Mercurial > repos > iuc > dimet_timecourse_analysis

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planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/DIMet commit 6da96d865a3a557cfa3ad09e1cfa830519e73748
author iuc
date Tue, 06 Aug 2024 17:31:11 +0000
parents d9e56e80a153
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d9e56e80a153 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/DIMet commit 3dba8748fbc8cc8e89ffc08e5febe0a0527a96a5
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1 <tool id="dimet_@EXECUTABLE@" name="dimet @TOOL_LABEL@" version="@TOOL_VERSION@+galaxy@VERSION_SUFFIX@" profile="20.05">
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2 <description>
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3 Differential analysis of tracer metabolomics data comparing consecutive time-points (by DIMet)
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4 </description>
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5 <macros>
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6 <token name="@TOOL_LABEL@">timecourse analysis</token>
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7 <token name="@EXECUTABLE@">timecourse_analysis</token>
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8 <import>macros.xml</import>
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9 </macros>
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10 <expand macro="requirements"/>
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11 <command detect_errors="exit_code"><![CDATA[
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12 @INIT_CONFIG@
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13 @INIT_DIFF_ANALYSIS@
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14 @INIT_STAT_TEST@
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15 @INIT_GROUPS@
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16 @INIT_CONDITIONS_TIMECOURSE@
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17 HYDRA_FULL_ERROR=1 python -m dimet
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18 '++hydra.run.dir=.'
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19 '++figure_path=figures'
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20 '++table_path=tables'
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21 '++analysis={
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22 dataset:{
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23 _target_: dimet.data.DatasetConfig,
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24 name: "I am a synthetic data example"
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25 },
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26 method:{
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27 _target_: dimet.method.TimeCourseAnalysisConfig,
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28 label: "time_course_analysis",
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29 name: "Time wise computation of statistical differences"
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30 },
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31 label: time_course_analysis-example
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32 }'
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33 '++analysis.method.qualityDistanceOverSpan='${qualityDistanceOverSpan}''
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34 '++analysis.statistical_test=${statistical_test}'
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35 '++analysis.method.statistical_test=${statistical_test}'
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36 '++analysis.method.grouping=${groups}'
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37 '++analysis.method.correction_method=${correction_method}'
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38 '++analysis.method.disfit_tail_option="auto"'
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39 '++analysis.method.impute_values=${impute_values}'
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40 '++analysis.dataset.subfolder='
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41 '++analysis.dataset.label='
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42 '++analysis.dataset.conditions=${conditions}'
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43 #if $metadata_path:
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44 '++analysis.dataset.metadata=metadata'
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45 #end if
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46 #if str( $data_input.data_input_selector ) == "abundance":
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47 #if $data_input.abundance_file:
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48 '++analysis.dataset.abundances=abundance'
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49 #end if
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50 #elif str( $data_input.data_input_selector ) == "mean_enrichment":
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51 #if $data_input.me_or_frac_contrib_file:
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52 '++analysis.dataset.mean_enrichment=me_or_frac_contrib'
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53 #end if
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54 #elif str( $data_input.data_input_selector ) == "isotop_prop":
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55 #if $data_input.isotop_prop_file:
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56 '++analysis.dataset.isotopologue_proportions=isotop_prop'
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57 #end if
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58 #else
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59 #if $data_input.isotop_abs_file:
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60 '+analysis.dataset.isotopologues=isotop_abs'
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61 #end if
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62 #end if
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63 @REMOVE_CONFIG@
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64 ]]></command>
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65 <inputs>
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66 <expand macro="input_parameters_diff_analysis"/>
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67 <expand macro="factor_list"/>
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68 <expand macro="correction_method"/>
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69 <param name="qualityDistanceOverSpan" type="float" min="-1.0" max="-0.1" value="-0.3" label="quality Distance Over Span" help="Default value is -0.3."/>
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70 </inputs>
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71 <outputs>
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72 <collection name="report" type="list">
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73 <discover_datasets pattern="__designation__" directory="tables" format="tabular"/>
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74 </collection>
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75 </outputs>
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76 <tests>
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77 <test>
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78 <param name="data_input_selector" value="abundance" />
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79 <param name="abundance_file" ftype="tabular" value="rawAbundances.csv"/>
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80 <param name="metadata_path" ftype="tabular" value="example2_metadata.csv"/>
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81 <param name="correction_method" value="bonferroni"/>
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82 <param name="qualityDistanceOverSpan" value="-0.3"/>
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83 <param name="statistical_test_type" value="parametric"/>
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84 <param name="stat_test" value="Tt"/>
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85 <repeat name="plot_factor_list">
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86 <param name="condition" value="Control"/>
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87 </repeat>
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88 <repeat name="plot_factor_list">
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89 <param name="condition" value="L-Cycloserine"/>
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90 </repeat>
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91 <output_collection name="report" type="list" count="4">
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92 <element file="abundance--cell-Control-T2h-Control-T0-Tt.tsv" name="abundance--cell-Control-T2h-Control-T0-Tt.tsv" ftype="tabular"/>
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93 <element file="abundance--cell-L-Cycloserine-T2h-L-Cycloserine-T0-Tt.tsv" name="abundance--cell-L-Cycloserine-T2h-L-Cycloserine-T0-Tt.tsv" ftype="tabular"/>
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94 <element file="abundance--med-Control-T2h-Control-T0-Tt.tsv" name="abundance--med-Control-T2h-Control-T0-Tt.tsv" ftype="tabular"/>
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95 <element file="abundance--med-L-Cycloserine-T2h-L-Cycloserine-T0-Tt.tsv" name="abundance--med-L-Cycloserine-T2h-L-Cycloserine-T0-Tt.tsv" ftype="tabular"/>
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96 </output_collection>
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97
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98 </test>
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99 </tests>
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100 <help><![CDATA[
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101 This module is part of DIMet: Differential analysis of Isotope-labeled targeted Metabolomics data (https://pypi.org/project/DIMet/).
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102
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103 **Input data files**
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104
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105 This tool performs a time course differential analysis on your time series data.
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106 For illustration see the section **Metadata File Information** which contains several time points.
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107
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108 This time course differential analysis is sequential: by each individual condition, a comparison between the timepoints t_x+1 vs t_x
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109 (e.g. [Control, 90min] vs [Control, 60min]), for all the timepoints present in the data.
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110 Our tool automatically detects the conditions and timepoints, and automatically organizes the comparisons
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111 (you do not need to set this part yourself, DIMet does it for you).
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112
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113 Note that if you need only to compare specific [condition, timepoint] pairs not comprised by
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114 our automatic time course analysis, you can use the differential analysis in the pairwise mode instead.
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115
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116
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117 This tool requires (at max.) 5 tab-delimited .csv files as inputs. There are two types of files:
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118
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119 - The measures' (or quantifications') files, that can be of 4 types.
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120
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121 - The metadata, a unique file with the description of the samples in your measures' files. This is compulsory.
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122
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123 For running DIMet @EXECUTABLE@ you need **at least one** file of measures:
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124
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125 - The total **abundances** (of the metabolites) file
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126
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127 - The mean **enrichment** or labelled fractional contributions
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128
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129 - The **isotopologues** absolute values files (optional)
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130
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131 - The **isotopologue proportions** file (optional)
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132
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133 and one metadata file, WHICH IS COMPULSORY, see section **Metadata File Information**.
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134
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135 The measure's files must be organized as matrices:
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136
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137 - The first column must contain Metabolite IDs that are unique (not repeated) within the file.
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138
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139 - The rest of the columns correspond to the samples
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140
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141 - The rows correspond to the metabolites
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142
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143 - The values must be tab separated, with the first row containing the sample/column labels.
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144
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145 See the following examples of measures' files:
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146
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147
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148 Example - Metabolites **abundances**:
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149
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150 =============== ================== ================== ================== ================== ================== ==================
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151 ID **MCF001089_TD01** **MCF001089_TD02** **MCF001089_TD03** **MCF001089_TD04** **MCF001089_TD05** **MCF001089_TD06**
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152 =============== ================== ================== ================== ================== ================== ==================
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153 2_3-PG 8698823.9926 10718737.7217 10724373.9 8536484.5 22060650 28898956
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154 2-OHGLu 36924336 424336 92060650 45165 84951950 965165051
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155 Glc6P 2310 2142 2683 1683 012532068 1252172
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156 Gly3P 399298 991656565 525195 6365231 89451625 4952651963
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157 IsoCit 0 0 0 84915613 856236 954651610
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158 =============== ================== ================== ================== ================== ================== ==================
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159
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160 Example - mean **enrichment** or labeled fractional contributions:
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161
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162 =============== ================== ================== ================== ================== ================== ==================
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163 ID **MCF001089_TD01** **MCF001089_TD02** **MCF001089_TD03** **MCF001089_TD04** **MCF001089_TD05** **MCF001089_TD06**
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164 =============== ================== ================== ================== ================== ================== ==================
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165 2_3-PG 0.9711 0.968 0.9909 0.991 0.40 0.9
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166 2-OHGLu 0.01719 0.0246 0.554 0.555 0.73 0.68
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167 Glc6P 0.06 0.66 2683 0.06 2068 2172
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168 Gly3P 0.06 0.06 0.06 1 5 3
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169 IsoCit 0.06 1 0.49 0.36 6 10
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170 =============== ================== ================== ================== ================== ================== ==================
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171
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172 Example - **Isotopologues**
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173
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174 =============== ================== ================== ================== ================== ================== ==================
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175 ID **MCF001089_TD01** **MCF001089_TD02** **MCF001089_TD03** **MCF001089_TD04** **MCF001089_TD05** **MCF001089_TD06**
d9e56e80a153 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/DIMet commit 3dba8748fbc8cc8e89ffc08e5febe0a0527a96a5
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176 =============== ================== ================== ================== ================== ================== ==================
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177 2_3-PG_m+0 206171.4626 285834.0353 36413.27637 27367.17784 6171.4626 119999
d9e56e80a153 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/DIMet commit 3dba8748fbc8cc8e89ffc08e5febe0a0527a96a5
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178 2_3-PG_m+1 123 432 101 127 206171.4626 119999
d9e56e80a153 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/DIMet commit 3dba8748fbc8cc8e89ffc08e5febe0a0527a96a5
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179 2_3-PG_m+2 133780.182 161461.2364 182631.3947 132170.3807 358749.348 848754.36
d9e56e80a153 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/DIMet commit 3dba8748fbc8cc8e89ffc08e5febe0a0527a96a5
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180 2_3-PG_m+3 8358749.348 10271010.45 10505228.3 8376820.028 62163.30727 1088.8963
d9e56e80a153 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/DIMet commit 3dba8748fbc8cc8e89ffc08e5febe0a0527a96a5
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181 2-OHGLu_m+0 5550339.322 6072872.833 3855047.791 3216178.72 8358749.348 10271010.45
d9e56e80a153 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/DIMet commit 3dba8748fbc8cc8e89ffc08e5febe0a0527a96a5
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182 2-OHGLu_m+1 0.0 0.0 0.0 0.0 206171.4626 285834.0353
d9e56e80a153 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/DIMet commit 3dba8748fbc8cc8e89ffc08e5febe0a0527a96a5
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183 =============== ================== ================== ================== ================== ================== ==================
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184
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185
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186 Example - **Isotopologue proportions**:
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187
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188 =============== ================== ================== ================== ================== ================== ==================
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189 ID **MCF001089_TD01** **MCF001089_TD02** **MCF001089_TD03** **MCF001089_TD04** **MCF001089_TD05** **MCF001089_TD06**
d9e56e80a153 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/DIMet commit 3dba8748fbc8cc8e89ffc08e5febe0a0527a96a5
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190 =============== ================== ================== ================== ================== ================== ==================
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191 2_3-PG_m+0 0.023701408 0.026667837 0.003395407 0.05955 0.034383527 0.12
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192 2_3-PG_m+1 0.0 0.0 0.0 0.0 0.4 0.12
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193 2_3-PG_m+2 0.015379329 0.01506 0.017029723 0.35483229 0.54131313 0.743
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194 2_3-PG_m+3 0.960919263 0.958268099 0.97957487 0.581310816 0.017029723 0.017
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195 2-OHGLu_m+0 0.972778716 0.960016157 0.238843937 0.234383527 0.9998888 0.015064063
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196 2-OHGLu_m+1 0.0 0.0 0.0 0.0 0.0001112 0.960919263
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197 =============== ================== ================== ================== ================== ================== ==================
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198
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199
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200
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201 **Metadata File Information**
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202
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203 Provide a tab-separated file that has the names of the samples in the first column and one header row.
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204 Column names must be exactly in this order:
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205
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206 name_to_plot
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207 condition
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208 timepoint
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209 timenum
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210 compartment
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211 original_name
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212
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213 Example **Metadata File**:
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214
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215
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216 ==================== =============== ============= ============ ================ =================
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217 **name_to_plot** **condition** **timepoint** **timenum** **compartment** **original_name**
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218 -------------------- --------------- ------------- ------------ ---------------- -----------------
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219 Spleen1_cell_0-1 Spleen1 0min 0 cell MCF001089_TD01
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220 Spleen1_cell_0-2 Spleen1 0min 0 cell MCF001089_TD02
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221 Spleen1_cell_10-1 Spleen1 10min 10 cell MCF001089_TD03
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222 Spleen1_cell_10-2 Spleen1 10min 10 cell MCF001089_TD04
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223 Spleen1_cell_30-1 Spleen1 30min 30 cell MCF001089_TD05
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224 Spleen1_cell_30-2 Spleen1 30min 30 cell MCF001089_TD06
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225 Spleen1_cell_60-1 Spleen1 60min 60 cell MCF001089_TD07
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226 Spleen1_cell_60-2 Spleen1 60min 60 cell MCF001089_TD08
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227 Spleen1_cell_90-1 Spleen1 90min 90 cell MCF001089_TD09
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228 Spleen1_cell_90-2 Spleen1 90min 90 cell MCF001089_TD011
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229 Spleen1_med_30-3 Spleen1 30min 30 med MCF001089_TD025
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230 Spleen1_med_30-2 Spleen1 30min 30 med MCF001089_TD023
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231 ==================== =============== ============= ============ ================ =================
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232
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233
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234 The column **original_name** must have the names of the samples as given in your data.
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235
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236 The column **name_to_plot** must have the names as you want them to be (or set identical to original_name if you prefer). To set names that are meaningful is a better choice, as we will take them to display the results.
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237
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238 The column **timenum** must contain only the numeric part of the timepoint, for example 2,0, 10, 100 (this means, without letters ("T", "t", "s", "h" etc) nor any other symbol). Make sure these time numbers are in the same units (but do not write the units here!).
d9e56e80a153 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/DIMet commit 3dba8748fbc8cc8e89ffc08e5febe0a0527a96a5
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239
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240 The column **compartment** is an abbreviation, coined by you, for the compartments. This will be used for the results' files names: the longer the compartments names are, the longer the output files' names! Please pick short and clear abbreviations to fill this column.
d9e56e80a153 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/DIMet commit 3dba8748fbc8cc8e89ffc08e5febe0a0527a96a5
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241
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242
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243
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244 **Running the analysis**
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245
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246
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247
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248 You can precise how you want your analysis to be executed, with the parameters:
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249
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250 - **datatypes** : the measures type(s) that you want to run
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251
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252 - **statistical_test** : choose, by type of measure, the specific statistical test to be applied.
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253
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254 Kruskal-Wallis, Mann-Whitney, Wilcoxon’s signed rank test, Wilcoxon’s rank sum test
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255 t-test, and permutation test are currently offered (we use the trusted functions from scipy library https://docs.scipy.org/doc/scipy/reference/stats.html).
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256
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257 For the permutation test, we have established as test statistic, the absolute difference of geometric means of the two compared groups.
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258
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259 - **qualityDistanceOverSpan**: a normalized distance between the intervals of values of the compared groups, that is the cutoff for considering a minimal acceptable "separation". A 'distance/span' == 1 is a perfect separation, whereas if 'distance/span' < 0 there is no separation. To use with caution in case of important dispersion of your intra-group values. Default is -0.3 (not stringent)
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260
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261 - **correction_method** : one of the methods for multiple testing correction available in statsmodels library (bonferroni, fdr_bh, sidak, among others, see https://www.statsmodels.org/dev/generated/statsmodels.stats.multitest.multipletests.html).
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262
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263 There exist hints on use that will guide you, next to the parameters.
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264
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265 The output consists of tables with the computed metrics, one by each pair of timepoints compared.
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266 The number of output tables = number-of-conditions x (number-of-timepoints)-1 x number-of-compartments.
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267
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268 For more information about the implemented statistical tests, please visit: https://github.com/cbib/DIMet/wiki/2-Statistical-tests
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269
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270 The output files are explained in https://github.com/cbib/DIMet/wiki/3-Output
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271
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272 **Available data for testing**
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273
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274 You can test our tool with the data from our manuscript https://zenodo.org/record/10579862 (the pertinent
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275 files for you are located in the subfolders inside the data folder).
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276 You can also use the minimal data examples from https://zenodo.org/record/10579891
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277
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278 ]]>
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279 </help>
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280 <expand macro="citations" />
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281 </tool>