Mercurial > repos > labis-app > galaxy_proteomics
annotate t-test.R @ 0:ba070efb6f78 draft
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author | labis-app |
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date | Tue, 03 Jul 2018 17:34:13 -0400 |
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1 #!/usr/bin/env Rscript |
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2 |
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3 # t-test.R |
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4 # AUTHOR: Daniel Travieso |
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5 # E-mail: danielgtravieso@gmail.com |
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6 # LAST REVISED: April 2015 |
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7 # |
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8 # Required packages to work: (getopt", "gtools") |
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9 # Laboratory of Mass Spectrometry at Brazilian Biosciences National Laboratory |
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10 # http://lnbio.cnpem.br/ |
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11 # Copyright CC BY-NC-SA (c) 2014 Brazilian Center for Research in Energy and Materials |
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12 # All rights reserved. |
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13 require('gtools', quietly=TRUE); |
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14 require('getopt', quietly=TRUE); |
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15 #include and execute the read util script |
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16 library('read_util.R'); |
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17 library('write_util.R'); |
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18 |
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19 #define de options input that the read_util$code will have |
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20 opt = matrix(c( |
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21 'inputfile_name', 'i', 1, 'character', |
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22 'type', 't', 1, 'character', |
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23 'outputfile_name', 'o', 1, 'character' |
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24 ),byrow=TRUE, ncol=4); |
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25 |
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26 # parse de input |
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27 options = getopt(opt); |
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28 |
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29 read_util <- read_function(options); |
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30 |
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31 i<-1; |
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32 columns <- list(); |
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33 aux <- c(); |
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34 for (cat in read_util$diff_cat) { |
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35 col <- read_util$col_names[gsub(read_util$regex, "\\1", read_util$col_names) == cat] |
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36 aux <- c(aux, col); |
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37 columns[[i]] <- col; |
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38 i<-i+1; |
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39 } |
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40 # this is a filtered read_util$table to help with calculations |
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41 table_only_columns <- read_util$table[-1, aux] |
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42 |
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43 # this loop computes the ttest result for each row |
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44 # and adds it to a vector |
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45 i <- 2; |
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46 ttestresult <- c(""); |
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47 ttestsignificant <- c(""); |
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48 if (length(read_util$diff_cat) < 2) { |
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49 print(sprintf("Can't calculate t-test. There is only one category for %s collumns", read_util$code)); |
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50 q(1,save="no"); |
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51 } |
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52 |
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53 for (i in seq(2, nrow(table_only_columns)+1)) { |
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54 # the t-test arguments are the control values vector, the treatment values vector |
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55 # and some extra arguments. var.equal says it's a student t-test with stardard |
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56 # deviations assumed equal. mu=0 sets the hipothesis to be null. |
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57 ttestresult[i] <- t.test(table_only_columns[i-1, columns[[1]]], |
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58 table_only_columns[i-1, columns[[2]]], var.equal=TRUE, mu=0)$p.value; |
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59 if (is.na(ttestresult[i])) |
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60 ttestresult[i] = 1.0 |
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61 } |
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62 |
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63 # this defines if the p-value returned for each row is significant |
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64 ttestsignificant[ttestresult <= 0.05] <- "+" |
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65 ttestsignificant[ttestresult > 0.05] <- "" |
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66 |
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67 |
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68 # create two extra rows on the read_util$table, one for p-values and other |
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69 # for siginificance |
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70 #TODO: ou colocar perto da intensidade que se refere ou na 3ยช coluna |
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71 read_util$table[paste0("T.test.result.", read_util$code)] <- NA; |
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72 read_util$table[paste0("T.test.result.", read_util$code)] <- ttestresult; |
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73 read_util$table[paste0("T.test.significant.", read_util$code)] <- NA; |
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74 read_util$table[paste0("T.test.significant.", read_util$code)] <- ttestsignificant; |
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75 |
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76 |
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77 |
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78 |
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79 # write out the read_util$table |
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80 writeout(options$outputfile_name, read_util$table); |