annotate sleuth.R @ 3:2c3d294dbe42 draft default tip

planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/sleuth commit 4adb19064a6973121680119529444286c24c1ac1
author iuc
date Mon, 02 Jun 2025 21:31:22 +0000
parents d6b5fc94062c
children
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1 library(sleuth,
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2 quietly = TRUE,
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3 warn.conflicts = FALSE
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4 )
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5 library(annotables, quietly = TRUE, warn.conflicts = FALSE)
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6 library(argparse, quietly = TRUE, warn.conflicts = FALSE)
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7 library(tidyverse)
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10 # setup R error handling to go to stderr
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11 options(
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12 show.error.messages = FALSE,
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13 error = function() {
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14 cat(geterrmessage(), file = stderr())
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15 q("no", 1, FALSE)
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16 }
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17 )
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19 # we need that to not crash galaxy with an UTF8 error on German LC settings.
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20 loc <- Sys.setlocale("LC_MESSAGES", "en_US.UTF-8")
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22 ################################################################################
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23 ### Input Processing
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24 ################################################################################
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27 # Collect arguments from command line
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28 parser <- ArgumentParser(description = "Sleuth R script")
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29
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30 parser$add_argument("--factorLevel", action = "append", required = FALSE)
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31 parser$add_argument("--factorLevel_counts",
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32 action = "append",
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33 required = FALSE
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34 )
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35 parser$add_argument("--factorLevel_n", action = "append", required = FALSE)
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36 parser$add_argument("--cores", type = "integer", required = FALSE)
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37 parser$add_argument("--normalize", action = "store_true", required = FALSE)
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38 parser$add_argument("--nbins", type = "integer", required = FALSE)
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39 parser$add_argument("--lwr", type = "numeric", required = FALSE)
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40 parser$add_argument("--upr", type = "numeric", required = FALSE)
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41 parser$add_argument("--metadata_file",
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42 action = "append",
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43 required = FALSE
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44 )
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45 parser$add_argument("--experiment_design", required = FALSE)
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47 args <- parser$parse_args()
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48
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49 if (args$experiment_design == "complex") {
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50 ## Complex experiment design
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51 ############################
2
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52
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53 s2c <-
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54 read.table(
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55 file = args$metadata_file,
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56 header = TRUE,
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57 sep = "\t"
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58 )
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59
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60 s2c$path <- file.path("./kallisto_outputs/", paste(s2c$path, ".h5", sep = ""))
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61 for (f in args$factorLevel_counts) {
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62 file.rename(f, paste(f, ".h5", sep = ""))
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63 }
0
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64
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65 so <- sleuth_prep(s2c, full_model = ~condition, num_cores = 1)
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66 so <- sleuth_fit(so)
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67 } else {
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68 ## Simple experiment design
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69 ###########################
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70
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71 conditions <- c()
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72 for (x in seq_along(args$factorLevel)) {
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73 temp <- append(conditions, rep(args$factorLevel[[x]]))
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74 conditions <- temp
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75 }
0
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76
3
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77 sample_names <-
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78 gsub(".fastq.+", "", basename(args$factorLevel_counts))
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79
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80 design <-
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81 data.frame(list(
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82 sample = sample_names,
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83 condition = conditions,
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84 path = args$factorLevel_counts
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85 ))
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86 so <- sleuth_prep(design,
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87 cores = args$cores,
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88 normalize = args$normalize
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89 )
1
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90 }
0
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91
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92 so <- sleuth_fit(
3
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93 so,
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94 ~condition,
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95 "full",
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96 n_bins = args$nbins,
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97 lwr = args$lwr,
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98 upr = args$upr
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99 )
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100
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101 so <- sleuth_fit(
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102 so,
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103 ~1,
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104 "reduced",
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105 n_bins = args$nbins,
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106 lwr = args$lwr,
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107 upr = args$upr
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108 )
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109
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110 so <- sleuth_lrt(so, "reduced", "full")
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111
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112 sleuth_table <-
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113 sleuth_results(so, "reduced:full", "lrt", show_all = FALSE)
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114
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115 write.table(
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116 sleuth_table,
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117 file = "sleuth_table.tab",
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118 quote = FALSE,
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119 sep = "\t",
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120 col.names = TRUE,
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121 row.names = FALSE
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122 )
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123
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124
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125 outputFile <- file.path(getwd(), "pca_plot.pdf")
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126 pdf(
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127 file = outputFile,
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128 height = 6,
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129 width = 9
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130 )
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131 plot_pca(so, color_by = "condition")
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132 dev.off()
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133
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134 outputFile <- file.path(getwd(), "group_density.pdf")
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135 pdf(
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136 file = outputFile,
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137 height = 6,
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138 width = 9
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139 )
0
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140 plot_group_density(
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141 so,
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142 use_filtered = TRUE,
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143 units = "est_counts",
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144 trans = "log",
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145 grouping = setdiff(
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146 colnames(so$sample_to_covariates),
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147 "sample"
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148 ),
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149 offset = 1
0
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150 )
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151 dev.off()