Mercurial > repos > lecorguille > anova
annotate galaxy/stat_anova/abims_anova.r @ 8:c2be3b890724 draft
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author | lecorguille |
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date | Tue, 06 Jun 2017 09:43:23 -0400 |
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1 #!/usr/local/public/bin/Rscript |
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2 # version="1.1" |
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3 |
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4 # date: 06-06-2012 |
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5 # update: 18-02-2014 |
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6 # **Authors** Gildas Le Corguille ABiMS - UPMC/CNRS - Station Biologique de Roscoff - gildas.lecorguille|at|sb-roscoff.fr |
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7 |
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8 # abims_anova.r version 20140218 |
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9 |
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10 library(batch) |
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11 |
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12 |
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13 # function avova |
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14 anova = function (file, sampleinfo, mode="column", condition=1, interaction=F, method="BH", threshold=0.01, selection_method="intersection", sep=";", dec=".", outputdatapvalue="anova.data.output", outputdatafiltered="anova.datafiltered.output") { |
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15 |
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16 |
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17 if (sep=="tabulation") sep="\t" |
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18 if (sep=="semicolon") sep=";" |
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19 if (sep=="comma") sep="," |
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20 |
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21 anova_formula_operator = "+" |
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22 if (interaction) anova_formula_operator = "*" |
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23 |
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24 # -- import -- |
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25 data=read.table(file, header = TRUE, row.names=1, sep = sep, quote="\"", dec = dec, fill = TRUE, comment.char="",na.strings = "NA") |
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26 |
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27 if (mode == "row") data=t(data) |
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28 |
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29 sampleinfoTab=read.table(sampleinfo, header = TRUE, row.names=1, sep = sep, quote="\"") |
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30 rownames(sampleinfoTab) = make.names(rownames(sampleinfoTab)) |
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31 |
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32 |
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33 # -- group -- |
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34 match_data_sampleinfoTab = match(rownames(data),rownames(sampleinfoTab)) |
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35 if (sum(is.na(match_data_sampleinfoTab)) > 0) { |
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36 write("ERROR: There is a problem during to match sample names from the data matrix and from the sample info (presence of NA).", stderr()) |
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37 write("You may need to use change the mode (column/row)", stderr()) |
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38 write("10 first sample names in the data matrix:", stderr()) |
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39 write(head(colnames(data)), stderr()) |
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40 write("10 first sample names in the sample info:", stderr()) |
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41 write(head(rownames(sampleinfoTab)), stderr()) |
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42 quit("no",status=10) |
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43 } |
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44 |
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45 |
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46 # -- anova -- |
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47 |
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48 # formula |
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49 grps=list() |
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50 anova_formula_s = "data ~ " |
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51 cat("\ncontrasts:\n") |
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52 for (i in 1:length(condition)) { |
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53 grps[[i]] = factor(sampleinfoTab[,condition[i]][match_data_sampleinfoTab]) |
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54 anova_formula_s = paste(anova_formula_s, "grps[[",i,"]]",anova_formula_operator, sep="") |
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55 cat(condition[i],"\t",levels(grps[[i]]),"\n") |
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56 # write("Current groups: ", stderr()) |
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57 # write(grp[[i]], stderr()) |
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58 } |
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59 anova_formula_s = substr(anova_formula_s, 1, nchar(anova_formula_s)-1) |
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60 anova_formula = as.formula(anova_formula_s) |
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61 |
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62 |
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63 |
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64 # anova |
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65 manovaObjectList = manova(anova_formula) |
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66 manovaList = summary.aov(manovaObjectList) |
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67 |
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68 # condition renaming |
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69 manovaRownames = gsub(" ","",rownames(manovaList[[1]])) |
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70 manovaNbrPvalue = length(manovaRownames)-1 |
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71 manovaRownames = manovaRownames[-(manovaNbrPvalue+1)] |
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72 |
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73 for (i in 1:length(condition)) { |
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74 manovaRownames = sub(paste("grps\\[\\[",i,"\\]\\]",sep=""),condition[i],manovaRownames) |
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75 anova_formula_s = sub(paste("grps\\[\\[",i,"\\]\\]",sep=""),condition[i],anova_formula_s) |
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76 } |
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77 |
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78 # log |
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79 cat("\nanova_formula",anova_formula_s,"\n") |
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80 |
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81 # p-value |
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82 aovPValue = sapply(manovaList,function(x){x[-(manovaNbrPvalue+1),5]}) |
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83 if(length(condition) == 1) aovPValue = t(aovPValue) |
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84 rownames(aovPValue) = paste("pvalue_",manovaRownames,sep="") |
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85 |
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86 # p-value adjusted |
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87 if(length(condition) == 1) { |
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88 aovAdjPValue = t(p.adjust(aovPValue,method=method)) |
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89 } else { |
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90 aovAdjPValue = apply(aovPValue,2,p.adjust, method=method) |
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91 } |
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92 rownames(aovAdjPValue) = paste("pvalueadjusted.",method,".",manovaRownames,sep="") |
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93 |
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94 # selection |
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95 colSumThreshold = colSums(aovAdjPValue <= threshold) |
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96 if (selection_method == "intersection") { |
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97 datafiltered = data[,colSumThreshold == nrow(aovAdjPValue )] |
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98 } else { |
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99 datafiltered = data[,colSumThreshold != 0] |
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100 } |
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101 |
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102 #data=rbind(data, aovPValue, aovAdjPValue) |
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103 data=rbind(data, aovAdjPValue) |
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104 |
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105 |
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106 if (mode == "row") { |
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107 data=t(data) |
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108 datafiltered=t(datafiltered) |
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109 } |
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110 |
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111 # -- output / return -- |
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112 write.table(data, outputdatapvalue, sep=sep, quote=F, col.names = NA) |
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113 write.table(datafiltered, outputdatafiltered, sep=sep, quote=F, col.names = NA) |
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114 |
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115 # log |
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116 cat("\nthreshold:",threshold,"\n") |
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117 cat("result:",nrow(datafiltered),"/",nrow(data),"\n") |
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118 |
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119 quit("no",status=0) |
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120 } |
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121 |
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122 # log |
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123 cat("ANOVA\n\n") |
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124 cat("Arguments\n") |
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125 args <- commandArgs(trailingOnly = TRUE) |
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126 print(args) |
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127 |
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128 listArguments = parseCommandArgs(evaluate=FALSE) |
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129 do.call(anova, listArguments) |
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130 |
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131 |
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132 |