{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### Profiling R following Zheng *et al.*, Nat. Comm. (2017)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This has been copied line by line from the *Cell Ranger* R scripts of Zheng *et al.*, Nat. Comm. (2017) available from https://github.com/10XGenomics/single-cell-3prime-paper with profiling information.\n", "\n", "The pbmc64k data is freely available from the 10x homepage or from the previous GitHub link." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "library(Matrix)\n", "library(ggplot2)\n", "library(Rtsne)\n", "library(svd)\n", "library(dplyr)\n", "library(plyr)\n", "library(data.table)\n", "library(pryr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cell Ranger is neither packaged nor versioned, we are running the state commited here [265433](https://github.com/10XGenomics/single-cell-3prime-paper/commit/265433ebf858c7fdcab759ca9f36b5e0241ceece), downloaded on May 1st, 2017.\n", "\n", "The initial use of memory is." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1.02 GB" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mem_used(); previous_mem <- mem_used()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "use_first_n_samples = 500" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set the file paths." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "DATA_DIR <- \"./data/\"\n", "PROG_DIR <- \"./\" # SPECIFY HERE\n", "RES_DIR <- \"./results_cellranger/\" # SPECIFY HERE\n", "source(file.path(PROG_DIR,'zheng17_cellranger_utils.R'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the data." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "1.63 GB" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "609 MB" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "elapsed: 2.955" ], "text/latex": [ "\\textbf{elapsed:} 2.955" ], "text/markdown": [ "**elapsed:** 2.955" ], "text/plain": [ "elapsed \n", " 2.955 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "previous_time <- proc.time()[3]\n", "pbmc_68k <- readRDS(file.path(DATA_DIR,'pbmc68k_data.rds'))\n", "all_data <- pbmc_68k$all_data\n", "mem_used(); mem_used() - previous_mem; previous_mem <- mem_used()\n", "proc.time()[3] - previous_time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reduce the number of samples for scaling information." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "if (use_first_n_samples != 0) {\n", " m<-all_data[[1]]$hg19$mat[1:use_first_n_samples,]\n", "} else { \n", " m<-all_data[[1]]$hg19$mat\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Per-cell normalize the data matrix $X$ and identify highly-variable genes. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dispersion cutoff: 2.872114" ] }, { "data": { "text/plain": [ "1.64 GB" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "9.33 MB" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "elapsed: 1.756" ], "text/latex": [ "\\textbf{elapsed:} 1.756" ], "text/markdown": [ "**elapsed:** 1.756" ], "text/plain": [ "elapsed \n", " 1.756 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "previous_time <- proc.time()[3]\n", "l<-.normalize_by_umi(m)\n", "m_n<-l$m\n", "df<-.get_variable_gene(m_n)\n", "disp_cut_off<-sort(df$dispersion_norm,decreasing=T)[1000]\n", "df$used<-df$dispersion_norm >= disp_cut_off\n", "cat('dispersion cutoff:', disp_cut_off)\n", "mem_used(); mem_used() - previous_mem; previous_mem <- mem_used()\n", "proc.time()[3] - previous_time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the dispersion relation." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nigoC9pqryDMAAAAASUVORK5CYII=", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ggplot(df,aes(mean,dispersion,col=used))+geom_point(size=0.5)+scale_x_log10()+scale_y_log10()+\n", " scale_color_manual(values=c(\"grey\",\"black\"))+theme_classic()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute PCA." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1.65 GB" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "8.46 MB" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "elapsed: 1.435" ], "text/latex": [ "\\textbf{elapsed:} 1.435" ], "text/markdown": [ "**elapsed:** 1.435" ], "text/plain": [ "elapsed \n", " 1.435 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "previous_time <- proc.time()[3]\n", "# --------------------------------------------\n", "# use top 1000 variable genes for PCA \n", "# --------------------------------------------\n", "set.seed(0)\n", "m_n_1000<-m_n[,head(order(-df$dispersion_norm),1000)]\n", "pca_n_1000<-.do_propack(m_n_1000,50)\n", "mem_used(); mem_used() - previous_mem; previous_mem <- mem_used()\n", "proc.time()[3] - previous_time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute tSNE." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1.65 GB" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "58.9 kB" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "elapsed: 5.806" ], "text/latex": [ "\\textbf{elapsed:} 5.806" ], "text/markdown": [ "**elapsed:** 5.806" ], "text/plain": [ "elapsed \n", " 5.806 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "previous_time <- proc.time()[3]\n", "# --------------------------------------------\n", "# generate 2-D tSNE embedding\n", "# this step may take a long time\n", "# --------------------------------------------\n", "tsne_n_1000<-Rtsne(pca_n_1000$pca,pca=F)\n", "mem_used(); mem_used() - previous_mem; previous_mem <- mem_used()\n", "proc.time()[3] - previous_time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load bulk expression to define cell types." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tdf_n_1000<-data.frame(tsne_n_1000$Y)\n", "pure_11 <- readRDS(file.path(DATA_DIR,'all_pure_select_11types.rds'))\n", "purified_ref_11 <- load_purified_pbmc_types(pure_11,pbmc_68k$ens_genes)\n", "# ---------------------------------------------------------------------------------------------------------------------------\n", "# assign IDs by comparing the transcriptome profile of each cell to the reference profile from purified PBMC populations\n", "# this produces Fig. 3j in the manuscript\n", "# ---------------------------------------------------------------------------------------------------------------------------\n", "m_filt<-m_n_1000\n", "use_genes_n<-order(-df$dispersion_norm)\n", "use_genes_n_id<-all_data[[1]]$hg19$gene_symbols[l$use_genes][order(-df$dispersion_norm)]\n", "use_genes_n_ens<-all_data[[1]]$hg19$genes[l$use_genes][order(-df$dispersion_norm)]\n", "z_1000_11<-.compare_by_cor(m_filt,use_genes_n_ens[1:1000],purified_ref_11) \n", "# reassign IDs, as there're some overlaps in the purified pbmc populations\n", "test<-.reassign_pbmc_11(z_1000_11)\n", "cls_id<-factor(colnames(z_1000_11)[test])\n", "tdf_n_1000$cls_id<-cls_id\n", "# adjust ordering of cells for plotting aesthetics\n", "tdf_mod <- tdf_n_1000[tdf_n_1000$cls_id!='CD4+/CD45RA+/CD25- Naive T',]\n", "tdf_mod <- rbind(tdf_mod,tdf_n_1000[tdf_n_1000$cls_id=='CD4+/CD45RA+/CD25- Naive T',])\n", "tdf_mod_2 <- tdf_mod[tdf_mod$cls_id!='CD56+ NK',]\n", "tdf_mod_2 <- rbind(tdf_mod_2,tdf_mod[tdf_mod$cls_id=='CD56+ NK',])\n", "ggplot(tdf_mod_2,aes(X1,X2,col=cls_id))+geom_point(size=0,alpha=1)+theme_classic()+.set_pbmc_color_11()" ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.3.2" } }, "nbformat": 4, "nbformat_minor": 0 }