analys_ChiPseeker.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "ChIPseeker v1.10.3  For help: https://guangchuangyu.github.io/ChIPseeker\n",
      "\n",
      "If you use ChIPseeker in published research, please cite:\n",
      "Guangchuang Yu, Li-Gen Wang, Qing-Yu He. ChIPseeker: an R/Bioconductor package for ChIP peak annotation, comparison and visualization. Bioinformatics 2015, 31(14):2382-2383\n",
      "Loading required package: GenomicFeatures\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:stats’:\n",
      "\n",
      "    IQR, mad, xtabs\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    anyDuplicated, append, as.data.frame, cbind, colnames, do.call,\n",
      "    duplicated, eval, evalq, Filter, Find, get, grep, grepl, intersect,\n",
      "    is.unsorted, lapply, lengths, Map, mapply, match, mget, order,\n",
      "    paste, pmax, pmax.int, pmin, pmin.int, Position, rank, rbind,\n",
      "    Reduce, rownames, sapply, setdiff, sort, table, tapply, union,\n",
      "    unique, unsplit, which, which.max, which.min\n",
      "\n",
      "Loading required package: S4Vectors\n",
      "Loading required package: stats4\n",
      "\n",
      "Attaching package: ‘S4Vectors’\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    colMeans, colSums, expand.grid, rowMeans, rowSums\n",
      "\n",
      "Loading required package: IRanges\n",
      "Loading required package: GenomeInfoDb\n",
      "Loading required package: GenomicRanges\n",
      "Loading required package: AnnotationDbi\n",
      "Loading required package: Biobase\n",
      "Welcome to Bioconductor\n",
      "\n",
      "    Vignettes contain introductory material; view with\n",
      "    'browseVignettes()'. To cite Bioconductor, see\n",
      "    'citation(\"Biobase\")', and for packages 'citation(\"pkgname\")'.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#source(\"https://bioconductor.org/biocLite.R\")\n",
    "#biocLite(\"ChIPseeker\")\n",
    "#biocLite(\"TxDb.Mmusculus.UCSC.mm9.knownGene\")\n",
    "\n",
    "library(ChIPseeker)\n",
    "library(TxDb.Mmusculus.UCSC.mm9.knownGene)\n",
    "txdb <- TxDb.Mmusculus.UCSC.mm9.knownGene"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: DOSE\n",
      "DOSE v3.0.9  For help: https://guangchuangyu.github.io/DOSE\n",
      "\n",
      "If you use DOSE in published research, please cite:\n",
      "Guangchuang Yu, Li-Gen Wang, Guang-Rong Yan, Qing-Yu He. DOSE: an R/Bioconductor package for Disease Ontology Semantic and Enrichment analysis. Bioinformatics 2015, 31(4):608-609\n",
      "\n",
      "clusterProfiler v3.2.10  For help: https://guangchuangyu.github.io/clusterProfiler\n",
      "\n",
      "If you use clusterProfiler in published research, please cite:\n",
      "Guangchuang Yu., Li-Gen Wang, Yanyan Han, Qing-Yu He. clusterProfiler: an R package for comparing biological themes among gene clusters. OMICS: A Journal of Integrative Biology. 2012, 16(5):284-287.\n"
     ]
    }
   ],
   "source": [
    "#source(\"https://bioconductor.org/biocLite.R\")\n",
    "#biocLite(\"clusterProfiler\")\n",
    "library(clusterProfiler)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#source(\"https://bioconductor.org/biocLite.R\")\n",
    "#biocLite(\"ReactomePA\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "'/home/sergio/media/NAS4/PFlab/TLX3_project/ChiP-Seq/TLX3/051peak_merge/TLX3_TLX3_summits.bed'"
      ],
      "text/latex": [
       "'/home/sergio/media/NAS4/PFlab/TLX3\\_project/ChiP-Seq/TLX3/051peak\\_merge/TLX3\\_TLX3\\_summits.bed'"
      ],
      "text/markdown": [
       "'/home/sergio/media/NAS4/PFlab/TLX3_project/ChiP-Seq/TLX3/051peak_merge/TLX3_TLX3_summits.bed'"
      ],
      "text/plain": [
       "[1] \"/home/sergio/media/NAS4/PFlab/TLX3_project/ChiP-Seq/TLX3/051peak_merge/TLX3_TLX3_summits.bed\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "library(yaml)\n",
    "rel_path = \"/home/sergio/media\"\n",
    "tlx_list <- yaml.load_file(\"tracks/TLX3_TLX3_list.yaml\")\n",
    "tlx_peaks <- paste(rel_path, tlx_list$peaks[1], sep = \"\")\n",
    "tlx_peaks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "peak <- readPeakFile(tlx_peaks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "  [1] aggregate           anyNA               <=                 \n",
       "  [4] <                   ==                  >=                 \n",
       "  [7] >                   !=                  append             \n",
       " [10] as.character        as.complex          as.data.frame      \n",
       " [13] as.env              as.factor           as.integer         \n",
       " [16] as.list             as.logical          as.matrix          \n",
       " [19] as.numeric          as.raw              by                 \n",
       " [22] c                   coerce              coerce<-           \n",
       " [25] countOverlaps       coverage            disjoin            \n",
       " [28] disjointBins        distance            distanceToNearest  \n",
       " [31] duplicated          elementMetadata<-   elementMetadata    \n",
       " [34] end<-               end                 eval               \n",
       " [37] expand.grid         expand              extractROWS        \n",
       " [40] extractUpstreamSeqs findOverlaps        flank              \n",
       " [43] follow              gaps                [                  \n",
       " [46] $<-                 $                   getPromoterSeq     \n",
       " [49] [<-                 granges             head               \n",
       " [52] %in%                intersect           isDisjoint         \n",
       " [55] is.unsorted         length              lengths            \n",
       " [58] mapFromTranscripts  mapToTranscripts    match              \n",
       " [61] mcols<-             mcols               merge              \n",
       " [64] metadata<-          metadata            mstack             \n",
       " [67] names<-             names               narrow             \n",
       " [70] nearest             NROW                Ops                \n",
       " [73] order               overlapsAny         parallelSlotNames  \n",
       " [76] pcompare            pgap                pintersect         \n",
       " [79] pmapFromTranscripts pmapToTranscripts   precede            \n",
       " [82] promoters           psetdiff            punion             \n",
       " [85] range               ranges<-            ranges             \n",
       " [88] rank                reduce              relistToClass      \n",
       " [91] relist              rename              rep.int            \n",
       " [94] replaceROWS         rep                 resize             \n",
       " [97] restrict            rev                 ROWNAMES           \n",
       "[100] score<-             score               selfmatch          \n",
       "[103] seqinfo<-           seqinfo             seqlevelsInUse     \n",
       "[106] seqnames<-          seqnames            setdiff            \n",
       "[109] setequal            shiftApply          shift              \n",
       "[112] showAsCell          show                slidingWindows     \n",
       "[115] sort                split               split<-            \n",
       "[118] start<-             start               strand<-           \n",
       "[121] strand              subsetByOverlaps    subset             \n",
       "[124] summary             table               tail               \n",
       "[127] tapply              tile                trim               \n",
       "[130] union               unique              update             \n",
       "[133] updateObject        values<-            values             \n",
       "[136] width<-             width               window<-           \n",
       "[139] window              with                xtabs              \n",
       "[142] xtfrm              \n",
       "see '?methods' for accessing help and source code"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "methods(class=class(peak))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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mPQPBfDIL34rSCc1pmdPuuWxZrNY+Mf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BC41riAF0oLb7oIKl+LIHK7Sr+Gz24jm/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\nkBBEAVBICKIAKCQEUYD/B8qgJ5S1LEUBAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "covplot(peak, weightCol=\"V5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#covplot(peak, weightCol=\"V5\", chrs=c(\"chr17\", \"chr18\"), xlim=c(4.5e7, 5e7))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Profile of ChIP peaks binding to TSS regions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "promoter <- getPromoters(TxDb=txdb, upstream=3000, downstream=3000, by = \"transcript\")\n",
    "tagMatrix <- getTagMatrix(peak, windows=promoter)\n",
    "tss <- getBioRegion(TxDb=txdb, upstream=1000, downstream=1000, by=\"transcript\")\n",
    "#tagMatrix <- getTagMatrix(peak, windows=tss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GRanges object with 6 ranges and 0 metadata columns:\n",
       "      seqnames                 ranges strand\n",
       "         <Rle>              <IRanges>  <Rle>\n",
       "  [1]     chr9 [ 20871369,  20873369]      -\n",
       "  [2]     chr7 [ 92111519,  92113519]      -\n",
       "  [3]    chr10 [ 77173202,  77175202]      +\n",
       "  [4]     chr4 [143751554, 143753554]      -\n",
       "  [5]     chr4 [134305022, 134307022]      -\n",
       "  [6]     chr4 [134322919, 134324919]      -\n",
       "  -------\n",
       "  seqinfo: 35 sequences from an unspecified genome; no seqlengths"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(tss)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Heatmap of ChIP binding to TSS regions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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tIvTtMtv3d5/qfpZw6/fMP0uZM3y5lf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\nCAgJAkKCwP8CRfO6wBYlkzkAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tagHeatmap(tagMatrix, xlim=c(-3000, 3000), color=\"red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Average Profile of ChIP peaks binding to TSS region\n",
    "#plotAvgProf(tagMatrix, xlim=c(-3000, 3000), conf = 0.95,\n",
    "            #xlab=\"Genomic Region (5'->3')\", ylab = \"Read Count Frequency\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Peak Annotation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'ACCNUM'</li>\n",
       "\t<li>'ALIAS'</li>\n",
       "\t<li>'ENSEMBL'</li>\n",
       "\t<li>'ENSEMBLPROT'</li>\n",
       "\t<li>'ENSEMBLTRANS'</li>\n",
       "\t<li>'ENTREZID'</li>\n",
       "\t<li>'ENZYME'</li>\n",
       "\t<li>'EVIDENCE'</li>\n",
       "\t<li>'EVIDENCEALL'</li>\n",
       "\t<li>'GENENAME'</li>\n",
       "\t<li>'GO'</li>\n",
       "\t<li>'GOALL'</li>\n",
       "\t<li>'IPI'</li>\n",
       "\t<li>'MGI'</li>\n",
       "\t<li>'ONTOLOGY'</li>\n",
       "\t<li>'ONTOLOGYALL'</li>\n",
       "\t<li>'PATH'</li>\n",
       "\t<li>'PFAM'</li>\n",
       "\t<li>'PMID'</li>\n",
       "\t<li>'PROSITE'</li>\n",
       "\t<li>'REFSEQ'</li>\n",
       "\t<li>'SYMBOL'</li>\n",
       "\t<li>'UNIGENE'</li>\n",
       "\t<li>'UNIPROT'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'ACCNUM'\n",
       "\\item 'ALIAS'\n",
       "\\item 'ENSEMBL'\n",
       "\\item 'ENSEMBLPROT'\n",
       "\\item 'ENSEMBLTRANS'\n",
       "\\item 'ENTREZID'\n",
       "\\item 'ENZYME'\n",
       "\\item 'EVIDENCE'\n",
       "\\item 'EVIDENCEALL'\n",
       "\\item 'GENENAME'\n",
       "\\item 'GO'\n",
       "\\item 'GOALL'\n",
       "\\item 'IPI'\n",
       "\\item 'MGI'\n",
       "\\item 'ONTOLOGY'\n",
       "\\item 'ONTOLOGYALL'\n",
       "\\item 'PATH'\n",
       "\\item 'PFAM'\n",
       "\\item 'PMID'\n",
       "\\item 'PROSITE'\n",
       "\\item 'REFSEQ'\n",
       "\\item 'SYMBOL'\n",
       "\\item 'UNIGENE'\n",
       "\\item 'UNIPROT'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'ACCNUM'\n",
       "2. 'ALIAS'\n",
       "3. 'ENSEMBL'\n",
       "4. 'ENSEMBLPROT'\n",
       "5. 'ENSEMBLTRANS'\n",
       "6. 'ENTREZID'\n",
       "7. 'ENZYME'\n",
       "8. 'EVIDENCE'\n",
       "9. 'EVIDENCEALL'\n",
       "10. 'GENENAME'\n",
       "11. 'GO'\n",
       "12. 'GOALL'\n",
       "13. 'IPI'\n",
       "14. 'MGI'\n",
       "15. 'ONTOLOGY'\n",
       "16. 'ONTOLOGYALL'\n",
       "17. 'PATH'\n",
       "18. 'PFAM'\n",
       "19. 'PMID'\n",
       "20. 'PROSITE'\n",
       "21. 'REFSEQ'\n",
       "22. 'SYMBOL'\n",
       "23. 'UNIGENE'\n",
       "24. 'UNIPROT'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] \"ACCNUM\"       \"ALIAS\"        \"ENSEMBL\"      \"ENSEMBLPROT\"  \"ENSEMBLTRANS\"\n",
       " [6] \"ENTREZID\"     \"ENZYME\"       \"EVIDENCE\"     \"EVIDENCEALL\"  \"GENENAME\"    \n",
       "[11] \"GO\"           \"GOALL\"        \"IPI\"          \"MGI\"          \"ONTOLOGY\"    \n",
       "[16] \"ONTOLOGYALL\"  \"PATH\"         \"PFAM\"         \"PMID\"         \"PROSITE\"     \n",
       "[21] \"REFSEQ\"       \"SYMBOL\"       \"UNIGENE\"      \"UNIPROT\"     "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "columns(org.Mm.eg.db)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">> loading peak file...\t\t\t\t 2017-04-12 17:42:26 \n",
      ">> preparing features information...\t\t 2017-04-12 17:42:26 \n",
      ">> identifying nearest features...\t\t 2017-04-12 17:42:27 \n",
      ">> calculating distance from peak to TSS...\t 2017-04-12 17:42:28 \n",
      ">> assigning genomic annotation...\t\t 2017-04-12 17:42:28 \n",
      ">> adding gene annotation...\t\t\t 2017-04-12 17:42:45 \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: org.Mm.eg.db\n",
      "\n",
      "'select()' returned many:many mapping between keys and columns\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">> assigning chromosome lengths\t\t\t 2017-04-12 17:42:47 \n",
      ">> done...\t\t\t\t\t 2017-04-12 17:42:47 \n"
     ]
    }
   ],
   "source": [
    "#source(\"https://bioconductor.org/biocLite.R\")\n",
    "#biocLite(\"org.Mm.eg.db\")\n",
    "peakAnno <- annotatePeak(tlx_peaks, tssRegion=c(-3000, 3000), \n",
    "                         TxDb=txdb, annoDb=\"org.Mm.eg.db\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize Genomic Annotation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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b3qYE/Qz3woULXbrI2Axa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\nZIJgBwAAIBMEOwAAAJkg2AEAAMjE/wNOnEIoXLKMIQAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Genomic Annotation by pieplot\n",
    "plotAnnoPie(peakAnno)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MEOAABAJgh2AAAAMkGwAwAAkAmCHQAA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\nEOwAAAAkQbADAACQxP8HT+aD4jMcbKkAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Genomic Annotation by barplot\n",
    "plotAnnoBar(peakAnno)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ISGhjo7O+sfHhUVFRcXV1paqtuydevWoUOHJiYmZmZmuri4ZGdn7969e+zYsW+9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\nECHsAAAihB0AQMR729pwrGcTu0QAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Genomic Annotation by vennpie\n",
    "vennpie(peakAnno)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FekLYc98TkefgKGCP4VCQ8/AUMI/4qE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\nqOgTdrO3Uc1m1PgyRQl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T1okz6etQTC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\n",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "upsetplot(peakAnno)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAAAA1BMVEX///+nxBvIAAAACXBI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\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMA3yB4AAXYzOhIAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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C0tLTMz88GDBytXrrS1tV29enVkZGTx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\nSBD/C/3qBUL00kTJAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can combine vennpie with upsetplot by setting vennpie = TRUE.\n",
    "upsetplot(peakAnno, vennpie=TRUE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize distribution of TF-binding loci relative to TSS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PCweeOVlZV6vd7Nzc3mLd+5c6e8vNzd3d1O+9HV1dUeIamkpKS6urpNmzY2b7m6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\nAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The distance from the peak (binding site) to the TSS of the nearest \n",
    "# gene is calculated by annotatePeak and reported in the output. \n",
    "# We provide plotDistToTSS to calculate the percentage of binding sites \n",
    "# upstream and downstream from the TSS of the nearest genes, and \n",
    "# visualize the distribution.\n",
    "plotDistToTSS(peakAnno, \n",
    "              title=\"Distribution of transcription factor-binding loci\\nrelative to TSS\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Functional enrichment analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once we have obtained the annotated nearest genes, we can perform functional enrichment analysis to identify predominant biological themes among these genes by incorporating biological knowledge provided by biological ontologies. For instance, Gene Ontology (GO)7 annotates genes to biological processes, molecular functions, and cellular components in a directed acyclic graph structure, Kyoto Encyclopedia of Genes and Genomes (KEGG)8 annotates genes to pathways, Disease Ontology (DO)9 annotates genes with human disease association, and Reactome10 annotates gene to pathways and reactions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ChIPseeker also provides a function, **seq2gene**, for linking genomc regions to genes in a many-to-many mapping. It consider host gene (exon/intron), promoter region and flanking gene from intergenic region that may under control via cis-regulation. This function is designed to link both coding and non-coding genomic regions to coding genes and facilitate functional analysis.\n",
    "\n",
    "Enrichment analysis is a widely used approach to identify biological themes. I have developed several Bioconductor packages for investigating whether the number of selected genes associated with a particular biological term is larger than expected, including DOSE2 for Disease Ontology, ReactomePA for reactome pathway, clusterProfiler4 for Gene Ontology and KEGG enrichment analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "library(ReactomePA)\n",
    "\n",
    "#pathway1 <- enrichPathway(as.data.frame(peakAnno)$geneId)\n",
    "#head(pathway1, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "gene <- seq2gene(peak, tssRegion = c(-1000, 1000), flankDistance = 3000, TxDb=txdb)\n",
    "pathway2 <- enrichPathway(gene, organism = \"mouse\") \n",
    "#head(pathway2, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kUXLlyYNm1a3RWu+8yq1O1Nd+/eHTlyZHx8vJ6eHhH9+OOP48ePX7Ro0bVr12xt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\nAAAAgBkChR0AAADADIHCDgAAAGCG+Asp5Jt2tXiYFQAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dotplot(pathway2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#source(\"https://bioconductor.org/biocLite.R\")\n",
    "#biocLite(\"BiocUpgrade\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "'TxDb.Mmusculus.UCSC.mm9.knownGene'"
      ],
      "text/latex": [
       "'TxDb.Mmusculus.UCSC.mm9.knownGene'"
      ],
      "text/markdown": [
       "'TxDb.Mmusculus.UCSC.mm9.knownGene'"
      ],
      "text/plain": [
       "[1] \"TxDb.Mmusculus.UCSC.mm9.knownGene\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  }
 ],
 "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": "3.3.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}