{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Import packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "library(cisTopic)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1] ‘0.2.1’" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "packageVersion(\"cisTopic\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "set.seed(2019)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "load(file = '../../run_methods/cisTopic/cisTopic_cusanovich2018subset.RData')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cluster cells" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading required package: fastcluster\n", "\n", "Attaching package: ‘fastcluster’\n", "\n", "The following object is masked from ‘package:stats’:\n", "\n", " hclust\n", "\n", "Loading required package: ComplexHeatmap\n", "Loading required package: grid\n", "========================================\n", "ComplexHeatmap version 1.18.1\n", "Bioconductor page: http://bioconductor.org/packages/ComplexHeatmap/\n", "Github page: https://github.com/jokergoo/ComplexHeatmap\n", "Documentation: http://bioconductor.org/packages/ComplexHeatmap/\n", "\n", "If you use it in published research, please cite:\n", "Gu, Z. Complex heatmaps reveal patterns and correlations in multidimensional \n", " genomic data. Bioinformatics 2016.\n", "========================================\n", "\n" ] }, { "data": { "image/png": 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OUJyrC+XTcsDzup6XS4DnoYwFnge5BLScLjBNJtE1TMPq9hktCwyj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\nAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cellTopicHeatmap(cisTopicObject, method='Probability', colorBy=c('label'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Drilling down into the code, we can extract the clustering (https://github.com/aertslab/cisTopic/blob/master/R/PlotCells.R)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "topic.mat <- modelMatSelection(cisTopicObject, 'cell', 'Probability')\n", "rownames(topic.mat) <- paste('Topic', seq(1,nrow(topic.mat)))\n", "colnames(topic.mat) <- cisTopicObject@cell.names" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "cl.cells <- fastcluster::hclust.vector(t(topic.mat), method=\"ward\", metric=\"euclidean\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "nClusters = length(levels(as.factor(metadata$label)))\n", "df_pre = data.frame('cisTopic'=cutree(cl.cells,nClusters))\n", "df_pre$ord = 1:nrow(df_pre)\n", "df_pre = df_pre[as.character(rownames(metadata)),]\n", "df_out = data.frame('cisTopic'=df_pre[,'cisTopic'])\n", "rownames(df_out) = rownames(df_pre)\n", "write.table(df_out,file=\"clusteringSolution.tsv\", quote=FALSE, sep='\\t', col.names = NA)" ] } ], "metadata": { "kernelspec": { "display_name": "R [conda env:ATACseq_cisTopic]", "language": "R", "name": "conda-env-ATACseq_cisTopic-r" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 2 }