", - "5 2C 3.1 2 Actb 1.970 \n", - "⋮ ⋮ ⋮ ⋮ ⋮ \n", - "20540 64C 7.10 64 Tspan8 3.220 \n", - "20541 64C 7.11 64 Tspan8 3.415 \n", - "20542 64C 7.12 64 Tspan8 4.540 \n", - "20543 64C 7.13 64 Tspan8 5.315 \n", - "20544 64C 7.14 64 Tspan8 2.865 " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "guo_norm %>%\n", - " as('data.frame') %>%\n", - " gather(Gene, Expression, one_of(featureNames(guo_norm)))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "But destiny doesn’t use long form data as input, since all single cell data has always a more compact structure of genes×cells, with a certain number of per-sample covariates (The structure of `ExpressionSet`)." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "dm <- DiffusionMap(guo_norm)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`names(dm)` shows what names can be used in `dm$`, `as.data.frame(dm)$`, or `ggplot(dm, aes())`:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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'num_cells'\n", - "\n", - "\n" - ], - "text/plain": [ - " [1] \"DC1\" \"DC2\" \"DC3\" \"DC4\" \"DC5\" \"DC6\" \n", - " [7] \"DC7\" \"DC8\" \"DC9\" \"DC10\" \"DC11\" \"DC12\" \n", - "[13] \"DC13\" \"DC14\" \"DC15\" \"DC16\" \"DC17\" \"DC18\" \n", - "[19] \"DC19\" \"DC20\" \"Actb\" \"Ahcy\" \"Aqp3\" \"Atp12a\" \n", - "[25] \"Bmp4\" \"Cdx2\" \"Creb312\" \"Cebpa\" \"Dab2\" \"DppaI\" \n", - "[31] \"Eomes\" \"Esrrb\" \"Fgf4\" \"Fgfr2\" \"Fn1\" \"Gapdh\" \n", - "[37] \"Gata3\" \"Gata4\" \"Gata6\" \"Grhl1\" \"Grhl2\" \"Hand1\" \n", - "[43] \"Hnf4a\" \"Id2\" \"Klf2\" \"Klf4\" \"Klf5\" \"Krt8\" \n", - "[49] \"Lcp1\" \"Mbnl3\" \"Msc\" \"Msx2\" \"Nanog\" \"Pdgfa\" \n", - "[55] \"Pdgfra\" \"Pecam1\" \"Pou5f1\" \"Runx1\" \"Sox2\" \"Sall4\" \n", - "[61] \"Sox17\" \"Snail\" \"Sox13\" \"Tcfap2a\" \"Tcfap2c\" \"Tcf23\" \n", - "[67] \"Utf1\" \"Tspan8\" \"Cell\" \"num_cells\"" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "names(dm) # namely: Diffusion Components, Genes, and Covariates" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Due to the `fortify` method (which here just means `as.data.frame`) being defined on `DiffusionMap` objects, `ggplot` directly accepts `DiffusionMap` objects:" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/pdf": 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2Hf+CAz4IpY6aBNRcT9xoddXbSavdgd3Xwoqw3WmBgJB52xvjBi4v0wEt6cr1Cr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\nIDE0IDAgUgo+PgpzdGFydHhyZWYKMjE3MTIKJSVFT0YK", - "image/png": 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1890br7Ab8HdgOUbLgjYeJDPzZD49E3VkwcHx7oN27xX/bWDHxCM2HrGyHr+bnL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\n" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ggplot(dm, aes(DC1, DC2, colour = Klf2)) +\n", - " geom_point()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When you want to use a Diffusion Map in a dplyr pipeline, you need to call `fortify`/`as.data.frame` directly:" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/pdf": 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ObNiEEsTmLvdPEArf0ne6qChMxkrjNneLtwNlB5h5O5zsgMWETy3BlVEbGLfPIh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JC7pKSk/gJhYWENlvEIXKr4xuBSxe4wieKDWXk7tVUA8GZU+H9Cg10uVfx1afn+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- }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fortify(dm) %>%\n", - " mutate(\n", - " EmbryoState = factor(num_cells) %>%\n", - " lvls_revalue(paste(levels(.), 'cell state'))\n", - " ) %>% ggplot(aes(DC1, DC2, colour = EmbryoState)) +\n", - " geom_point()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The Diffusion Components of a converted Diffusion Map, similar to the genes in the input `ExpressionSet`, are individual variables instead of two columns in a long-form data frame, but sometimes it can be useful to “tidy” them:" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/pdf": 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LV5NYJXBO3Dcn0B7r2aw11TGF/XqEHcTjDLhhi7ti9w1HBsJTBPS4oNEw/Q2z+x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M8hPTPnhI1RlDoojhBG6lQ6Qi4ipy9U4O7o+GPvRCJWMa7VmZ9zh/wZQoYnxj1ilc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\nMDAwNTg2MDAgMDAwMDAgbiAKMDAwMDA2ODQ5MyAwMDAwMCBuIAowMDAwM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NIt2OE82PhZos1O1D3JUXkTl5k/8dmy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\nlO9uDf+LzG2XAWDkMefJDcvlDQJ1s/4HXs9ARrc/dLYJt00Nv+g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r1bd/UZcI4xAEQcKy54/rd629ZM/G63atu0SV7ZFsQg+++cDbh9hY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FjJ4TJW2yIt+4g3Drkg4qxjWZAI/1iqYi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\nQkgqFza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- }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fortify(dm) %>%\n", - " gather(DC, OtherDC, num_range('DC', 2:5)) %>%\n", - " ggplot(aes(DC1, OtherDC, colour = factor(num_cells))) +\n", - " geom_point() +\n", - " facet_wrap(~ DC)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Another tip: To reduce overplotting, use `sample_frac(., 1.0, replace = FALSE)` (the default) in a pipeline.\n", - "\n", - "Adding a constant `alpha` improves this even more, and also helps you see density:" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/pdf": 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R2cCo7ontJUZcRe94Xa+Xcas/sVQ+E/5EZgSzrTi12ZkcUsEEHFlaiDMj4pIVte\nvNZV3mOT2P2EPWHMee2xkSEcKOPWa3gisVaGQ9Jo3EKOThWzKFxTpbVI3IfyK4XHbjRmf3+1\n0JmBIz5WMi14YG+uOUrhWg85OhXcLtKmyKQFO+VH+6s7rTiqdw5PYZt/hYfLhqXrJC7lGLZQ\nRqdK5J+J+cNg0oRO93Gt89uMOD2lG1iiAy/iwIQTI/oWH/9Bs/0+kQ5OlYDjAzWATRuxV37h\njO5Wa87rtkzaALmz8LHCSKsLuFbn9hvuLIBMmPxZRKwLYsxMhcdF5LxyyyNmHfj8JulP3w7W\n0b4wI5On4UHDoegWD9bRXpj8JUDCMRIQigqPTeTA5/eIPRcqXAdJo+34aBvueQyGUvzdBsnY\nZBiJozj4UVGBTvGl0tb3GHLk5UJSeYdYrmhuJWGkyzqcRshB2mKRSMbAcdKyJ1xV4bGJHHm5\nHjDnwFMxMFyyhwuole55xgxcQgfMdPEb7jWVWJn8fqMDZ1XwicrwAy/F7bYczDPxNeZ7h1Bb\n6etVmL5n29+h49zloY5PxjR09rPrb1HpsYkczDIPWHNYJR6FGbp+tDjwwiwssYmzLKQOeDha\nFDgJqQiHioFF3MGxRqbvHVnebcppLEmkT5rVj1kTzoi+s+CLWYuqr6EOT0Y0LIAcqrpPZKNP\nI0luteZ0/Sc5N/IEA6DUZH5apVWgQzowVSJKxRUkc5X/Xo07Xe/9h/766XMxa13rTue2QgSu\nfVjg7wvsdKZSomH353Yo4g6W8adPxs327J4khJaBXjjU0dT8wkTpdtJP0qVhg3vLzhdGGuN1\n80qDg30tF/D9HOEJYw5zpBAikb/mGp1sRJRoZBxMjFsYLDhZiOZnaSUY2cQdDDVOej9D6k5D\n9qMZ80IZaeLIFl9oSGEW6QGO9WD4hkUiGdOwp/Y8TysVHpvIfjTjI+bs+15m2XMi+YppxYVY\nWFF9HrSajoOjFktXginpKKdexB208fvul5sNOeotgbRgHIm2DFOuzMJsX8Rc52/8FywSyZiG\nh6LS78FUeGwiR70lHjDnMDuVx+f57ZwnSwglM7yWpZeET0xuGywSyZiGFk+M11UVHheRw/zU\n+805z3uKLNGGU815lKabxuQrPqHYmySfb7FIJGMaBgWyAo+p8LiInOc9PWLW/rcqbzUZxNUH\ndjR+r5jI5A8UN2PY1waLRDIGa3EJ/6kqPDaR/U/WM/YcxDL2rwUbiRBfkT7pysxy5Mll9Dcs\nEskYicXlC1BUeGwiB/GMj9izX9dlYCg7e/3RjVaIyB1+Xjwh5mIDZXgygiUx8E0p4g7a+P26\nLjcbsn/6Bk9GK656qWJQGNb5+OmD1Or1UMcnYxoe/WGPX1V6bCL7x29PWHO6n5yYccWDmcAs\nGyVwNBPmvEFTJ/wn1OHJCGYhoW9M0eegjT/dYd5sz2m3OpRFROxA3+o5cmUCj47hYWbA5Qa3\nejqsTMNcJZwfFxUeF5HTbnXPmHXgA8W+ZaBfdVa/ozKLdhsfOnb23WCVSMY0jNNAc+Cq1GMT\nOfCDPmLP7joxz+ITfGZwuQ/2qRAm8hwQGVc4Md9ikUjGiMtaahOaCo9NZHed+Iw5R12CEDI5\nRb7T70rMWqpIwhA8lOHJiKabAt/qIu6gjT9qD3SnHQcrnfyxZ4Ct1LZSPElqOGpQxmXYYh2f\njJEYXqT+mcJPZMMPVji32rH/9mg7lIiaOJKEZcwo7U+6kZPbFotEMgaPq9aXLio8NpH9t+cR\nc06/5JIcxONynooZgdN37EQmyRx3UIcnIxoev+f3tehzcKrHc8df8pvt2a8KMDP+hnUA6cAv\nxMKDibzrx4n5Bo7aLkYJKTPYj1XcQRu/XxjgZkOOIs+R3IqY9Rg7DfUWJqL9LxwgiPDeQBmf\njGkkGBNnQqbA4yJyFHd+uzGHfc+XIDGQ86Bb3kXmevbnalnQawMHDVFRpmE5PQSxFHkHh1WE\nzW7381stOZtfllEaAg4s4PUuWKJz8ipqbJctlNGpEj0DCE24Z3Lbh+bzmeU+S849W8NrQpXj\nSb5o7xUjXzXUzGZa8AaLRDIGJToHLpiqCo9N5Nyz9YhZ57Ge0qs3a5bit4Z7HgyjBjSinzxs\ntfyt4siSik2RFuyUX4n1vNGYC72JteUOXs13wfJuSmFfj2RsMoy2KVNjkkRO7aWuxHeYcaWn\nN4NJA1dP70qMWEAjvTNskQxOlcCPLE0VJvbKr/X2vs+ak3o+ocTtvFfMxHZtrJEzfsNDiWAZ\npTqeRe9UFR4Pq4iAg5o+t9tzdBIz6UHHIIvywuQvJBbh7UgP/BaLRDJGinOyR1xR4bGJHJ3E\nPGDOQbzRQvcxlkSofvOuTL7UiKUMIbKL2QarRDKm4TkqikdXpR6byEHQ0SP27K+IRyyG8qpb\nvWmFGLRrF8K6PkGnPjEj8o8xV8REBXvVRwvh+2y4UO17mMQR3bIyeyF63oQ8bcVx3EIZnoxg\nD20cnJm4g2X8hWrft9pz4OcUCZQqGaQCcGGWF454kMGJ3/ZQxidjGgZ7SwsjU+CxiRx4OR+w\n5jAOFp7UHqUMxV9kTF4t4eQGkaWIbNpglUjGIPY0MlChKvV4PguheMiegzm45YEVHF5z7DUy\niszUSxRPP9J1usEqkYwRjxoybKpSj03kYA5+xJ6D6xPp32BZpFH6JBsTuQwIoWNvmS0WiWRM\nw5YidCsVFR6byMH1ecSefT9WS28GO3OxYIwR6PQ1dTzbCluow5MR0vgrjlWfgzZ+3491syEX\ncuBxqs50zFE7opFAcufEFmhdv4U6PBlBexCzUfQ5OF0MLLnbnsPqWGhU3OH7FxfNPCKTZzyW\nqwhyOLPBKpGMwSpLj4KKUo9N5LA61gP2XIg3hyCOPaWqvxE9u96OPaMHHdLBqRLaBbdokza4\nTvmlePMbrdnfT0VpxYSs1ZkOksLMEpmCuOT5GxaJZEzDQwwJHTMVHpvI/n7qEXMuzDy9OEFk\nk2d44JYuShiHQ53u1RTnWY5FC1RUoFN8acq5x5BT3018TaichC7rkVkCRizs/ostSP8FyvBk\nBE99+lilP5GNPvXd3GrNlXmGFX07vqPvSgSukfDuTl+gDE9GMF8Aja9M3MEy/spMc6c9V2qk\nzppHpcUTCzNJsUT4VZdvOFrxRGEaBswzkr6o8NhErtRIfcCsC17SWftlj63Wo5fMo55BmCix\nNG6hDk9GYE9cdU1e7SX/6C12nD890l8cK+peUiwKIyulwBXBNywSyZiGSWtYi1YVHpvI+dPz\niFlHlS+R39rh3JCulEIs9J0sUfoPeTipa0SJBsVHsXot4g5OK9fOXvnLWw05jF0TL8DESLl3\nZcZWEzs7OhI3WCWSMQ091TNb05hSj03kMHbtAXv2r0/+OmIiR3FR7USoDIpYILceNdSnDbTx\nyZiGhWVQ4biq9NhE9q/OE9Yc1tdFQ1duNjQGXJmoZbh6ravpsUokY3RHw5hvU+rxfB6T/og9\n+7uIkfNTN5by2YXRctkoXDB8w6V8tjANE05YLruo8NiV8/6yi3jEnP1Th5aJsdh/xEEKUhoz\nskpFv4yszbDFIpGMkTBMhBVWFR6byP4BxCPmHNY6R8w26ylGWXcZM7JcDo4HZzaw8lgkkjGN\nVFRkyyJT4bGJHNY8f8CefX9gZJwXA+LoTCnERFc9+tX3X6AMT0awRaM0ohHpT2Sj972Bt5px\nXBmfiVaLeQiMmTtO5zxMxmG7xyqRjGl4A+kRKEo9XqrD4qBC/v32HPoCkfqASVz6qVRGg1aC\n5E5scdQWKcpIfVd29SoqPI61y8u+L/ABe053Eb2cqffoOtXOGtxLZmjL/M6diccqkYzJty0v\nxwfkLBelHpvI6S7iGbOu9P+TAOfF0nGNQTmMIE8ociQ2WCWSMQ3tk7p6c4ma/sQmcqX/3wNm\nHe4wWI8/StfT94qJ7NKI9ToL/G+wSCRjsKJvechUVXhsIoc7jAfsOcpc7LVYex8lX1DwRM/a\n1LIY8gZydKq4l+LKRZrYKT9OW7zPir01IXt8tNqYiIdHhel6bmy7eWJd3w1WiWRMQ1vhDqhK\nPV7qkdbXNeFD5uzXZxjpikRji54l3AvRM7hw7sUn66EMT0Y0cAvA7abiDtbx+/UZbjbkYG7p\n6PpBDMM0yLtszPAKUdrFsKj4BotEMkYqfiH1oKjwuIgczC2P2LO/7hkCE0WQYN5LPZrCRHGF\nBOmpuMUikYyRLHZWZzENDprA/qrnCWvOo9jzahKJxlPLj+B7xbD7TEAU9PwFyvhkjBS2Z1Nc\nU+BxETmPYX/AqIPaDB0rCcK5KAW3jZgkOjGvUbEj9lCGJyOanzzV4SeLuIM2/qAow72G7NeE\nnLUGU8fiVu8VMzDct1+ilnXyWCSSMQ2Dg7ouVBUeF5H9mpCPmLPvZWfgPxyIkiEoGC5JFN5E\nV8XeIRubCtbYaFMlwdOfio/c63dZcFB7K0j4behtFV6YQVbdQXz7W9zbKlyYRooP9n1V4XER\nOSjB9Yg9F2JtYy8RGmh+966EdL9D1/buC5ThyQieUXdzlf5ENvpCpO2N1uy+P6z0q7UvAmMT\nK7PwvLBrdb7fYJFIxjTM56ITt6jw2ER236aH7Dl4txZG8nbIFdX6Bsp0MjlJcYIN1PFJiYY/\nioOgqtHjZVUOcefFut+Y/Zl3ouuVqUdYlxtG9lEYUSBv1MrzayijU8WjlAcu2oid8qPZ904r\n9r/RC+doFvuSOslGTMzYh7ceX/stpkAyQg475KtpGjxWif0P9P22nM68s5bbya+fpWMTT4yV\nw/Zk/gI5OlWM8rZoV2TSxE75hYn3TmP2z+ukb4cskng+ZsQoPa0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2xSKRjGm4O0aHl6LC4yJyvmp+xKwr9SdRgRqRvNKgtzIzG/JivpfY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VtSvcWw6uPp8+3EGtNZxMPB/s7vIjXj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\nIqKWxPgmImpJ/x+RzgK15howyAAAAABJRU5ErkJggg==" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fortify(dm) %>%\n", - " sample_frac() %>%\n", - " ggplot(aes(DC1, DC2, colour = factor(num_cells))) +\n", - " geom_point(alpha = .3)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "R", - "language": "R", - "name": "ir" - }, - "language_info": { - "codemirror_mode": "r", - "file_extension": ".r", - "mimetype": "text/x-r-source", - "name": "R", - "pygments_lexer": "r", - "version": "3.5.0" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/vignettes/tidyverse.ipynbmeta b/vignettes/tidyverse.ipynbmeta deleted file mode 100644 index e998664..0000000 --- a/vignettes/tidyverse.ipynbmeta +++ /dev/null @@ -1,4 +0,0 @@ -%\VignetteIndexEntry{tidyverse and ggplot integration with destiny} -%\VignetteEngine{nbconvertR::nbconvert_html} -%\VignetteTemplate{latex}{destiny-base.tplx} -%\VignettePreprocessors{latex}{destiny_processors.LatexTracPreprocessor}