Mercurial > repos > proteore > proteore_clusterprofiler
annotate GO-enrich.R @ 0:bd052861852b draft
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author | proteore |
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date | Thu, 01 Mar 2018 10:05:18 -0500 |
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children | 710414ebb6db |
rev | line source |
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1 library(clusterProfiler) |
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2 |
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3 #library(org.Sc.sgd.db) |
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4 library(org.Hs.eg.db) |
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5 library(org.Mm.eg.db) |
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6 |
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7 # Read file and return file content as data.frame? |
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8 readfile = function(filename, header) { |
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9 if (header == "true") { |
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10 # Read only the first line of the files as data (without headers): |
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11 headers <- read.table(filename, nrows = 1, header = FALSE, sep = "\t", stringsAsFactors = FALSE, fill = TRUE, na.strings=c("", "NA"), blank.lines.skip = TRUE) |
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12 #Read the data of the files (skipping the first row): |
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13 file <- read.table(filename, skip = 1, header = FALSE, sep = "\t", stringsAsFactors = FALSE, fill = TRUE, na.strings=c("", "NA"), blank.lines.skip = TRUE) |
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14 # Remove empty rows |
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15 file <- file[!apply(is.na(file) | file == "", 1, all), , drop=FALSE] |
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16 #And assign the headers of step two to the data: |
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17 names(file) <- headers |
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18 } |
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19 else { |
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20 file <- read.table(filename, header = FALSE, sep = "\t", stringsAsFactors = FALSE, fill = TRUE, na.strings=c("", "NA"), blank.lines.skip = TRUE) |
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21 file <- file[!apply(is.na(file) | file == "", 1, all), , drop=FALSE] |
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22 } |
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23 return(file) |
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24 } |
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25 |
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26 repartition.GO <- function(geneid, orgdb, ontology, level=3, readable=TRUE) { |
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27 ggo<-groupGO(gene=geneid, |
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28 OrgDb = orgdb, |
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29 ont=ontology, |
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30 level=level, |
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31 readable=TRUE) |
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32 name <- paste("GGO.", ontology, ".png", sep = "") |
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33 png(name) |
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34 p <- barplot(ggo) |
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35 print(p) |
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36 dev.off() |
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37 return(ggo) |
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38 } |
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39 |
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40 # GO over-representation test |
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41 enrich.GO <- function(geneid, orgdb, ontology, pval_cutoff, qval_cutoff) { |
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42 ego<-enrichGO(gene=geneid, |
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43 OrgDb=orgdb, |
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44 keytype="ENTREZID", |
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45 ont=ontology, |
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46 pAdjustMethod="BH", |
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47 pvalueCutoff=pval_cutoff, |
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48 qvalueCutoff=qval_cutoff, |
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49 readable=TRUE) |
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50 bar_name <- paste("EGO.", ontology, ".bar.png", sep = "") |
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51 png(bar_name) |
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52 p <- barplot(ego) |
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53 print(p) |
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54 dev.off() |
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55 dot_name <- paste("EGO.", ontology, ".dot.png", sep = "") |
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56 png(dot_name) |
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57 p <- dotplot(ego) |
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58 print(p) |
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59 dev.off() |
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60 return(ego) |
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61 } |
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62 |
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63 clusterProfiler = function() { |
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64 args <- commandArgs(TRUE) |
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65 if(length(args)<1) { |
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66 args <- c("--help") |
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67 } |
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68 |
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69 # Help section |
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70 if("--help" %in% args) { |
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71 cat("clusterProfiler Enrichment Analysis |
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72 Arguments: |
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73 --input_type: type of input (list of id or filename) |
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74 --input: input |
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75 --ncol: the column number which you would like to apply... |
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76 --header: true/false if your file contains a header |
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77 --id_type: the type of input IDs (UniProt/EntrezID) |
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78 --species |
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79 --onto_opt: ontology options |
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80 --go_function: groupGO/enrichGO |
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81 --level: 1-3 |
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82 --pval_cutoff |
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83 --qval_cutoff |
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84 --text_output: text output filename \n") |
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85 q(save="no") |
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86 } |
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87 # Parse arguments |
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88 parseArgs <- function(x) strsplit(sub("^--", "", x), "=") |
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89 argsDF <- as.data.frame(do.call("rbind", parseArgs(args))) |
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90 args <- as.list(as.character(argsDF$V2)) |
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91 names(args) <- argsDF$V1 |
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92 |
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93 input_type = args$input_type |
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94 if (input_type == "text") { |
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95 input = args$input |
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96 } |
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97 else if (input_type == "file") { |
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98 filename = args$input |
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99 ncol = args$ncol |
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100 # Check ncol |
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101 if (! as.numeric(gsub("c", "", ncol)) %% 1 == 0) { |
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102 stop("Please enter an integer for level") |
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103 } |
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104 else { |
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105 ncol = as.numeric(gsub("c", "", ncol)) |
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106 } |
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107 header = args$header |
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108 # Get file content |
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109 file = readfile(filename, header) |
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110 # Extract Protein IDs list |
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111 input = c() |
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112 for (row in as.character(file[,ncol])) { |
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113 input = c(input, strsplit(row, ";")[[1]][1]) |
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114 } |
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115 } |
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116 id_type = args$id_type |
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117 |
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118 |
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119 #ID format Conversion |
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120 #This case : from UNIPROT (protein id) to ENTREZ (gene id) |
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121 #bitr = conversion function from clusterProfiler |
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122 |
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123 if (args$species=="human") { |
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124 orgdb<-org.Hs.eg.db |
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125 } |
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126 else if (args$species=="mouse") { |
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127 orgdb<-org.Mm.eg.db |
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128 } |
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129 else if (args$species=="rat") { |
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130 orgdb<-org.Rn.eg.db |
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131 } |
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132 |
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133 ##to initialize |
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134 if (id_type=="Uniprot") { |
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135 idFrom<-"UNIPROT" |
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136 idTo<-"ENTREZID" |
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137 gene<-bitr(input, fromType=idFrom, toType=idTo, OrgDb=orgdb) |
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138 } |
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139 else if (id_type=="Entrez") { |
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140 gene<-input |
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141 } |
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142 |
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143 ontology <- strsplit(args$onto_opt, ",")[[1]] |
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144 if (args$go_represent == "true") { |
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145 go_represent <- args$go_represent |
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146 level <- as.numeric(args$level) |
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147 } |
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148 if (args$go_enrich == "true") { |
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149 go_enrich <- args$go_enrich |
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150 pval_cutoff <- as.numeric(args$pval_cutoff) |
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151 qval_cutoff <- as.numeric(args$qval_cutoff) |
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152 } |
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153 |
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154 ##enrichGO : GO over-representation test |
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155 for (onto in ontology) { |
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156 if (args$go_represent == "true") { |
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157 ggo<-repartition.GO(gene$ENTREZID, orgdb, onto, level, readable=TRUE) |
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158 write.table(ggo, args$text_output, append = TRUE, sep="\t", row.names = FALSE, quote=FALSE) |
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159 } |
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160 if (args$go_enrich == "true") { |
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161 ego<-enrich.GO(gene$ENTREZID, orgdb, onto, pval_cutoff, qval_cutoff) |
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162 write.table(ego, args$text_output, append = TRUE, sep="\t", row.names = FALSE, quote=FALSE) |
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163 } |
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164 } |
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165 } |
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166 |
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167 clusterProfiler() |