{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Installation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`conda create -n ATACseq_SnapATAC python r-essentials jupyter pip pysam pybedtools -y` \n", "`pip install snaptools` \n", "`conda install -c bioconda bioconductor-rhdf5 bioconductor-rhdf5lib -y` " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preprocess" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`SnapATAC_buenrostro2018_preprocess.ipynb`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Import packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading required package: Matrix\n", "Loading required package: rhdf5\n", "Loading required package: stats4\n", "Loading required package: BiocGenerics\n", "Loading required package: parallel\n", "\n", "Attaching package: ‘BiocGenerics’\n", "\n", "The following objects are masked from ‘package:parallel’:\n", "\n", " clusterApply, clusterApplyLB, clusterCall, clusterEvalQ,\n", " clusterExport, clusterMap, parApply, parCapply, parLapply,\n", " parLapplyLB, parRapply, parSapply, parSapplyLB\n", "\n", "The following objects are masked from ‘package:SnapATAC’:\n", "\n", " colMeans, colSums, rowMeans, rowSums\n", "\n", "The following objects are masked from ‘package:Matrix’:\n", "\n", " colMeans, colSums, rowMeans, rowSums, which\n", "\n", "The following objects are masked from ‘package:stats’:\n", "\n", " IQR, mad, sd, var, xtabs\n", "\n", "The following objects are masked from ‘package:base’:\n", "\n", " anyDuplicated, append, as.data.frame, basename, cbind, colMeans,\n", " colnames, colSums, dirname, do.call, duplicated, eval, evalq,\n", " Filter, Find, get, grep, grepl, intersect, is.unsorted, lapply,\n", " lengths, Map, mapply, match, mget, order, paste, pmax, pmax.int,\n", " pmin, pmin.int, Position, rank, rbind, Reduce, rowMeans, rownames,\n", " rowSums, sapply, setdiff, sort, table, tapply, union, unique,\n", " unsplit, which, which.max, which.min\n", "\n", "Loading required package: S4Vectors\n", "\n", "Attaching package: ‘S4Vectors’\n", "\n", "The following object is masked from ‘package:Matrix’:\n", "\n", " expand\n", "\n", "The following object is masked from ‘package:base’:\n", "\n", " expand.grid\n", "\n", "Loading required package: IRanges\n", "Loading required package: GenomeInfoDb\n" ] } ], "source": [ "library(SnapATAC);\n", "library(GenomicRanges);" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1] ‘1.0.0’" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "packageVersion(\"SnapATAC\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Obtain Feature Matrix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`time ./run_snaptools.sh`\n", "\n", "output: 59mins 56seconds" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "start_time <- Sys.time()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "metadata <- read.table('./input/metadata.tsv',\n", " header = TRUE,\n", " stringsAsFactors=FALSE,quote=\"\",row.names=1)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "SnapATAC_metadata <- read.table('./SnapATAC_metadata.tsv',\n", " header = TRUE,\n", " stringsAsFactors=FALSE,quote=\"\",row.names=1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "2034" ], "text/latex": [ "2034" ], "text/markdown": [ "2034" ], "text/plain": [ "[1] 2034" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sum(SnapATAC_metadata$ID == rownames(metadata))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Barcode selection (keep all the cells)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Epoch: reading the barcode session ...\n" ] } ], "source": [ "x.sp = createSnap(\n", "file=\"Buenrostro2018.snap\",\n", "sample=\"Buenrostro2018\",\n", "do.par = TRUE,\n", "num.cores=10)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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3lX8zTLzIY+wd/Gxm8qXDbuQ9KEHXe/DE8MlicCS/AsQfMlK1Ck/TnzGz/NKKCf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\nCQABQCQABACRABAARAJAAP8fG8dY9eBM+aQAAAAASUVORK5CYII=", "text/plain": [ "Plot with title “chrM Rate Ratio”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotBarcode(\n", "obj=x.sp, \n", "pdf.file.name=NULL, \n", "pdf.width=7, \n", "pdf.height=7, \n", "col=\"grey\",\n", "border=\"grey\",\n", "breaks=50\n", ");" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# # filter cells only using number of fragments and UMI with the following cutoffs\n", "# x.sp = filterCells(\n", "# obj=x.sp, \n", "# subset.names=c(\"fragment.num\", \"UMI\"),\n", "# low.thresholds=c(1000,1000),\n", "# high.thresholds=c(Inf, Inf)\n", "# );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Bin size selection (SnapATAC)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "5000" ], "text/latex": [ "5000" ], "text/markdown": [ "5000" ], "text/plain": [ "[1] 5000" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Epoch: reading cell-bin count matrix session ...\n" ] } ], "source": [ "# show what bin sizes exist in atac_v1_adult_brain_fresh_5k.snap file\n", "showBinSizes(\"Buenrostro2018.snap\");\n", "x.sp = addBmatToSnap(x.sp, bin.size=5000, num.cores=10);" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "number of barcodes: 2034\n", "number of bins: 627478\n", "number of genes: 0\n", "number of peaks: 0" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x.sp;" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Total number of barcodes: 2034\n", "Median number of sequencing fragments: 127155.5\n", "Median number of uniquely mapped fragments: 16430.5\n", "Median number of mappability ratio: 0.14\n", "Median number of properly paired ratio: 1\n", "Median number of duplicate ratio: 0\n", "Median number of chrM ratio: 0.41\n", "Median number of unique molecules (UMI): 16430.5\n" ] } ], "source": [ "summarySnap(x.sp);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Fragments-in-promoter ratio (Keep all cells and skip this step)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Matrix binarization (SnapATAC)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "x.sp = makeBinary(x.sp, mat=\"bmat\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Bin filtration (SnapATAC)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# system(\"wget http://mitra.stanford.edu/kundaje/akundaje/release/blacklists/hg19-human/wgEncodeHg19ConsensusSignalArtifactRegions.bed.gz\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Remove Blacklist Filter\n", "The following cell contains the blacklist filtering step. They first read in the artifact regions from the wgEncode project. Then they define the black list as a genomic ranges object. idy1 finds overlaps in the feature matrix with the black list. idy2 finds overlaps between ChrM and the feature matrix. idy takes the union of idy1 and idy2. The final step subtracts everything in idy from the original x.sp matrix and defines a new x.sp matrix. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# black_list = read.table('wgEncodeHg19ConsensusSignalArtifactRegions.bed.gz')\n", "# black_list.gr = GRanges(black_list[,1], IRanges(black_list[,2], black_list[,3]));\n", "# idy1 = queryHits(findOverlaps(x.sp@feature, black_list.gr));\n", "idy2 = grep(\"chrM|random\", x.sp@feature);\n", "# idy = unique(c(idy1, idy2));\n", "x.sp = x.sp[,-idy2, mat=\"bmat\"];" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "number of barcodes: 2034\n", "number of bins: 626977\n", "number of genes: 0\n", "number of peaks: 0" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x.sp" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "2680" ], "text/latex": [ "2680" ], "text/markdown": [ "2680" ], "text/plain": [ "[1] 2680" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# barcodes_no_bl - barcodes_bl\n", "BL_filt = 626977 - 624297\n", "BL_filt" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The feature matrix in the original script run filtered out 2680 bins as belonging to artifacts within the blacklist." ] } ], "source": [ "cat(\"The feature matrix in the original script run filtered out\",as.numeric(BL_filt),\"bins as belonging to artifacts within the blacklist.\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "Plot with title “Histogram of cov”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "options(repr.plot.width=4, repr.plot.height=4)\n", "plotBinCoverage(\n", " x.sp,\n", " pdf.file.name=NULL,\n", " col=\"grey\",\n", " border=\"grey\",\n", " breaks=10,\n", " xlim=c(-6,6)\n", " );" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "number of barcodes: 2034\n", "number of bins: 528901\n", "number of genes: 0\n", "number of peaks: 0" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x.sp = filterBins(\n", "x.sp,\n", "low.threshold=-2,\n", "high.threshold=2,\n", "mat=\"bmat\"\n", ");\n", "x.sp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Jaccard matrix " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "### the function failed when do.par=TRUE\n", "x.sp = runJaccard(\n", "obj = x.sp,\n", "tmp.folder=tempdir(),\n", "mat = \"bmat\",\n", "max.var=2000,\n", "ncell.chunk=1000,\n", "do.par=FALSE,\n", "num.cores=10,\n", "seed.use=10\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Normalization" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "### the function failed when do.par=TRUE\n", "x.sp = runNormJaccard(\n", " obj = x.sp,\n", " tmp.folder=tempdir(),\n", " ncell.chunk=1000,\n", " method=\"normOVE\",\n", " row.center=TRUE,\n", " row.scale=TRUE,\n", " low.threshold=-5,\n", " high.threshold=5,\n", " do.par=FALSE,\n", " num.cores=10,\n", " seed.use=10\n", " );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Linear Dimentionality Reduction" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "x.sp = runDimReduct(\n", " x.sp,\n", " pc.num=50,\n", " input.mat=\"jmat\",\n", " method=\"svd\",\n", " center=TRUE,\n", " scale=FALSE,\n", " seed.use=10\n", " );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Determine statistically significant principal components (SnapATAC)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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79ycnJycnJEpGnTprfbxoIFC4qKigzV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Vq17OzsrD2RMuzy5cve3t42NjbWnkgZdunSJe7J/ZRY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\nIiIixTFwEBERkeIYOIiIiEhx/w+eD2OYa/MYYAAAAABJRU5ErkJggg==", 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SmEcRFjeGyvrE8RwjEzUDT/qmv4Lg6drs+2aeqEEfy5zYvxxglBVlYYw7tYEul0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7ea64GALjAEHWe04DK0NwWgCkmykGEpNmo8Jta7gcFw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\nQqBDvZX+Hx8DUt/I6T0/AAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "options(repr.plot.width=6, repr.plot.height=6)\n", "plotDimReductElbow(\n", " obj=x.sp, \n", " point.size=1.5,\n", " point.shape=19,\n", " point.color=\"red\",\n", " point.alpha=1,\n", " pdf.file.name=NULL,\n", " pdf.height=7,\n", " pdf.width=7,\n", " labs.title=\"PCA Elbow plot\",\n", " labs.subtitle=NULL\n", " );\n", "plotDimReductPW(\n", " obj=x.sp, \n", " pca.dims=1:50,\n", " point.size=0.3,\n", " point.color=\"grey\",\n", " point.shape=19,\n", " point.alpha=0.6,\n", " down.sample=5000,\n", " pdf.file.name=NULL, \n", " pdf.height=7, \n", " pdf.width=7\n", " );" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Formal class 'snap' [package \"SnapATAC\"] with 16 slots\n", " ..@ des : chr(0) \n", " ..@ barcode : chr [1:2034] \"AAAAATCT\" \"AAAACCTC\" \"AAAACGTA\" \"AAAAGACC\" ...\n", " ..@ file : chr [1:2034] \"/data/pinello/PROJECTS/2019_03_scATAC/Github_supp/Buenrostro_2018/test_blacklist/Buenrostro2018.snap\" \"/data/pinello/PROJECTS/2019_03_scATAC/Github_supp/Buenrostro_2018/test_blacklist/Buenrostro2018.snap\" \"/data/pinello/PROJECTS/2019_03_scATAC/Github_supp/Buenrostro_2018/test_blacklist/Buenrostro2018.snap\" \"/data/pinello/PROJECTS/2019_03_scATAC/Github_supp/Buenrostro_2018/test_blacklist/Buenrostro2018.snap\" ...\n", " ..@ sample : chr [1:2034] \"Buenrostro2018\" \"Buenrostro2018\" \"Buenrostro2018\" \"Buenrostro2018\" ...\n", " ..@ metaData:'data.frame':\t2034 obs. of 6 variables:\n", " .. ..$ barcode: Factor w/ 2034 levels \"AAAAATCT\",\"AAAACCTC\",..: 1 2 3 4 5 6 7 8 9 10 ...\n", " .. ..$ TN : num [1:2034] 135497 197491 154610 112464 69803 ...\n", " .. ..$ UM : num [1:2034] 15252 12022 7949 40605 24294 ...\n", " .. ..$ PP : num [1:2034] 15233 11995 7942 40551 24271 ...\n", " .. ..$ UQ : num [1:2034] 15233 11995 7942 40530 24265 ...\n", " .. ..$ CM : num [1:2034] 6191 6924 3147 15836 7504 ...\n", " ..@ feature :Formal class 'GRanges' [package \"GenomicRanges\"] with 7 slots\n", " .. .. ..@ seqnames :Formal class 'Rle' [package \"S4Vectors\"] with 4 slots\n", " .. .. .. .. ..@ values : Factor w/ 93 levels \"chr1\",\"chr2\",..: 1 2 3 4 5 6 7 8 9 10 ...\n", " .. .. .. .. ..@ lengths : int [1:60] 41073 44934 37009 36179 33602 31606 29018 27562 27083 21104 ...\n", " .. .. .. .. ..@ elementMetadata: NULL\n", " .. .. .. .. ..@ metadata : list()\n", " .. .. ..@ ranges :Formal class 'IRanges' [package \"IRanges\"] with 6 slots\n", " .. .. .. .. ..@ start : int [1:528901] 10001 15001 25001 35001 50001 55001 60001 65001 70001 75001 ...\n", " .. .. .. .. ..@ width : int [1:528901] 5000 5000 5000 5000 5000 5000 5000 5000 5000 5000 ...\n", " .. .. .. .. ..@ NAMES : NULL\n", " .. .. .. .. ..@ elementType : chr \"ANY\"\n", " .. .. .. .. ..@ elementMetadata: NULL\n", " .. .. .. .. ..@ metadata : list()\n", " .. .. ..@ strand :Formal class 'Rle' [package \"S4Vectors\"] with 4 slots\n", " .. .. .. .. ..@ values : Factor w/ 3 levels \"+\",\"-\",\"*\": 3\n", " .. .. .. .. ..@ lengths : int 528901\n", " .. .. .. .. ..@ elementMetadata: NULL\n", " .. .. .. .. ..@ metadata : list()\n", " .. .. ..@ seqinfo :Formal class 'Seqinfo' [package \"GenomeInfoDb\"] with 4 slots\n", " .. .. .. .. ..@ seqnames : chr [1:93] \"chr1\" \"chr2\" \"chr3\" \"chr4\" ...\n", " .. .. .. .. ..@ seqlengths : int [1:93] NA NA NA NA NA NA NA NA NA NA ...\n", " .. .. .. .. ..@ is_circular: logi [1:93] NA NA NA NA NA NA ...\n", " .. .. .. .. ..@ genome : chr [1:93] NA NA NA NA ...\n", " .. .. ..@ elementMetadata:Formal class 'DataFrame' [package \"S4Vectors\"] with 6 slots\n", " .. .. .. .. ..@ rownames : NULL\n", " .. .. .. .. ..@ nrows : int 528901\n", " .. .. .. .. ..@ listData :List of 1\n", " .. .. .. .. .. ..$ name: chr [1:528901] \"chr1:10001-15000\" \"chr1:15001-20000\" \"chr1:25001-30000\" \"chr1:35001-40000\" ...\n", " .. .. .. .. ..@ elementType : chr \"ANY\"\n", " .. .. .. .. ..@ elementMetadata: NULL\n", " .. .. .. .. ..@ metadata : list()\n", " .. .. ..@ elementType : chr \"ANY\"\n", " .. .. ..@ metadata : list()\n", " ..@ peak :Formal class 'GRanges' [package \"GenomicRanges\"] with 7 slots\n", " .. .. ..@ seqnames :Formal class 'Rle' [package \"S4Vectors\"] with 4 slots\n", " .. .. .. .. ..@ values : Factor w/ 0 levels: \n", " .. .. .. .. ..@ lengths : int(0) \n", " .. .. .. .. ..@ elementMetadata: NULL\n", " .. .. .. .. ..@ metadata : list()\n", " .. .. ..@ ranges :Formal class 'IRanges' [package \"IRanges\"] with 6 slots\n", " .. .. .. .. ..@ start : int(0) \n", " .. .. .. .. ..@ width : int(0) \n", " .. .. .. .. ..@ NAMES : NULL\n", " .. .. .. .. ..@ elementType : chr \"ANY\"\n", " .. .. .. .. ..@ elementMetadata: NULL\n", " .. .. .. .. ..@ metadata : list()\n", " .. .. ..@ strand :Formal class 'Rle' [package \"S4Vectors\"] with 4 slots\n", " .. .. .. .. ..@ values : Factor w/ 3 levels \"+\",\"-\",\"*\": \n", " .. .. .. .. ..@ lengths : int(0) \n", " .. .. .. .. ..@ elementMetadata: NULL\n", " .. .. .. .. ..@ metadata : list()\n", " .. .. ..@ seqinfo :Formal class 'Seqinfo' [package \"GenomeInfoDb\"] with 4 slots\n", " .. .. .. .. ..@ seqnames : chr(0) \n", " .. .. .. .. ..@ seqlengths : int(0) \n", " .. .. .. .. ..@ is_circular: logi(0) \n", " .. .. .. .. ..@ genome : chr(0) \n", " .. .. ..@ elementMetadata:Formal class 'DataFrame' [package \"S4Vectors\"] with 6 slots\n", " .. .. .. .. ..@ rownames : NULL\n", " .. .. .. .. ..@ nrows : int 0\n", " .. .. .. .. ..@ listData : Named list()\n", " .. .. .. .. ..@ elementType : chr \"ANY\"\n", " .. .. .. .. ..@ elementMetadata: NULL\n", " .. .. .. .. ..@ metadata : list()\n", " .. .. ..@ elementType : chr \"ANY\"\n", " .. .. ..@ metadata : list()\n", " ..@ bmat :Formal class 'dgCMatrix' [package \"Matrix\"] with 6 slots\n", " .. .. ..@ i : int [1:8833983] 140 423 603 754 790 797 816 893 1024 1134 ...\n", " .. .. ..@ p : int [1:528902] 0 20 32 38 39 40 45 50 52 53 ...\n", " .. .. ..@ Dim : int [1:2] 2034 528901\n", " .. .. ..@ Dimnames:List of 2\n", " .. .. .. ..$ : NULL\n", " .. .. .. ..$ : NULL\n", " .. .. ..@ x : num [1:8833983] 1 1 1 1 1 1 1 1 1 1 ...\n", " .. .. ..@ factors : list()\n", " ..@ pmat :Formal class 'lsCMatrix' [package \"Matrix\"] with 7 slots\n", " .. .. ..@ i : int(0) \n", " .. .. ..@ p : int 0\n", " .. .. ..@ Dim : int [1:2] 0 0\n", " .. .. ..@ Dimnames:List of 2\n", " .. .. .. ..$ : NULL\n", " .. .. .. ..$ : NULL\n", " .. .. ..@ x : logi(0) \n", " .. .. ..@ uplo : chr \"U\"\n", " .. .. ..@ factors : list()\n", " ..@ gmat :Formal class 'lsCMatrix' [package \"Matrix\"] with 7 slots\n", " .. .. ..@ i : int(0) \n", " .. .. ..@ p : int 0\n", " .. .. ..@ Dim : int [1:2] 0 0\n", " .. .. ..@ Dimnames:List of 2\n", " .. .. .. ..$ : NULL\n", " .. .. .. ..$ : NULL\n", " .. .. ..@ x : logi(0) \n", " .. .. ..@ uplo : chr \"U\"\n", " .. .. ..@ factors : list()\n", " ..@ jmat :Formal class 'jaccard' [package \"SnapATAC\"] with 5 slots\n", " .. .. ..@ jmat : num [1:2034, 1:2000] 0.351 0.583 -0.447 -0.974 -0.602 ...\n", " .. .. .. ..- attr(*, \"scaled:center\")= num [1:2034] -0.001052 -0.001462 0.000514 0.003878 0.001141 ...\n", " .. .. .. ..- attr(*, \"scaled:scale\")= num [1:2034] 0.00169 0.00146 0.0018 0.00408 0.00521 ...\n", " .. .. ..@ p1 : num [1:2034] 0.00677 0.00417 0.00371 0.01049 0.01063 ...\n", " .. .. ..@ p2 : num [1:2000] 0.00677 0.00417 0.00371 0.01049 0.01063 ...\n", " .. .. ..@ norm : logi TRUE\n", " .. .. ..@ method: chr \"normOVE\"\n", " ..@ smat :Formal class 'dim.reduct' [package \"SnapATAC\"] with 5 slots\n", " .. .. ..@ imat : chr \"jmat\"\n", " .. .. ..@ dmat : num [1:2034, 1:50] 0.02068 0.01206 0.02706 0.03531 0.00689 ...\n", " .. .. ..@ sdev : num [1:50] 1057 730 437 401 300 ...\n", " .. .. ..@ iter : num 1000\n", " .. .. ..@ method: chr \"svd\"\n", " ..@ graph :Formal class 'kgraph' [package \"SnapATAC\"] with 5 slots\n", " .. .. ..@ mat :Formal class 'dsCMatrix' [package \"Matrix\"] with 7 slots\n", " .. .. .. .. ..@ i : int(0) \n", " .. .. .. .. ..@ p : int 0\n", " .. .. .. .. ..@ Dim : int [1:2] 0 0\n", " .. .. .. .. ..@ Dimnames:List of 2\n", " .. .. .. .. .. ..$ : NULL\n", " .. .. .. .. .. ..$ : NULL\n", " .. .. .. .. ..@ x : num(0) \n", " .. .. .. .. ..@ uplo : chr \"U\"\n", " .. .. .. .. ..@ factors : list()\n", " .. .. ..@ file : chr(0) \n", " .. .. ..@ k : num(0) \n", " .. .. ..@ snn : logi FALSE\n", " .. .. ..@ snn.prune: num(0) \n", " ..@ tsne : logi[0 , 0 ] \n", " ..@ umap : logi[0 , 0 ] \n", " ..@ cluster : Factor w/ 0 levels: \n" ] } ], "source": [ "str(x.sp)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Time difference of 30.9224 secs" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "end_time <- Sys.time()\n", "end_time - start_time" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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A data.frame: 5 × 5
singles-BM1214-GMP-160421-66singles-BM0828-GMP-151027-33BM1077-CMP-Frozen-160106-36singles-BM0828-CMP-frozen-151118-87singles-160818-BM1137-pDC-LS-78
<dbl><dbl><dbl><dbl><dbl>
PC_1 0.020684887 0.01206255 0.0270615780.035307775 0.006885282
PC_2-0.025684352-0.01498318-0.0065531850.011709267-0.039651184
PC_3-0.008710318-0.02105197 0.0095173090.004051875 0.011899027
PC_4 0.024722712 0.05234098-0.0122188280.003966942 0.048083445
PC_5-0.030891841-0.05366273 0.0030503580.042363445 0.028622181
\n" ], "text/latex": [ "A data.frame: 5 × 5\n", "\\begin{tabular}{r|lllll}\n", " & singles-BM1214-GMP-160421-66 & singles-BM0828-GMP-151027-33 & BM1077-CMP-Frozen-160106-36 & singles-BM0828-CMP-frozen-151118-87 & singles-160818-BM1137-pDC-LS-78\\\\\n", " & & & & & \\\\\n", "\\hline\n", "\tPC\\_1 & 0.020684887 & 0.01206255 & 0.027061578 & 0.035307775 & 0.006885282\\\\\n", "\tPC\\_2 & -0.025684352 & -0.01498318 & -0.006553185 & 0.011709267 & -0.039651184\\\\\n", "\tPC\\_3 & -0.008710318 & -0.02105197 & 0.009517309 & 0.004051875 & 0.011899027\\\\\n", "\tPC\\_4 & 0.024722712 & 0.05234098 & -0.012218828 & 0.003966942 & 0.048083445\\\\\n", "\tPC\\_5 & -0.030891841 & -0.05366273 & 0.003050358 & 0.042363445 & 0.028622181\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 5 × 5\n", "\n", "| | singles-BM1214-GMP-160421-66 <dbl> | singles-BM0828-GMP-151027-33 <dbl> | BM1077-CMP-Frozen-160106-36 <dbl> | singles-BM0828-CMP-frozen-151118-87 <dbl> | singles-160818-BM1137-pDC-LS-78 <dbl> |\n", "|---|---|---|---|---|---|\n", "| PC_1 | 0.020684887 | 0.01206255 | 0.027061578 | 0.035307775 | 0.006885282 |\n", "| PC_2 | -0.025684352 | -0.01498318 | -0.006553185 | 0.011709267 | -0.039651184 |\n", "| PC_3 | -0.008710318 | -0.02105197 | 0.009517309 | 0.004051875 | 0.011899027 |\n", "| PC_4 | 0.024722712 | 0.05234098 | -0.012218828 | 0.003966942 | 0.048083445 |\n", "| PC_5 | -0.030891841 | -0.05366273 | 0.003050358 | 0.042363445 | 0.028622181 |\n", "\n" ], "text/plain": [ " singles-BM1214-GMP-160421-66 singles-BM0828-GMP-151027-33\n", "PC_1 0.020684887 0.01206255 \n", "PC_2 -0.025684352 -0.01498318 \n", "PC_3 -0.008710318 -0.02105197 \n", "PC_4 0.024722712 0.05234098 \n", "PC_5 -0.030891841 -0.05366273 \n", " BM1077-CMP-Frozen-160106-36 singles-BM0828-CMP-frozen-151118-87\n", "PC_1 0.027061578 0.035307775 \n", "PC_2 -0.006553185 0.011709267 \n", "PC_3 0.009517309 0.004051875 \n", "PC_4 -0.012218828 0.003966942 \n", "PC_5 0.003050358 0.042363445 \n", " singles-160818-BM1137-pDC-LS-78\n", "PC_1 0.006885282 \n", "PC_2 -0.039651184 \n", "PC_3 0.011899027 \n", "PC_4 0.048083445 \n", "PC_5 0.028622181 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dim(df_out)\n", "df_out[1:5,1:5]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "0" ], "text/latex": [ "0" ], "text/markdown": [ "0" ], "text/plain": [ "[1] 0" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sum(colnames(df_out) == rownames(metadata))" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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A data.frame: 5 × 5
BM1077-CLP-Frozen-160106-13BM1077-CLP-Frozen-160106-14BM1077-CLP-Frozen-160106-2BM1077-CLP-Frozen-160106-21BM1077-CLP-Frozen-160106-27
<dbl><dbl><dbl><dbl><dbl>
PC_1 0.006983931 0.0001183061 0.0004056221 0.005621594 0.015265006
PC_2-0.012041244-0.0121655404-0.0113428167-0.009504447-0.007096972
PC_3-0.018942210-0.0148776648-0.0200191482-0.019540013-0.010956394
PC_4 0.036480970 0.0349885452 0.0444467942 0.035149308 0.027656622
PC_5-0.044525343-0.0536511896-0.0467667682-0.055624883-0.015751179
\n" ], "text/latex": [ "A data.frame: 5 × 5\n", "\\begin{tabular}{r|lllll}\n", " & BM1077-CLP-Frozen-160106-13 & BM1077-CLP-Frozen-160106-14 & BM1077-CLP-Frozen-160106-2 & BM1077-CLP-Frozen-160106-21 & BM1077-CLP-Frozen-160106-27\\\\\n", " & & & & & \\\\\n", "\\hline\n", "\tPC\\_1 & 0.006983931 & 0.0001183061 & 0.0004056221 & 0.005621594 & 0.015265006\\\\\n", "\tPC\\_2 & -0.012041244 & -0.0121655404 & -0.0113428167 & -0.009504447 & -0.007096972\\\\\n", "\tPC\\_3 & -0.018942210 & -0.0148776648 & -0.0200191482 & -0.019540013 & -0.010956394\\\\\n", "\tPC\\_4 & 0.036480970 & 0.0349885452 & 0.0444467942 & 0.035149308 & 0.027656622\\\\\n", "\tPC\\_5 & -0.044525343 & -0.0536511896 & -0.0467667682 & -0.055624883 & -0.015751179\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 5 × 5\n", "\n", "| | BM1077-CLP-Frozen-160106-13 <dbl> | BM1077-CLP-Frozen-160106-14 <dbl> | BM1077-CLP-Frozen-160106-2 <dbl> | BM1077-CLP-Frozen-160106-21 <dbl> | BM1077-CLP-Frozen-160106-27 <dbl> |\n", "|---|---|---|---|---|---|\n", "| PC_1 | 0.006983931 | 0.0001183061 | 0.0004056221 | 0.005621594 | 0.015265006 |\n", "| PC_2 | -0.012041244 | -0.0121655404 | -0.0113428167 | -0.009504447 | -0.007096972 |\n", "| PC_3 | -0.018942210 | -0.0148776648 | -0.0200191482 | -0.019540013 | -0.010956394 |\n", "| PC_4 | 0.036480970 | 0.0349885452 | 0.0444467942 | 0.035149308 | 0.027656622 |\n", "| PC_5 | -0.044525343 | -0.0536511896 | -0.0467667682 | -0.055624883 | -0.015751179 |\n", "\n" ], "text/plain": [ " BM1077-CLP-Frozen-160106-13 BM1077-CLP-Frozen-160106-14\n", "PC_1 0.006983931 0.0001183061 \n", "PC_2 -0.012041244 -0.0121655404 \n", "PC_3 -0.018942210 -0.0148776648 \n", "PC_4 0.036480970 0.0349885452 \n", "PC_5 -0.044525343 -0.0536511896 \n", " BM1077-CLP-Frozen-160106-2 BM1077-CLP-Frozen-160106-21\n", "PC_1 0.0004056221 0.005621594 \n", "PC_2 -0.0113428167 -0.009504447 \n", "PC_3 -0.0200191482 -0.019540013 \n", "PC_4 0.0444467942 0.035149308 \n", "PC_5 -0.0467667682 -0.055624883 \n", " BM1077-CLP-Frozen-160106-27\n", "PC_1 0.015265006 \n", "PC_2 -0.007096972 \n", "PC_3 -0.010956394 \n", "PC_4 0.027656622 \n", "PC_5 -0.015751179 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_out = df_out[rownames(metadata)]\n", "dim(df_out)\n", "df_out[1:5,1:5]" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "2034" ], "text/latex": [ "2034" ], "text/markdown": [ "2034" ], "text/plain": [ "[1] 2034" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sum(colnames(df_out) == rownames(metadata))" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "saveRDS(df_out, file = './output/feature_matrices/FM_SnapATAC_buenrostro2018_no_blacklist.rds')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Downstream Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### KNN Graph Construction (SnapATAC)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "x.sp = runKNN(\n", " obj=x.sp,\n", " pca.dims=1:30,\n", " weight.by.sd=FALSE,\n", " k=15\n", " );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Clustering (SnapATAC)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "x.sp = runCluster(\n", " obj=x.sp,\n", " tmp.folder=tempdir(),\n", " louvain.lib=\"R-igraph\",\n", " path.to.snaptools=NULL,\n", " seed.use=10\n", " );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Non-linear dimentionality reduction (SnapATAC)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "x.sp = runViz(\n", " obj=x.sp, \n", " tmp.folder=tempdir(),\n", " dims=2,\n", " pca.dims=1:30, \n", " weight.by.sd=FALSE,\n", " method=\"Rtsne\",\n", " fast_tsne_path=NULL,\n", " Y.init=NULL,\n", " seed.use=10,\n", " num.cores=5\n", " );\n", "\n", "x.sp = runViz(\n", " obj=x.sp, \n", " tmp.folder=tempdir(),\n", " dims=2,\n", " pca.dims=1:30, \n", " weight.by.sd=FALSE,\n", " method=\"umap\",\n", " fast_tsne_path=NULL,\n", " Y.init=NULL,\n", " seed.use=10,\n", " num.cores=5\n", " );" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "x.sp@sample = SnapATAC_metadata[as.character(x.sp@metaData$barcode),]$label" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visulization (SnapATAC)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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qKid2tqdqaldUtJ6eJwZG7ejFXw4UdB4ABIVhs2bDj//PPLysqI6Oc///mbb74p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\npeY4d3xy4OuVe5nxmTPGOWcC55wRESedESOibatKZtxxflb31B/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uurf/+OWtz/8ktmfbhKuH+FtCe9cd5JwEQdS1b59t4cQE4p4GPzHm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\ne0/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5RyakSt2lzjznAn5h011TvQEAi1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\nkGvXHvj226KNG8fHxzsbs8FnNelD3bsw9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KSENCA1eMbB3vMEqoQg/dG6FyI6EQwcRIcLBk1dlzU1wcLCSuvMAw88YD1YefXVVwcMGPDW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\nDBxEREQUcQwcREREFHEMHERERBRxDBxEREQUcf8PPmh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5ZR1MgY6zY1vPu0CQ88PCwszMfHp3jL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pmcOfUrWp6Y0/bB9oD1ONjJuRdctD12YX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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotViz(\n", " obj=x.sp, \n", " method=\"tsne\", \n", " point.size=0.5, \n", " point.shape=19, \n", " point.alpha=0.8, \n", " point.color=\"cluster\", \n", " text.add=TRUE,\n", " text.size=1.5,\n", " text.color=\"black\",\n", " text.halo.add=TRUE,\n", " text.halo.color=\"white\",\n", " text.halo.width=0.2,\n", " down.sample=10000,\n", " pdf.file.name=NULL,\n", " pdf.width=7, \n", " pdf.height=7\n", " );\n", "plotViz(\n", " obj=x.sp, \n", " method=\"umap\", \n", " point.size=0.5, \n", " point.shape=19, \n", " point.alpha=0.8, \n", " point.color=\"cluster\", \n", " text.add=FALSE,\n", " text.size=1.5,\n", " text.color=\"black\",\n", " text.halo.add=TRUE,\n", " text.halo.color=\"white\",\n", " text.halo.width=0.2,\n", " down.sample=10000,\n", " legend.add=TRUE,\n", " pdf.file.name=NULL,\n", " pdf.width=7, \n", " pdf.height=7\n", " );" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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R/Rljql07//nrFr3+Rd3m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\nYseRQ9oa7F+2atN/P41Jb8fwrKe+yZaeOvi+6bu/XuKpr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eEBc0LcRTdNDVuXhukxeULp2o0lP27AmEnIyb7krlsAACF08W03XHTjNaXr\nNobcnpTueREfjgh/LrZv337C/du2bQtvdOvW7YQNAMCltmxsWasSRaVKfsyQ0fYrwvsdDsec\nOXMAgOO4yZMnH33ItGnT1q5dCwD//Oc/w6IEAept7b/WsRwA7st6Mi+qR7jl2rVrw9MkiYmJ\nQ4YMAYDaUDVGOFn/u1fmjHAEtRmI83BpPwpKDTTeDcnzAZsBABAPMU+D4xkQtwMAxD4N+jMr\nAXoOUFW1tLTU7/cDgNVqzcjIwL/6nY8S4nvtDXHVKqzTGafdqL/8sl8+5kSwae20ygpKNIQQ\nEI05ubg/MQgZp15jnHqqUkrnDKFXT7ZjR7W6Guv1xOPVDR7Etvt9vqoIAzp7tdFSUbXg7w83\nFBazHKcqis5sWv3KO90njXNV16588Q3MMkABsQxVVIQRYhiGYxRRYgRe9gcQi+My2w+5f4bB\nZs0eNpDhOU1VwpoDMDLF2mzt23E63YR/Pzf+pWckf2D1y29seP/TqMR4wWRECDUfPGRKiPU3\nNjM8R1RVMBk99Q35d96silLI68kdO8qamqzJSsEXCw5t2MzyvLumvr7wgN5qqdtT2FRces2H\nr1uTW/+H6CzmqR++UbG5QA6FUnt2C6dAh2F4ruPwM5gnO3+JCI7zjyVLlrhcrujonyV6hEKh\nuXPnAkBeXl5b4MXxxAv217p+eMxOSunNN98cCAQAYNq0aeFYkELvrlxLdwC49tprn3vuufLy\n8iVLlrz22mthE9Ib06bfmDb96E6amppuueWW8PbDDz8c9jWfWzt7evq9ycfFtlcHK1c1f+eQ\nmgHRaNZm1ycNiBkSzdmObRfhLEAsAAcgAyBACLABQj+B61WQS4ASMF4KlusgZQkopcDagU06\nvoO6ur1FRd9TqnXoMDQtre+5v4KqqiqHwyEIAqW0vr5er9cn/+p5fvf9Dwbmz0cYA6Hi1q0x\nhOjHjzuLfqwzn3dcdbXW0EgpwbGx1qP8/s87cEKC9emn/B/PVuvrhEGDzHfeAX/KcgSHNmxx\nVVYjjBDLsBSpIYkSbcN7n9Rs30lVDTBGGNHwgjKinF6ghHQeNTy1T/fY9umpvbpZEhMwywCA\nJTEhoWOHxuISVZappmKGycwf0BaeiTDWWcx5Ey7bPHueKS4WYUQ1DTDSFJWGa9pTihkWMUzF\nlu0Vm7YyPLf9i6+G3D+D0+tX/us1fbRVkxVvQ2NMeqrOYtZZzE0HSyq3bLdOPCJtGZ7LHPin\n0/fnkj/jf68Ip8bv9998883z589vK1ZCKb3rrrvq6uoA4IEHHjij3oqLix944IGlS5cCQFxc\nXLhgikKUN8r+9V6PuQgQx3EffPDBiBEjCCH33XffgQMHHn/88dTU1KM72bBhw0033RQu7NKv\nX79wqdhGqT5eiE82HHlnokC3u7bsdG/Z79urEAUQCalBFnOsh/vJ8ePguJF9bflWLpIx++vA\nVmCiQW0CxAFQoAzQEDhfBCYOAEFgMSAAyw3AnDiPqbJy2wcfTNDpzACwdu1b1103u2PHcx1n\n4Pf7WZZFCCGEWJZtM4M5a6gkhVatQgwbLl9CJTHw2ednJzjY9u3j16ySflhBVEU/YjiOOb9X\nDLke3aN7vPZHj+KXwQwDFKimAVBNUSmgrZ/MBUIBASDECoIqSsb4mDHPPQpEi2mf1q5vz+Pz\nWRDGXcaPavp3mTk+RglJtrTUwffdcUwbe27HzEv6V23bKRiNgZYWQ3SUv7EZMCaSxBn0RFXl\nQODQhs0x6e1YnaCI0ppX3knukWeKjREsZk1V/Q6n5A/qoqKAUkrgwnbxOgsiguO8ZNGiRf37\n97///vszMzMrKireeuut9evXA8CIESNuvPHGEx7y0ksvteW4AkAwGHS73bt37y4qKgobhRkM\nhq+++iohIQEAXi/7h0zkRfVzr0icCgBDhw599913p0+fTil9//33P/jgg2HDhuXk5CQkJDQ3\nN69bt65tladjx44LFiwIr7t/UfPRuMTJFvZIUPo218aPK97hMedTfQCIRRghRtZkGSkhLfh1\n3bzt7i23pv89ToiYkP4KTJeB7xvAeqAiUApIAtYOVAPmsHWb/wdgU8D9IRAX6PpC9D1Hp7Hs\n3btIEAwIMSzLY8zv2bPw3AsOnufD6ykAQAj5xSDoX4T6/UAIbQs1QoiEgmfdGzab9ZPOaTrJ\nX5yM/H5x2ZlNB8tUUVQlhQIwDNYkiVLK6nSqKAEAwqjLZSN7Th5PKa3dta9k9Xp7bkfBZGrY\nXyyYjAk52WH9kX/nzeb42MqtOwSzqfukcXEdMo85V3h5ZfOHn+9ZtEQRJcxwnCCY4mOj05Ll\noGiKjUnu1mXdG7PCHuqcTkAYq5LUWhZFowgzIY+X0eu0kJTctXP7AX/ABOGfmYjgOP8YN25c\neXl5QUHB1KlTj94/ceLEcBzGCfn4449P0WdeXt7s2bPD7h27PQUHfPuBwrd1Xw2wDUkQEgHg\n9ttvb9eu3fTp0ysrKzVNW758+fLly4/pZPLkyW+//XbYk7RJarg25ZZjpMNud4GJNTOI9at+\nhJBKNIooIEBAAZCRMzdItVtcGy6zX3mGtyTCUViuBsSDbxHIxYCtYBwIcgkE1hxpoHmg6VHQ\nGgDxENoCWgskvNH24aFDP/n9rZ4rDMMHg55zPHwASEpKCgQCoVCIUmo0Gk8RBH2a4JgYLi1N\n2r2bAgClQIh+2NDfYqQRzgW29HbjX3p225wvPTW1JWs3Eo0wHAsUFFFUJdlsj1OCobjsjGH/\n9zeiat8+8uyOeQsRw1jscQGnW3R7AKGckUOv+eh1VhAYjv3F9OOoJHvaRb1/en82JUT0eQWT\nydfkHP3sI7ljRwCAu6Zu/7KVotvLm42yzx/fMStn1LC1r88Kub2iL0BUBbOsoNd3vvLyPtdN\nPjpQIwJEBMf5SFxc3Lx581555ZUvvviivLw8Nja2e/fud91116hRo06/E47jzGZzWlpaz549\nr7jiitGjR4fj8hxy438r34TDi5aP7LvrP3n/jeZjAGDUqFEHDx5cuHDht99+u2vXrpqammAw\naDKZ0tPTL7nkkptuuqnNbazAveWD8tcAoKf1ouHxowGg2L8fKPg1HwASsCAwOkkTKaIAEH7t\npEAxRSywPuUPKxB1oYDAPBHMRz1Sfd+C7ytQARACzQlsDIjbgEsFAEA8iJuBBsMxfT5fY0PD\nXkrDpbyRpsmy/GuXM84Ci8XSuXNnt9uNELLZbL9+hgMAot9+q+Xuu9WSMsSy+jGjTPfc8+v7\njHDOSO6Wm9ztWXd17cu9hwHRKAkHEdPkbp2Tu+eZYmw9r7nSnBBf9P2qXV9+Y0tPwyxTX1hE\nNcLyPNVI0Q+rt8yed/EdJ579PZ5N//1EDoZYnQ4BlQMBlhfkQCD8kTUl6eLp0zbO+qRh/8HE\n3I75d96cO3ZkdcGu4pVrNU0T9HpLkt1dW99hyCUxGWdgCvcXISI4zkv0ev0TTzzxxBO/bNm5\naNGi0+92vWPN13XzKNE0oCziEQKM0OP775mWNr1vdD4A8Dw/ZcqUKVOmnKwHCuS10n+WBYrj\nhcSA6tvasmGrawOllEWsSlWEEKVA+Cg9o5c1GQPlsU6likY1jLBIQgqR2xtPGvEa4SwxjwOY\nA/7FAARMo0BtAf93rR9RAoDbngMeTx0AijJRoJRSKqvAMH9M1Ru9Xq8/QyPtU8O2T49f/C0V\nRSQIv6G3VYRzSVRyYvbQS8rWbSKEUkLMCXGTXn/B3iUHAPzNzk0ffla84kfAGHOsKopUIxC2\n8GIZIssVmwtOU3BQQoItLsFoUCQJYwYo1UWZ2vXu0dagx1XjOw4b5K6pjU5N1kdbDyxfU7Zu\nEyWE0+lURQk4nCzPuatrf6ebcF4TERwRAAA0qj1deH+9VEepBgghoDqsi+ZtGDHVofL/VX/6\nY/Pyq5JuSDNm4JOU3tCotrZ55YK6OTwWjNhMgLgVF0YYAVJBU6gMgAihGCGNkBxLXp6lx5aW\nDZWhcguKcsrNGtH81B/LxSboTpA3EQEAACj4vgTfUkAITJeD+cozKLxpngDmCa3bSjl4PwPl\nECABNDdYJgNqVRUxMe1z04VBnZuiTQQhaHThCvmC+nMgne6PHkKEswdhfPkLT63691sNhQdM\nMbaLZ9zUpjbm3XZv3Z79lFLR4/U3NuusUZQCRqDKCqWEUlBDYls/vsam/ctWabKckX+RvXPH\n488Sl5XRUlnD8LwihkDDPa6acMx0hcFmNdha01saiw7yJiMgpKkKZhhVkhFGF7adxlkTERwR\nAAD8qrderqNAKAKgFAACmk+RJB1jEJAgMEJQC35a/b5HcfWz5Xcy5+mwLsvUiUHMQf/+T6ve\nbxIbNKrpGH0XS3cGMQd8hZQAIKBAEeBwjxgQIEopDWj+iUlT44SEDFP20vqFJYH9gFA8n6Bn\njV7Fvazh6xkZD/7R9+NPifd/0HAbMDEAAL6FAAjMZxXswrUH+yzwzgGtBXR9Ier6tk/0euul\n/eys2uQOIABkt6HkONNvNPoIEX4DbOmpV731IiXkaDvOomUr6/buj26XDAi1VFBfY7Po9emt\nFtHto0AQBYZlvI2N3oZGiz2hpaJq/oyHGg+UIAYve/bl6+e802Fw/qENW9w1dfEdM1N7dQeA\nQffd6Xc4KzZvB0B9bpg88vH7TzEkc0KcKsnmhDhfY7McCiGERjx6b1rfE2eB/cWJCI6/LnVi\nTZFvL4vYbpZeDXIdaS2TGF73AACQiUSAWhhrs9SAgcGYoUTrZM7rFnWkmFO2qfPD2c+XB0o5\nxLU3ZemwvsRfVBEsc0oOSgkFjBClQBEgQglCCDAysiY9YwAAu5B0S/rfvq6bu96xysCaAEDH\nGB1yEwGC4YI19z17AssAxxxJNgl8f5aCAwCEXIg7scl0bHSUJqWygsYwnI6TEBM6y1NEiPC7\ncYz5d8jjxSwbXimzJCZEJdrHzHxUcvv+N/1BTi9gjrPExzvKKpuKyyz2hF0Lvm0qKYtOSwGA\noLNl26f/O/DDmoIvvmJ5TpWkYQ/dPeju2xM6Zl3/2XtNxWWC0RCTmX6yinFhci+7tHDpitJ1\nPzEcG5+acfEdN/Wb9qcwdvsTEhEcf1GKvHvn185xSE0U6E/6NYNihrd9pejhDQwsAtyiNnOI\nV4lCNRkA/+Rck2XqaGSOvPiaWUvXqFY571Zavq6b51XcGtUoIACiUgLh+ovhXBRKMw3ZJtZM\nKd3r3VETqnLLLomIBCgCJGmhJF1yRG2clJ89+OhJm/0adD0Zea/JaAeqgdoMQo9fPiRChD+U\n1F7d5EBA8vowzwcdzpSeXUtW/+RtaKQILIl2VidoskI0zWKPB4CGwgNKSHSWV1OqYYyrd+4J\nOl0x7dthllND4soX3+gxebzFnsDpdMndck/n7ILJeM0Hrx1cvV70+lJ7dovrkPE7X+55TERw\n/EVZ51zlVd0xQhwANEn1dWKtmbd6ZffhXzSKEUsp4RCrUJkBRkMqAxxQ2Ofdtab5h5Nlrm5y\nrqsJVdq4uFq1EgFCCJGf/S5SDvF3Zj4AAIsbFixrWCQwgkoUHTY0SnUYUKo+fbR9wgl7jgDG\nUeBb2KozNCcYzyAp6QywPQSkBcQ9gBBE3wOWqb98SIQIfyjtB/Qd9+Iz2z9fIIdCqX17uqvr\navfsZ1gGKHWWV/JGoybJA26/Ib5jVs2OPYXLVhFFphQoBYRA9Pkxw2CWAwBWJyCEfA3NFvuZ\nWQGxgtB5dKTk8i8TERznDSzLUvqbvdT6VS+LWstisYiXiDit3Z1f1n7SJDaygFWqUkQQQhIR\ngRICBChSQQUAVdM2OFaPTphQGTy0zbVRJlK2qXMf24DwtIRP9WiUNMn1YZMlctQZESAKlEGs\nqIUwkne6t9qEWB7xlNImuWGCfXKqIT3NkGFiL9jSzL8WyxQASv3LJFEKCkM5GGn+5WMoBJdD\nYB1wWWCe8LM69SeDjQf7R0BaAHjAkQCOCOcHva+d1Ouaiaosr3vzg5rtuy2JCQDA8Lzearno\npmtjMtLS+/cBgOJV6wSLSXJ5NFULv1yxDKcokt/pMkZHhdyexC45sZnpf+ilXMhEBMdflDRD\nRkWwjEUcBRJUg2mGjB7WPp3MuQ65icf8u2X/qQqVAwJKCQCooGpUAwQsYihQp+JY3fz9Zue6\nFtmJMd7kXBvQ/EPjRgEARmxI82PEhgNEjywBUKCIIgoGzmhgTfWh2nqxJl5IpAASESmlGiXh\n0i0RTg5S9FftL8/1er0IIVK5q1OnTvHx8SdtTmWovRr83wJQAAbcb0PKImBTTutU2AZUBHEP\nMBbg0n+j8UeI8DuCMOZ0Ok2W2x47CGHBaOx17aQjQRiUUlUjhIQ90RFCqqZgltOZDc2l5Snd\n84Y+MEMwR3T270VEcPxFGZUw3q96K4PlCNDw+NEDYgYDgESk7xu+qROrG6Q6A2PgsY5BjEzl\neD6hLHAQARBKBEbHIKbQs9upOKJ5GwCwiPvJueaAb59baSGUcFhAADLVWt2jgKFAKKLhFZYr\nEqcsrl+w212AEdMo1TOIEbUgAFpY94VDbrwhbTo6/VTPvx7Nzc0+ny9sUKGqam1t7akEh/9r\nCCwFxABwACpIe8HzCcQ8flpnkgqh6UEIrQMAiLoD4l8CFHlWRDgPyBw4YMO7HwV5HjM40OLq\ncfWEo0M+OwzNX/PauxB2HCQUWIZqWmqvLtd98o7k81tTErnf1P0lwjFEHiJ/UUyseVrajIDq\nZzErYB1QGYBZUr9gr3fn/7N35/FRVWfjwJ9z7jL7ZLLvCYQkBAQkiGwiq4IC4gK4tXWj7q+t\nWmvf/urb97Xa9q3Val1ad32tK6K4AoKAKJvsi0ASSALZt8nsM/fOXc7vjwtjGkgATZgEnu+H\nP4Z7z733nIFknjnLc5yCC4CF1bDVbLdydjnacn7SBRzhGiP1Ft7GEa492kooUXVV0RWBCozp\nDVJds9RACBfVZB20THMOAJN12a94U8R0jnAhPeSNegpshbt923f5trrElAQ+oTXaouhRAEIJ\nB8DWtq0a6jz3/MQJ8X5v+i5FUWK/PSmlmqbput7l1u3Rg8ZiZAAAxgFooNTFToba2iV/wJWb\nzQnH+yXgfgTk3SAOBqaA7xWwjgPH1T3cGIR6waALx139zyd2ffBpNBIZM2HM+Ntu6Hg2b3Tp\njW+9uOy//7dpfzkAZbqeeU7xFY//wZmRBhldx+6oh2DAcVaz8XYIrYb2J0BrZmLh4WCGjXMI\nRHDyrja9xad4w1o415I/xjUhQXAtqn2jTW4mhBTZS/b6diq6GtaCdt4h6ZLKVMoIIUQDnTDW\nFm0RqSDrcp51UINUY+PsYTWog1Yv1RwMlulM98htDt5p5x1+xccT3kgmFmXR3f5tGHB0w263\na5qmaRohRFGUpKSkLqMNABAGAgAwFUAH0IERMJcCANP1VY8/V7Z8VXP5wYKJY2c9/J/pJUX/\ndiGLQrQSqAuAAjEBtYO8H05iwghCfcGwy2YOu2xmV2eLpk4smvpZ7bad7kO1yQPycs8793TW\n7SyHAcfZTamFtodAbQBiI5Fv7PpoL8sAMFt5u0ULFtmHjkw4b1TiWA64b9pWKbriFBIkLVIe\n3J9hzlJ1xa/4Q2ooy5xTJ9UwcmTWNxByeebVGtN8iqddaZO1VI4KET2cwCWE1RAAACEaqO2K\n28bbAEAHRgE0pvGUt+MsxW4lJycPGDCgtbU1FAoZr//tdHgNeP4JWguYSyHxXhAKwHQuyFuA\naQAAXCrYLgaA8i/XfvPMSwnZmSmDBjTu3vfl//79J68/CwDAZFAbgEsHagUuDbS9ABZgOugR\nEE5u5gdC/UTueSONHF/odMKA4+wmb4fofhCMPZrNk+ieFySzrMs6Y3nWgTfm354oJAHAbt+2\n6tCBNFMmAIhUbJGbCSNWzmblbM1SA0c4YMBAB0YYgJWzzki/7OOGReva19ioXWWqS3ARRgNa\nQNUVCpQAY4wBAUmViu1DK4L7okzjCQ+MjEocF9e3ox/Iy8vLzs7WNK3zlmbRCmj9LSiNwFnA\n9wb43wfdC0wGMIGQDsQGWiv43wP7pZboo3N/1exuFA5szba4EtoP10ZDYRHWg/tPIG0GUykk\n3Q9J90HbQxAtB6aB7WIcT0EI/XgYcJzdiANAA6YDoQBKKd/8u6J7yyMeEzXlWgdUBSscgrPI\nPoQBMGbk7QKOCgAgM1kAQdIkHXQgQAihQIGCzvQkMYUB2+vflcC5TJwZABqlOlmPAjBjZSwD\n4uCdET3809yfX5g6fYP7qz2+HXbeOSZpQpF9SLzfkX6A4ziO4zofjawH5SDwAwAAwA1aE5AE\nYFGAKDANOAswsxra4Tv8VHJme4KTDXO6rQ55/Qcp9tRkwSRB/cOg1oNYBGoTuP8COe9D9iII\nfwtcAlinxDZbQQihHwwDjrObdQLYLoHQl0AtoAUh4dZcx7hcB9nm3fTG4Rea5Uad6WOSLrgq\n67pMc1a9XMsxjhE2wDqIEWiK1GWac2Zl/nyff7c72qrqKgNGCCs+EjQcSRkia5KsR4EABU5n\nGgMARmQ9MjZx4sSUqQTIBclTL0ieGr+34ExBzMB0YADMB5oHQAPwATAAHXQf6Amg+Vs8exL4\ntqBk1sKaqqnZIyvp7oTR119NlAqQd4JQAgDAuUApB/k7sM0CZ168W4UQOnNgwHF2I2ZIfxkC\n74JSB6YhxgakOtO+aP4kpAbTTBk66Fva1+dbBipMAcZUUHRNPz/xgnFJE1ujzalieqKYbKaW\nHd4tNt6mMxZRw+OSJlGg5zjPXdn6uY3Zg1qQEqozxlGOA05nLMGUcEnG3PGJkyk55ms6+sGs\n08FUCvJ20H3AGBBj63kOgAELATWD67aGqk8SMimhlLp0RhjHaeGhtbu875RE/58FGIAMYAKm\nAFOBwxn7CKEehgHHWY9zguu2jgf8iq8mXJ1qygQAClSg4neBXT7Fk2nOAYCg4t/j335pxuWJ\nYrJRfnTieDNn2effTYGWusYU2gcDwKyMq+y840Cw3K94D4UrTZw5oPoYAADzq763a177oP7t\niclTf5J762lu7hmLT4Os16DxVhb6WmMKBxohDEAFYgH7HMj4B3Ap7fJ3In9A0xVVUy2ifqDJ\nxfHmioovn3upcs64YUUpuwkxU6JBws1gwr0uEUI9DAMO1FmCmDjINrhZbrTzTlWPRnXZzFko\ncBpoHrlN1qPBUHBR/RtXZV7PUx4ACJDhztLhzn/b5Uuk4kVpsy9Kmx1Sgy9UP1kVOmDlbZIa\nVhlTNMVImv5ly/Ji+7DzE8fHqaFnHD5P5i/Qla8UlXOYdaYDM+bWOK8x9pgdOPSBRau/LcmN\nNrRRd0Bo8DhCoXbGmNt96PXP1JI8Z6ItWjL8tsHFjwHun4cQ6mn4awV1RoBckXVNipjWFKlr\ni7bMTL98QtLkiB52y61hLawyVeDEta0rN7SvPZm72Xj77QPvuzrnxkvTr8i25gNhhBACBBgF\ngN2+bb3cmrNLU7CgzQc8BVnlGYFWH9cq/AocVxlni4qmjZn2/uq9RRv2W8rruEAoAKABMAAN\ngFQ18QdaC7/cuFNVlfi2AiF0RsIeDnQcRfYhvyz8bYvcZOedyWIKANyYf8c7ta/ylLdyNifv\nCmqB2kj1Sd7NxtsnpUwHgPLA3g6ZyxkAJPCu3qj/WUu0j/zwU9eYEtEssHqPbeN3wbvuvh46\nZIu2K3NVAAAgAElEQVSvrd0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+KRFaQr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\n5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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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bp6KNNkpTSXqyFc9fV/XmRlCalpLl1ZVuGS5UYk4mrVuAIA0PY6W+CYNGnSU089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\nHVKrnVxdWzfqbmPHjjWbzRs2bCCiNWvWGI3GG/SnLFq0iFcxmUyZmZkJCQm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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotViz(\n", " obj=x.sp, \n", " method=\"tsne\", \n", " point.size=0.5, \n", " point.shape=19, \n", " point.alpha=0.8, \n", " point.color=\"sample\", \n", " text.add=TRUE,\n", " text.size=1.5,\n", " text.color=\"black\",\n", " text.halo.add=TRUE,\n", " text.halo.color=\"white\",\n", " text.halo.width=0.2,\n", " down.sample=10000,\n", " pdf.file.name=NULL,\n", " pdf.width=5, \n", " pdf.height=5\n", " );\n", "plotViz(\n", " obj=x.sp, \n", " method=\"umap\", \n", " point.size=0.5, \n", " point.shape=19, \n", " point.alpha=0.8, \n", " point.color=\"sample\", \n", " text.add=FALSE,\n", " text.size=1.5,\n", " text.color=\"black\",\n", " text.halo.add=TRUE,\n", " text.halo.color=\"white\",\n", " text.halo.width=0.2,\n", " down.sample=10000,\n", " legend.add=TRUE,\n", " pdf.file.name=NULL,\n", " pdf.width=5, \n", " pdf.height=5\n", " );" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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299i5/8hN//noEBenux2xkYIBAgGKSvj7Y2PB5CIYJBWlpobaWnh1Ao0q/nI9LY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gCoW4Ha+u5oMPAIqLiY4WwlXJCfTjj4mK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\nCLWSJTJ3KHCIXI6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eTl4fUCxOOkppKbi9OpVsAypEUitLby1lukpXHSSQO3P8vwNNICx4/37aolYgen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\n8tRTNDby7ruEQjid/PrXrFtHVdVF7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h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\nA4rnDyEz8xsrAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature.value = SnapATAC::rowSums(x.sp@bmat);\n", "feature.value = pmin(feature.value, quantile(feature.value, 0.99));\n", "feature.value = pmax(feature.value, 0);\n", "feature.value = (feature.value-min(feature.value))/(max(feature.value)-min(feature.value));\n", "PlotFeatureSingle(\n", " obj=x.sp, \n", " feature.value=feature.value,\n", " method=\"tsne\", \n", " point.size=0.3, \n", " point.shape=19, \n", " point.color=\"red\", \n", " down.sample=10000, \n", " pdf.file.name=NULL, \n", " pdf.width=7, \n", " pdf.height==7\n", " );\n", "PlotFeatureSingle(\n", " obj=x.sp, \n", " feature.value=feature.value,\n", " method=\"umap\", \n", " point.size=0.2, \n", " point.shape=19, \n", " point.color=\"red\", \n", " down.sample=10000, \n", " pdf.file.name=NULL, \n", " pdf.width=7, \n", " pdf.height==7\n", " );" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "R version 3.5.1 (2018-07-02)\n", "Platform: x86_64-conda_cos6-linux-gnu (64-bit)\n", "Running under: CentOS Linux 7 (Core)\n", "\n", "Matrix products: default\n", "BLAS: /data/pinello/SHARED_SOFTWARE/anaconda3/envs/ATACseq_SnapATAC_py37/lib/R/lib/libRblas.so\n", "LAPACK: /data/pinello/SHARED_SOFTWARE/anaconda3/envs/ATACseq_SnapATAC_py37/lib/R/lib/libRlapack.so\n", "\n", "locale:\n", " [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C \n", " [3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8 \n", " [5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8 \n", " [7] LC_PAPER=en_US.UTF-8 LC_NAME=C \n", " [9] LC_ADDRESS=C LC_TELEPHONE=C \n", "[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C \n", "\n", "attached base packages:\n", "[1] parallel stats4 stats graphics grDevices utils datasets \n", "[8] methods base \n", "\n", "other attached packages:\n", "[1] GenomicRanges_1.34.0 GenomeInfoDb_1.18.2 IRanges_2.16.0 \n", "[4] S4Vectors_0.20.1 BiocGenerics_0.28.0 SnapATAC_1.0.0 \n", "[7] rhdf5_2.26.2 Matrix_1.2-17 \n", "\n", "loaded via a namespace (and not attached):\n", " [1] reticulate_1.12 pbdZMQ_0.3-3 locfit_1.5-9.1 \n", " [4] repr_1.0.1 lattice_0.20-38 colorspace_1.4-1 \n", " [7] vctrs_0.1.0 doSNOW_1.0.16 htmltools_0.3.6 \n", "[10] snow_0.4-3 base64enc_0.1-3 rlang_0.3.4 \n", "[13] pillar_1.4.1 sp_1.3-1 RColorBrewer_1.1-2 \n", "[16] uuid_0.1-2 GenomeInfoDbData_1.2.0 foreach_1.4.4 \n", "[19] plyr_1.8.4 umap_0.2.2.0 zlibbioc_1.28.0 \n", "[22] munsell_0.5.0 raster_2.9-5 codetools_0.2-16 \n", "[25] evaluate_0.14 doParallel_1.0.14 irlba_2.3.3 \n", "[28] IRdisplay_0.7.0 Rcpp_1.0.1 edgeR_3.24.3 \n", "[31] backports_1.1.4 scales_1.0.0 limma_3.38.3 \n", "[34] IRkernel_1.0.1 jsonlite_1.6 XVector_0.22.0 \n", "[37] RSpectra_0.14-0 RANN_2.6.1 digest_0.6.19 \n", "[40] Rtsne_0.15 grid_3.5.1 tools_3.5.1 \n", "[43] bitops_1.0-6 magrittr_1.5 RCurl_1.95-4.12 \n", "[46] crayon_1.3.4 bigmemory.sri_0.1.3 bigmemory_4.5.33 \n", "[49] pkgconfig_2.0.2 zeallot_0.1.0 iterators_1.0.10 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