analys_ChiPseekerShortExplain.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TLX3 peaks in TLX3 cell line annotation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "library(ChIPseeker)\n",
    "library(TxDb.Mmusculus.UCSC.mm9.knownGene)\n",
    "txdb <- TxDb.Mmusculus.UCSC.mm9.knownGene"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "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 = \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "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": "markdown",
   "metadata": {},
   "source": [
    "The annotation column annotates the genomic location of a given peak. Since some annotations overlap, they are assigned based on the following priority.\n",
    "\n",
    "- Promoter (defined by tssRegion parameter)\n",
    "- 5’ UTR\n",
    "- 3’ UTR\n",
    "- Exon\n",
    "- Intron\n",
    "- Downstream (immediate downstream of a gene, within 3kb)\n",
    "- Distal Intergenic\n",
    "\n",
    "*Downstream* is defined as the downstream of gene end.\n",
    "\n",
    "In package it have implemented *plotAnnoPie* and *plotAnnoBar* to visualize their distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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b3qYE/Qz3woULXbrI2Axa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\nZIJgBwAAIBMEOwAAAJkg2AEAAMjE/wNOnEIoXLKMIQAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotAnnoPie(peakAnno)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is challenging to visualize the annotation overlap and *venn pie-agram* can partially solve this issue. It’s hard/impossible to visualize all the overlap information within one vennpie plot.\n",
    "\n",
    "In package *ChIPseeker* it is employed the *vennpie* for that and now with the *vennpie* function, we can visualize some of the overlap annotations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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RbbQ0JCzKfcKisrvby8tArUnD17VkTi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\nAIQQdgAAIYQdAEAIYQcAEOJfSHyM1hF4SgAAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vennpie(peakAnno, r=0.15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Not all overlap information can be demonstrated in *vennpie*. *Upset* is an effective way to visualize sets and intersections. We implement *upset*  upsetplot function, that can visualize ChIP annotation overlap directly. \n",
    "\n",
    "Although *upset* contains more information, *vennpie* is more intuitive and the final figure is more compact. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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": "markdown",
   "metadata": {},
   "source": [
    "## Visualize distribution of TF-binding loci relative to TSS\n",
    "\n",
    "The distance from the peak (binding site) to the TSS of the nearest gene is calculated by *annotatePeak* and reported in the output.  We provide *plotDistToTSS* to calculate the percentage of binding sites upstream and downstream from the TSS of the nearest genes, and visualize the distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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": [
    "\n",
    "plotDistToTSS(peakAnno, \n",
    "              title=\"Distribution of transcription factor-binding loci\\nrelative to TSS\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Functional enrichment analysis in Reactome10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "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.\n",
    "\n",
    "\n",
    "**Reactome** is an open-source, open access, manually curated and peer-reviewed pathway database. [Reactome](http://www.reactome.org/)\n",
    "\n",
    "\n",
    "Enrichment analysis is a widely used approach to identify biological themes. Here, we implement hypergeometric model to assess whether the number of selected genes associated with reactome pathway is larger than expected. The p values were calculated based the hypergeometric model2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "library(ReactomePA)\n",
    "peak <- readPeakFile(tlx_peaks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "gene <- seq2gene(peak, tssRegion = c(-1000, 1000), flankDistance = 3000, TxDb=txdb)\n",
    "pathway <- enrichPathway(gene, organism = \"mouse\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "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(pathway)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "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
}