Mercurial > repos > fubar > differential_count_models
annotate rgedgeRpaired_nocamera.xml @ 115:badcd3b0e708 draft
Uploaded
author | fubar |
---|---|
date | Thu, 23 Oct 2014 01:31:34 -0400 |
parents | 9f2e0ec3e826 |
children | b0d21688db8e |
rev | line source |
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111 | 1 <tool id="rgDifferentialCount" name="Differential_Count" version="0.26"> |
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2 <description>models using BioConductor packages</description> |
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3 <requirements> |
115 | 4 <requirement type="package" version="2.9.1">libxml2</requirement> |
111 | 5 <requirement type="package" version="3.1.1">R_3_1_1</requirement> |
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6 <requirement type="package" version="1.3.18">graphicsmagick</requirement> |
115 | 7 <requirement type="package" version="9.10">ghostscript</requirement> <package name="libxml2" version="2.9.1"> |
8 <requirement type="package" version="2.14">biocbasics</requirement> | |
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9 </requirements> |
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10 |
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11 <command interpreter="python"> |
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12 rgToolFactory.py --script_path "$runme" --interpreter "Rscript" --tool_name "DifferentialCounts" |
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13 --output_dir "$html_file.files_path" --output_html "$html_file" --make_HTML "yes" |
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14 </command> |
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15 <inputs> |
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16 <param name="input1" type="data" format="tabular" label="Select an input matrix - rows are contigs, columns are counts for each sample" |
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17 help="Use the HTSeq based count matrix preparation tool to create these matrices from BAM/SAM files and a GTF file of genomic features"/> |
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18 <param name="title" type="text" value="Differential Counts" size="80" label="Title for job outputs" |
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19 help="Supply a meaningful name here to remind you what the outputs contain"> |
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20 <sanitizer invalid_char=""> |
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21 <valid initial="string.letters,string.digits"><add value="_" /> </valid> |
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22 </sanitizer> |
96ebf676f6c0
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23 </param> |
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24 <param name="treatment_name" type="text" value="Treatment" size="50" label="Treatment Name"/> |
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25 <param name="Treat_cols" label="Select columns containing treatment." type="data_column" data_ref="input1" numerical="True" |
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26 multiple="true" use_header_names="true" size="120" display="checkboxes"> |
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27 <validator type="no_options" message="Please select at least one column."/> |
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28 </param> |
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29 <param name="control_name" type="text" value="Control" size="50" label="Control Name"/> |
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30 <param name="Control_cols" label="Select columns containing control." type="data_column" data_ref="input1" numerical="True" |
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31 multiple="true" use_header_names="true" size="120" display="checkboxes" optional="true"> |
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32 </param> |
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33 <param name="subjectids" type="text" optional="true" size="120" value = "" |
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34 label="IF SUBJECTS NOT ALL INDEPENDENT! Enter comma separated strings to indicate sample labels for (eg) pairing - must be one for every column in input" |
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35 help="Leave blank if no pairing, but eg if data from sample id A99 is in columns 2,4 and id C21 is in 3,5 then enter 'A99,C21,A99,C21'"> |
96ebf676f6c0
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36 <sanitizer> |
96ebf676f6c0
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37 <valid initial="string.letters,string.digits"><add value="," /> </valid> |
96ebf676f6c0
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38 </sanitizer> |
96ebf676f6c0
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39 </param> |
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40 <param name="fQ" type="float" value="0.3" size="5" label="Non-differential contig count quantile threshold - zero to analyze all non-zero read count contigs" |
96ebf676f6c0
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41 help="May be a good or a bad idea depending on the biology and the question. EG 0.3 = sparsest 30% of contigs with at least one read are removed before analysis"/> |
96ebf676f6c0
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42 <param name="useNDF" type="boolean" truevalue="T" falsevalue="F" checked="false" size="1" |
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43 label="Non differential filter - remove contigs below a threshold (1 per million) for half or more samples" |
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44 help="May be a good or a bad idea depending on the biology and the question. This was the old default. Quantile based is available as an alternative"/> |
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45 |
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46 <conditional name="edgeR"> |
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47 <param name="doedgeR" type="select" |
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48 label="Run this model using edgeR" |
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49 help="edgeR uses a negative binomial model and seems to be powerful, even with few replicates"> |
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50 <option value="F">Do not run edgeR</option> |
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51 <option value="T" selected="true">Run edgeR</option> |
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52 </param> |
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53 <when value="T"> |
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54 <param name="edgeR_priordf" type="integer" value="10" size="3" |
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55 label="prior.df for tagwise dispersion - larger value = more squeezing of tag dispersions to common dispersion. Replaces prior.n and prior.df = prior.n * residual.df" |
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56 help="10 = edgeR default. Use a larger value to 'smooth' small samples. See edgeR docs and note below"/> |
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57 <param name="edgeR_robust_method" type="select" value="20" size="3" |
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58 label="Use robust dispersion method" |
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59 help="Use ordinary, anscombe or deviance robust deviance estimates"> |
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60 <option value="ordinary" selected="true">Use ordinary deviance estimates</option> |
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61 <option value="deviance">Use robust deviance estimates</option> |
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62 <option value="anscombe">use Anscombe robust deviance estimates</option> |
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63 </param> |
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64 </when> |
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65 <when value="F"></when> |
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66 </conditional> |
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67 <conditional name="DESeq2"> |
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68 <param name="doDESeq2" type="select" |
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69 label="Run the same model with DESeq2 and compare findings" |
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70 help="DESeq2 is an update to the DESeq package. It uses different assumptions and methods to edgeR"> |
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71 <option value="F" selected="true">Do not run DESeq2</option> |
96ebf676f6c0
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72 <option value="T">Run DESeq2</option> |
96ebf676f6c0
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73 </param> |
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74 <when value="T"> |
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75 <param name="DESeq_fitType" type="select"> |
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76 <option value="parametric" selected="true">Parametric (default) fit for dispersions</option> |
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77 <option value="local">Local fit - this will automagically be used if parametric fit fails</option> |
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78 <option value="mean">Mean dispersion fit- use this if you really understand what you're doing - read the fine manual linked below in the documentation</option> |
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79 </param> |
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80 </when> |
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81 <when value="F"> </when> |
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82 </conditional> |
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83 <param name="doVoom" type="select" |
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84 label="Run the same model with Voom/limma and compare findings" |
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85 help="Voom uses counts per million and a precise transformation of variance so count data can be analysed using limma"> |
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86 <option value="F" selected="true">Do not run VOOM</option> |
96ebf676f6c0
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87 <option value="T">Run VOOM</option> |
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88 </param> |
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89 <!-- |
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90 <conditional name="camera"> |
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91 <param name="doCamera" type="select" label="Run the edgeR implementation of Camera GSEA for up/down gene sets" |
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92 help="If yes, you can choose a set of genesets to test and/or supply a gmt format geneset collection from your history"> |
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93 <option value="F" selected="true">Do not run GSEA tests with the Camera algorithm</option> |
96ebf676f6c0
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94 <option value="T">Run GSEA tests with the Camera algorithm</option> |
96ebf676f6c0
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95 </param> |
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96 <when value="T"> |
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97 <conditional name="gmtSource"> |
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98 <param name="refgmtSource" type="select" |
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99 label="Use a gene set (.gmt) from your history and/or use a built-in (MSigDB etc) gene set"> |
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100 <option value="indexed" selected="true">Use a built-in gene set</option> |
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101 <option value="history">Use a gene set from my history</option> |
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102 <option value="both">Add a gene set from my history to a built in gene set</option> |
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103 </param> |
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104 <when value="indexed"> |
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105 <param name="builtinGMT" type="select" label="Select a gene set matrix (.gmt) file to use for the analysis"> |
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106 <options from_data_table="gseaGMT_3.1"> |
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107 <filter type="sort_by" column="2" /> |
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108 <validator type="no_options" message="No GMT v3.1 files are available - please install them"/> |
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109 </options> |
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110 </param> |
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111 </when> |
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112 <when value="history"> |
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113 <param name="ownGMT" type="data" format="gmt" label="Select a Gene Set from your history" /> |
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114 </when> |
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115 <when value="both"> |
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116 <param name="ownGMT" type="data" format="gseagmt" label="Select a Gene Set from your history" /> |
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117 <param name="builtinGMT" type="select" label="Select a gene set matrix (.gmt) file to use for the analysis"> |
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118 <options from_data_table="gseaGMT_4"> |
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119 <filter type="sort_by" column="2" /> |
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120 <validator type="no_options" message="No GMT v4 files are available - please fix tool_data_table and loc files"/> |
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121 </options> |
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122 </param> |
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123 </when> |
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124 </conditional> |
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125 </when> |
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126 <when value="F"> |
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127 </when> |
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128 </conditional> |
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129 --> |
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130 <param name="fdrthresh" type="float" value="0.05" size="5" label="P value threshold for FDR filtering for amily wise error rate control" |
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131 help="Conventional default value of 0.05 recommended"/> |
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132 <param name="fdrtype" type="select" label="FDR (Type II error) control method" |
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133 help="Use fdr or bh typically to control for the number of tests in a reliable way"> |
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134 <option value="fdr" selected="true">fdr</option> |
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135 <option value="BH">Benjamini Hochberg</option> |
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136 <option value="BY">Benjamini Yukateli</option> |
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137 <option value="bonferroni">Bonferroni</option> |
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138 <option value="hochberg">Hochberg</option> |
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139 <option value="holm">Holm</option> |
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140 <option value="hommel">Hommel</option> |
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141 <option value="none">no control for multiple tests</option> |
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142 </param> |
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143 </inputs> |
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144 <outputs> |
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145 <data format="tabular" name="out_edgeR" label="${title}_topTable_edgeR.xls"> |
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146 <filter>edgeR['doedgeR'] == "T"</filter> |
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147 </data> |
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148 <data format="tabular" name="out_DESeq2" label="${title}_topTable_DESeq2.xls"> |
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149 <filter>DESeq2['doDESeq2'] == "T"</filter> |
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150 </data> |
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151 <data format="tabular" name="out_VOOM" label="${title}_topTable_VOOM.xls"> |
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152 <filter>doVoom == "T"</filter> |
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153 </data> |
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154 <data format="html" name="html_file" label="${title}.html"/> |
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155 </outputs> |
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156 <stdio> |
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157 <exit_code range="4" level="fatal" description="Number of subject ids must match total number of samples in the input matrix" /> |
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158 </stdio> |
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159 <tests> |
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160 <test> |
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161 <param name='input1' value='test_bams2mx.xls' ftype='tabular' /> |
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162 <param name='treatment_name' value='liver' /> |
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163 <param name='title' value='edgeRtest' /> |
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164 <param name='useNDF' value='' /> |
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165 <param name='doedgeR' value='T' /> |
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166 <param name='doVoom' value='T' /> |
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167 <param name='doDESeq2' value='T' /> |
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168 <param name='fdrtype' value='fdr' /> |
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169 <param name='edgeR_priordf' value="8" /> |
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170 <param name='edgeR_robust' value="ordinary" /> |
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171 <param name='fdrthresh' value="0.05" /> |
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172 <param name='control_name' value='heart' /> |
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173 <param name='subjectids' value='' /> |
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174 <param name='Control_cols' value='3,4,5,9' /> |
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175 <param name='Treat_cols' value='2,6,7,8' /> |
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176 <output name='out_edgeR' file='edgeRtest1out.xls' compare='diff' /> |
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177 <output name='html_file' file='edgeRtest1out.html' compare='diff' lines_diff='20' /> |
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178 </test> |
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179 </tests> |
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180 |
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181 <configfiles> |
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182 <configfile name="runme"> |
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183 <![CDATA[ |
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184 # |
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185 # edgeR.Rscript |
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186 # updated feb 2014 adding outlier-robust deviance estimate options by ross for R 3.0.2/bioc 2.13 |
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187 # updated npv 2011 for R 2.14.0 and edgeR 2.4.0 by ross |
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188 # Performs DGE on a count table containing n replicates of two conditions |
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189 # |
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190 # Parameters |
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191 # |
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192 # 1 - Output Dir |
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193 |
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194 # Original edgeR code by: S.Lunke and A.Kaspi |
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195 reallybig = log10(.Machine\$double.xmax) |
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196 reallysmall = log10(.Machine\$double.xmin) |
111 | 197 library("stringr") |
198 library("gplots") | |
199 library("edgeR") | |
108
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200 hmap2 = function(cmat,nsamp=100,outpdfname='heatmap2.pdf', TName='Treatment',group=NA,myTitle='title goes here') |
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201 { |
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202 # Perform clustering for significant pvalues after controlling FWER |
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203 samples = colnames(cmat) |
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204 gu = unique(group) |
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205 gn = rownames(cmat) |
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206 if (length(gu) == 2) { |
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207 col.map = function(g) {if (g==gu[1]) "#FF0000" else "#0000FF"} |
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208 pcols = unlist(lapply(group,col.map)) |
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209 } else { |
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210 colours = rainbow(length(gu),start=0,end=4/6) |
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211 pcols = colours[match(group,gu)] } |
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212 dm = cmat[(! is.na(gn)),] |
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213 # remove unlabelled hm rows |
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214 nprobes = nrow(dm) |
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215 # sub = paste('Showing',nprobes,'contigs ranked for evidence of differential abundance') |
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216 if (nprobes > nsamp) { |
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217 dm =dm[1:nsamp,] |
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218 #sub = paste('Showing',nsamp,'contigs ranked for evidence for differential abundance out of',nprobes,'total') |
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219 } |
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220 newcolnames = substr(colnames(dm),1,20) |
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221 colnames(dm) = newcolnames |
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222 pdf(outpdfname) |
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223 heatmap.2(dm,main=myTitle,ColSideColors=pcols,col=topo.colors(100),dendrogram="col",key=T,density.info='none', |
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224 Rowv=F,scale='row',trace='none',margins=c(8,8),cexRow=0.4,cexCol=0.5) |
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225 dev.off() |
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226 } |
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227 |
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228 hmap = function(cmat,nmeans=4,outpdfname="heatMap.pdf",nsamp=250,TName='Treatment',group=NA,myTitle="Title goes here") |
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229 { |
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230 # for 2 groups only was |
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231 #col.map = function(g) {if (g==TName) "#FF0000" else "#0000FF"} |
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232 #pcols = unlist(lapply(group,col.map)) |
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233 gu = unique(group) |
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234 colours = rainbow(length(gu),start=0.3,end=0.6) |
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235 pcols = colours[match(group,gu)] |
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236 nrows = nrow(cmat) |
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237 mtitle = paste(myTitle,'Heatmap: n contigs =',nrows) |
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238 if (nrows > nsamp) { |
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239 cmat = cmat[c(1:nsamp),] |
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240 mtitle = paste('Heatmap: Top ',nsamp,' DE contigs (of ',nrows,')',sep='') |
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241 } |
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242 newcolnames = substr(colnames(cmat),1,20) |
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243 colnames(cmat) = newcolnames |
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244 pdf(outpdfname) |
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245 heatmap(cmat,scale='row',main=mtitle,cexRow=0.3,cexCol=0.4,Rowv=NA,ColSideColors=pcols) |
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246 dev.off() |
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247 } |
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248 |
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249 qqPlot = function(descr='qqplot',pvector, outpdf='qqplot.pdf',...) |
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250 # stolen from https://gist.github.com/703512 |
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251 { |
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252 o = -log10(sort(pvector,decreasing=F)) |
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253 e = -log10( 1:length(o)/length(o) ) |
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254 o[o==-Inf] = reallysmall |
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255 o[o==Inf] = reallybig |
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256 maint = descr |
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257 pdf(outpdf) |
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258 plot(e,o,pch=19,cex=1, main=maint, ..., |
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259 xlab=expression(Expected~~-log[10](italic(p))), |
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260 ylab=expression(Observed~~-log[10](italic(p))), |
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261 xlim=c(0,max(e)), ylim=c(0,max(o))) |
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262 lines(e,e,col="red") |
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263 grid(col = "lightgray", lty = "dotted") |
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264 dev.off() |
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265 } |
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266 |
111 | 267 smearPlot = function(myDGEList,deTags, outSmear, outMain) |
108
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268 { |
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269 pdf(outSmear) |
111 | 270 plotSmear(myDGEList,de.tags=deTags,main=outMain) |
108
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271 grid(col="lightgray", lty="dotted") |
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272 dev.off() |
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273 } |
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274 |
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275 boxPlot = function(rawrs,cleanrs,maint,myTitle,pdfname) |
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276 { # |
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277 nc = ncol(rawrs) |
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278 for (i in c(1:nc)) {rawrs[(rawrs[,i] < 0),i] = NA} |
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279 fullnames = colnames(rawrs) |
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280 newcolnames = substr(colnames(rawrs),1,20) |
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281 colnames(rawrs) = newcolnames |
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282 newcolnames = substr(colnames(cleanrs),1,20) |
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283 colnames(cleanrs) = newcolnames |
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284 defpar = par(no.readonly=T) |
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285 print.noquote('raw contig counts by sample:') |
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286 print.noquote(summary(rawrs)) |
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287 print.noquote('normalised contig counts by sample:') |
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288 print.noquote(summary(cleanrs)) |
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289 pdf(pdfname) |
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290 par(mfrow=c(1,2)) |
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291 boxplot(rawrs,varwidth=T,notch=T,ylab='log contig count',col="maroon",las=3,cex.axis=0.35,main=paste('Raw:',maint)) |
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292 grid(col="lightgray",lty="dotted") |
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293 boxplot(cleanrs,varwidth=T,notch=T,ylab='log contig count',col="maroon",las=3,cex.axis=0.35,main=paste('After ',maint)) |
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294 grid(col="lightgray",lty="dotted") |
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295 dev.off() |
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296 pdfname = "sample_counts_histogram.pdf" |
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297 nc = ncol(rawrs) |
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298 print.noquote(paste('Using ncol rawrs=',nc)) |
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299 ncroot = round(sqrt(nc)) |
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300 if (ncroot*ncroot < nc) { ncroot = ncroot + 1 } |
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301 m = c() |
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302 for (i in c(1:nc)) { |
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303 rhist = hist(rawrs[,i],breaks=100,plot=F) |
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304 m = append(m,max(rhist\$counts)) |
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305 } |
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306 ymax = max(m) |
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307 ncols = length(fullnames) |
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308 if (ncols > 20) |
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309 { |
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310 scale = 7*ncols/20 |
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311 pdf(pdfname,width=scale,height=scale) |
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312 } else { |
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313 pdf(pdfname) |
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314 } |
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315 par(mfrow=c(ncroot,ncroot)) |
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316 for (i in c(1:nc)) { |
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317 hist(rawrs[,i], main=paste("Contig logcount",i), xlab='log raw count', col="maroon", |
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318 breaks=100,sub=fullnames[i],cex=0.8,ylim=c(0,ymax)) |
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319 } |
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320 dev.off() |
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321 par(defpar) |
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322 |
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323 } |
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324 |
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325 cumPlot = function(rawrs,cleanrs,maint,myTitle) |
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326 { # updated to use ecdf |
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327 pdfname = "Filtering_rowsum_bar_charts.pdf" |
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328 defpar = par(no.readonly=T) |
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329 lrs = log(rawrs,10) |
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330 lim = max(lrs) |
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331 pdf(pdfname) |
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332 par(mfrow=c(2,1)) |
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333 hist(lrs,breaks=100,main=paste('Before:',maint),xlab="# Reads (log)", |
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334 ylab="Count",col="maroon",sub=myTitle, xlim=c(0,lim),las=1) |
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335 grid(col="lightgray", lty="dotted") |
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336 lrs = log(cleanrs,10) |
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337 hist(lrs,breaks=100,main=paste('After:',maint),xlab="# Reads (log)", |
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338 ylab="Count",col="maroon",sub=myTitle,xlim=c(0,lim),las=1) |
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339 grid(col="lightgray", lty="dotted") |
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340 dev.off() |
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341 par(defpar) |
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342 } |
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343 |
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344 cumPlot1 = function(rawrs,cleanrs,maint,myTitle) |
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345 { # updated to use ecdf |
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346 pdfname = paste(gsub(" ","", myTitle , fixed=TRUE),"RowsumCum.pdf",sep='_') |
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347 pdf(pdfname) |
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348 par(mfrow=c(2,1)) |
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349 lastx = max(rawrs) |
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350 rawe = knots(ecdf(rawrs)) |
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351 cleane = knots(ecdf(cleanrs)) |
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352 cy = 1:length(cleane)/length(cleane) |
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353 ry = 1:length(rawe)/length(rawe) |
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354 plot(rawe,ry,type='l',main=paste('Before',maint),xlab="Log Contig Total Reads", |
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355 ylab="Cumulative proportion",col="maroon",log='x',xlim=c(1,lastx),sub=myTitle) |
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356 grid(col="blue") |
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357 plot(cleane,cy,type='l',main=paste('After',maint),xlab="Log Contig Total Reads", |
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358 ylab="Cumulative proportion",col="maroon",log='x',xlim=c(1,lastx),sub=myTitle) |
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359 grid(col="blue") |
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360 dev.off() |
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361 } |
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362 |
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363 |
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364 |
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365 doGSEAold = function(y=NULL,design=NULL,histgmt="", |
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366 bigmt="/data/genomes/gsea/3.1/Abetterchoice_nocgp_c2_c3_c5_symbols_all.gmt", |
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367 ntest=0, myTitle="myTitle", outfname="GSEA.xls", minnin=5, maxnin=2000,fdrthresh=0.05,fdrtype="BH") |
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368 { |
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369 sink('Camera.log') |
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370 genesets = c() |
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371 if (bigmt > "") |
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372 { |
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373 bigenesets = readLines(bigmt) |
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374 genesets = bigenesets |
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375 } |
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376 if (histgmt > "") |
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377 { |
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378 hgenesets = readLines(histgmt) |
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379 if (bigmt > "") { |
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380 genesets = rbind(genesets,hgenesets) |
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381 } else { |
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382 genesets = hgenesets |
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383 } # use only history if no bi |
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384 } |
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385 print.noquote(paste("@@@read",length(genesets), 'genesets from',histgmt,bigmt)) |
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386 genesets = strsplit(genesets,'\t') # tabular. genesetid\tURLorwhatever\tgene_1\t..\tgene_n |
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387 outf = outfname |
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388 head=paste(myTitle,'edgeR GSEA') |
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389 write(head,file=outfname,append=F) |
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390 ntest=length(genesets) |
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391 urownames = toupper(rownames(y)) |
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392 upcam = c() |
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393 downcam = c() |
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394 for (i in 1:ntest) { |
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395 gs = unlist(genesets[i]) |
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396 g = gs[1] # geneset_id |
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397 u = gs[2] |
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398 if (u > "") { u = paste("<a href=\'",u,"\'>",u,"</a>",sep="") } |
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399 glist = gs[3:length(gs)] # member gene symbols |
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400 glist = toupper(glist) |
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401 inglist = urownames %in% glist |
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402 nin = sum(inglist) |
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changeset
|
403 if ((nin > minnin) && (nin < maxnin)) { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
404 ### print(paste('@@found',sum(inglist),'genes in glist')) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
405 camres = camera(y=y,index=inglist,design=design) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
406 if (! is.null(camres)) { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
407 rownames(camres) = g # gene set name |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
408 camres = cbind(GeneSet=g,URL=u,camres) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
409 if (camres\$Direction == "Up") |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
410 { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
411 upcam = rbind(upcam,camres) } else { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
412 downcam = rbind(downcam,camres) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
413 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
414 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
415 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
416 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
417 uscam = upcam[order(upcam\$PValue),] |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
418 unadjp = uscam\$PValue |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
419 uscam\$adjPValue = p.adjust(unadjp,method=fdrtype) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
420 nup = max(10,sum((uscam\$adjPValue < fdrthresh))) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
421 dscam = downcam[order(downcam\$PValue),] |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
422 unadjp = dscam\$PValue |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
423 dscam\$adjPValue = p.adjust(unadjp,method=fdrtype) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
424 ndown = max(10,sum((dscam\$adjPValue < fdrthresh))) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
425 write.table(uscam,file=paste('camera_up',outfname,sep='_'),quote=F,sep='\t',row.names=F) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
426 write.table(dscam,file=paste('camera_down',outfname,sep='_'),quote=F,sep='\t',row.names=F) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
427 print.noquote(paste('@@@@@ Camera up top',nup,'gene sets:')) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
428 write.table(head(uscam,nup),file="",quote=F,sep='\t',row.names=F) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
429 print.noquote(paste('@@@@@ Camera down top',ndown,'gene sets:')) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
430 write.table(head(dscam,ndown),file="",quote=F,sep='\t',row.names=F) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
431 sink() |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
432 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
433 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
434 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
435 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
436 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
437 doGSEA = function(y=NULL,design=NULL,histgmt="", |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
438 bigmt="/data/genomes/gsea/3.1/Abetterchoice_nocgp_c2_c3_c5_symbols_all.gmt", |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
439 ntest=0, myTitle="myTitle", outfname="GSEA.xls", minnin=5, maxnin=2000,fdrthresh=0.05,fdrtype="BH") |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
440 { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
441 sink('Camera.log') |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
442 genesets = c() |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
443 if (bigmt > "") |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
444 { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
445 bigenesets = readLines(bigmt) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
446 genesets = bigenesets |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
447 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
448 if (histgmt > "") |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
449 { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
450 hgenesets = readLines(histgmt) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
451 if (bigmt > "") { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
452 genesets = rbind(genesets,hgenesets) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
453 } else { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
454 genesets = hgenesets |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
455 } # use only history if no bi |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
456 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
457 print.noquote(paste("@@@read",length(genesets), 'genesets from',histgmt,bigmt)) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
458 genesets = strsplit(genesets,'\t') # tabular. genesetid\tURLorwhatever\tgene_1\t..\tgene_n |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
459 outf = outfname |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
460 head=paste(myTitle,'edgeR GSEA') |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
461 write(head,file=outfname,append=F) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
462 ntest=length(genesets) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
463 urownames = toupper(rownames(y)) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
464 upcam = c() |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
465 downcam = c() |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
466 incam = c() |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
467 urls = c() |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
468 gsids = c() |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
469 for (i in 1:ntest) { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
470 gs = unlist(genesets[i]) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
471 gsid = gs[1] # geneset_id |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
472 url = gs[2] |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
473 if (url > "") { url = paste("<a href=\'",url,"\'>",url,"</a>",sep="") } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
474 glist = gs[3:length(gs)] # member gene symbols |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
475 glist = toupper(glist) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
476 inglist = urownames %in% glist |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
477 nin = sum(inglist) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
478 if ((nin > minnin) && (nin < maxnin)) { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
479 incam = c(incam,inglist) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
480 gsids = c(gsids,gsid) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
481 urls = c(urls,url) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
482 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
483 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
484 incam = as.list(incam) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
485 names(incam) = gsids |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
486 allcam = camera(y=y,index=incam,design=design) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
487 allcamres = cbind(geneset=gsids,allcam,URL=urls) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
488 for (i in 1:ntest) { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
489 camres = allcamres[i] |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
490 res = try(test = (camres\$Direction == "Up")) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
491 if ("try-error" %in% class(res)) { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
492 cat("test failed, camres = :") |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
493 print.noquote(camres) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
494 } else { if (camres\$Direction == "Up") |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
495 { upcam = rbind(upcam,camres) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
496 } else { downcam = rbind(downcam,camres) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
497 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
498 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
499 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
500 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
501 uscam = upcam[order(upcam\$PValue),] |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
502 unadjp = uscam\$PValue |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
503 uscam\$adjPValue = p.adjust(unadjp,method=fdrtype) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
504 nup = max(10,sum((uscam\$adjPValue < fdrthresh))) |
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505 dscam = downcam[order(downcam\$PValue),] |
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506 unadjp = dscam\$PValue |
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507 dscam\$adjPValue = p.adjust(unadjp,method=fdrtype) |
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508 ndown = max(10,sum((dscam\$adjPValue < fdrthresh))) |
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509 write.table(uscam,file=paste('camera_up',outfname,sep='_'),quote=F,sep='\t',row.names=F) |
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510 write.table(dscam,file=paste('camera_down',outfname,sep='_'),quote=F,sep='\t',row.names=F) |
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511 print.noquote(paste('@@@@@ Camera up top',nup,'gene sets:')) |
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512 write.table(head(uscam,nup),file="",quote=F,sep='\t',row.names=F) |
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513 print.noquote(paste('@@@@@ Camera down top',ndown,'gene sets:')) |
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514 write.table(head(dscam,ndown),file="",quote=F,sep='\t',row.names=F) |
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515 sink() |
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516 } |
111 | 517 |
108
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518 |
111 | 519 edgeIt = function (Count_Matrix=c(),group=c(),out_edgeR=F,out_Voom=F,out_DESeq2=F,fdrtype='fdr',priordf=5, |
108
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520 fdrthresh=0.05,outputdir='.', myTitle='Differential Counts',libSize=c(),useNDF=F, |
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521 filterquantile=0.2, subjects=c(),mydesign=NULL, |
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522 doDESeq2=T,doVoom=T,doCamera=T,doedgeR=T,org='hg19', |
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523 histgmt="", bigmt="/data/genomes/gsea/3.1/Abetterchoice_nocgp_c2_c3_c5_symbols_all.gmt", |
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524 doCook=F,DESeq_fitType="parameteric",robust_meth='ordinary') |
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525 { |
111 | 526 |
527 | |
528 run_edgeR = function(workCM,pdata,subjects,group,priordf,robust_meth,mydesign,mt,cmrowsums,out_edgeR) | |
529 { | |
530 sink('edgeR.log') | |
531 #### Setup myDGEList object | |
532 myDGEList = DGEList(counts=workCM, group = group) | |
533 myDGEList = calcNormFactors(myDGEList) | |
534 if (robust_meth == 'ordinary') { | |
535 myDGEList = estimateGLMCommonDisp(myDGEList,mydesign) | |
536 myDGEList = estimateGLMTrendedDisp(myDGEList,mydesign) | |
537 if (priordf > 0) { myDGEList = estimateGLMTagwiseDisp(myDGEList,mydesign,prior.df = priordf) | |
538 } else { myDGEList = estimateGLMTagwiseDisp(myDGEList,mydesign) } | |
539 comdisp = myDGEList\$common.dispersion | |
540 estpriorn = getPriorN(myDGEList) | |
541 print(paste("Common Dispersion =",comdisp,"CV = ",sqrt(comdisp),"getPriorN = ",estpriorn),quote=F) | |
542 } else { | |
543 myDGEList = estimateGLMRobustDisp(myDGEList,design=mydesign, prior.df = priordf, maxit = 6, residual.type = robust_meth) | |
544 } | |
545 | |
546 | |
547 DGLM = glmFit(myDGEList,design=mydesign) | |
548 DE = glmLRT(DGLM,coef=ncol(DGLM\$design)) # always last one - subject is first if needed | |
549 efflib = myDGEList\$samples\$lib.size*myDGEList\$samples\$norm.factors | |
550 normData = (1e+06*myDGEList\$counts/efflib) | |
551 uoutput = cbind( | |
552 Name=as.character(rownames(myDGEList\$counts)), | |
553 DE\$table, | |
554 adj.p.value=p.adjust(DE\$table\$PValue, method=fdrtype), | |
555 Dispersion=myDGEList\$tagwise.dispersion,totreads=cmrowsums,normData, | |
556 myDGEList\$counts | |
557 ) | |
558 soutput = uoutput[order(DE\$table\$PValue),] # sorted into p value order - for quick toptable | |
559 goodness = gof(DGLM, pcutoff=fdrthresh) | |
560 if (sum(goodness\$outlier) > 0) { | |
561 print.noquote('GLM outliers:') | |
562 print(paste(rownames(DGLM)[(goodness\$outlier)],collapse=','),quote=F) | |
563 } else { | |
564 print('No GLM fit outlier genes found\n') | |
565 } | |
566 z = limma::zscoreGamma(goodness\$gof.statistic, shape=goodness\$df/2, scale=2) | |
567 pdf(paste("edgeR",mt,"GoodnessofFit.pdf",sep='_')) | |
568 qq = qqnorm(z, panel.first=grid(), main="tagwise dispersion") | |
569 abline(0,1,lwd=3) | |
570 points(qq\$x[goodness\$outlier],qq\$y[goodness\$outlier], pch=16, col="maroon") | |
571 dev.off() | |
572 uniqueg = unique(group) | |
573 #### Plot MDS | |
574 sample_colors = match(group,levels(group)) | |
575 sampleTypes = levels(factor(group)) | |
576 print.noquote(sampleTypes) | |
577 pdf(paste("edgeR",mt,"MDSplot.pdf",sep='_')) | |
578 plotMDS.DGEList(myDGEList,main=paste("edgeR MDS for",myTitle),cex=0.5,col=sample_colors,pch=sample_colors) | |
579 legend(x="topleft", legend = sampleTypes,col=c(1:length(sampleTypes)), pch=19) | |
580 grid(col="blue") | |
581 dev.off() | |
582 colnames(normData) = paste( colnames(normData),'N',sep="_") | |
583 print(paste('Raw sample read totals',paste(colSums(nonzerod,na.rm=T),collapse=','))) | |
584 nzd = data.frame(log(nonzerod + 1e-2,10)) | |
585 try( boxPlot(rawrs=nzd,cleanrs=log(normData,10),maint='TMM Normalisation',myTitle=myTitle,pdfname=paste("edgeR",mt,"raw_norm_counts_box.pdf",sep='_') )) | |
586 write.table(soutput,file=out_edgeR, quote=FALSE, sep="\t",row.names=F) | |
587 tt = cbind( | |
588 Name=as.character(rownames(myDGEList)), | |
589 DE\$table, | |
590 adj.p.value=p.adjust(DE\$table\$PValue, method=fdrtype), | |
591 Dispersion=myDGEList\$tagwise.dispersion,totreads=cmrowsums | |
592 ) | |
593 print.noquote("# edgeR Top tags\n") | |
594 tt = cbind(tt,URL=contigurls) # add to end so table isn't laid out strangely | |
595 tt = tt[order(DE\$table\$PValue),] | |
596 print.noquote(tt[1:50,]) | |
597 deTags = rownames(uoutput[uoutput\$adj.p.value < fdrthresh,]) | |
598 nsig = length(deTags) | |
599 print(paste('#',nsig,'tags significant at adj p=',fdrthresh),quote=F) | |
600 deColours = ifelse(deTags,'red','black') | |
601 pdf(paste("edgeR",mt,"BCV_vs_abundance.pdf",sep="_")) | |
602 plotBCV(myDGEList, cex=0.3, main="Biological CV vs abundance") | |
603 dev.off() | |
604 dg = myDGEList[order(DE\$table\$PValue),] | |
605 #normData = (1e+06 * dg\$counts/expandAsMatrix(dg\$samples\$lib.size, dim(dg))) | |
606 outpdfname= paste("edgeR",mt,"top_100_heatmap.pdf",sep="_") | |
607 hmap2(normData,nsamp=100,TName=TName,group=group,outpdfname=outpdfname,myTitle=paste(myTitle,'Heatmap')) | |
608 outSmear = paste("edgeR",mt,"smearplot.pdf",sep="_") | |
609 outMain = paste("Smear Plot for ",TName,' Vs ',CName,' (FDR@',fdrthresh,' N = ',nsig,')',sep='') | |
610 smearPlot(myDGEList=myDGEList,deTags=deTags, outSmear=outSmear, outMain = outMain) | |
611 qqPlot(descr=paste(myTitle,'edgeR adj p QQ plot'),pvector=tt\$adj.p.value,outpdf=paste('edgeR',mt,'qqplot.pdf',sep='_')) | |
612 norm.factor = myDGEList\$samples\$norm.factors | |
613 topresults.edgeR = soutput[which(soutput\$adj.p.value < fdrthresh), ] | |
614 edgeRcountsindex = which(allgenes %in% rownames(topresults.edgeR)) | |
615 edgeRcounts = rep(0, length(allgenes)) | |
616 edgeRcounts[edgeRcountsindex] = 1 # Create venn diagram of hits | |
617 sink() | |
618 return(list(myDGEList=myDGEList,edgeRcounts=edgeRcounts)) | |
619 } ### run_edgeR | |
620 | |
621 | |
622 run_DESeq2 = function(workCM,pdata,subjects,group,out_DESeq2,mt,DESeq_fitType) | |
623 | |
624 { | |
625 sink("DESeq2.log") | |
626 # DESeq2 | |
627 require('DESeq2') | |
628 library('RColorBrewer') | |
629 if (length(subjects) == 0) | |
630 { | |
631 pdata = data.frame(Name=colnames(workCM),Rx=group,row.names=colnames(workCM)) | |
632 deSEQds = DESeqDataSetFromMatrix(countData = workCM, colData = pdata, design = formula(~ Rx)) | |
633 } else { | |
634 pdata = data.frame(Name=colnames(workCM),Rx=group,subjects=subjects,row.names=colnames(workCM)) | |
635 deSEQds = DESeqDataSetFromMatrix(countData = workCM, colData = pdata, design = formula(~ subjects + Rx)) | |
636 } | |
637 #DESeq2 = DESeq(deSEQds,fitType='local',pAdjustMethod=fdrtype) | |
638 #rDESeq = results(DESeq2) | |
639 #newCountDataSet(workCM, group) | |
640 deSeqDatsizefac = estimateSizeFactors(deSEQds) | |
641 deSeqDatdisp = estimateDispersions(deSeqDatsizefac,fitType=DESeq_fitType) | |
642 resDESeq = nbinomWaldTest(deSeqDatdisp) | |
643 rDESeq = as.data.frame(results(resDESeq)) | |
644 rDESeq = cbind(Contig=rownames(workCM),rDESeq,NReads=cmrowsums,URL=contigurls) | |
645 srDESeq = rDESeq[order(rDESeq\$pvalue),] | |
646 qqPlot(descr=paste(myTitle,'DESeq2 adj p qq plot'),pvector=rDESeq\$padj,outpdf=paste('DESeq2',mt,'qqplot.pdf',sep="_")) | |
647 cat("# DESeq top 50\n") | |
648 print.noquote(srDESeq[1:50,]) | |
649 write.table(srDESeq,file=out_DESeq2, quote=FALSE, sep="\t",row.names=F) | |
650 topresults.DESeq = rDESeq[which(rDESeq\$padj < fdrthresh), ] | |
651 DESeqcountsindex = which(allgenes %in% rownames(topresults.DESeq)) | |
652 DESeqcounts = rep(0, length(allgenes)) | |
653 DESeqcounts[DESeqcountsindex] = 1 | |
654 pdf(paste("DESeq2",mt,"dispersion_estimates.pdf",sep='_')) | |
655 plotDispEsts(resDESeq) | |
656 dev.off() | |
657 ysmall = abs(min(rDESeq\$log2FoldChange)) | |
658 ybig = abs(max(rDESeq\$log2FoldChange)) | |
659 ylimit = min(4,ysmall,ybig) | |
660 pdf(paste("DESeq2",mt,"MA_plot.pdf",sep="_")) | |
661 plotMA(resDESeq,main=paste(myTitle,"DESeq2 MA plot"),ylim=c(-ylimit,ylimit)) | |
662 dev.off() | |
663 rlogres = rlogTransformation(resDESeq) | |
664 sampledists = dist( t( assay(rlogres) ) ) | |
665 sdmat = as.matrix(sampledists) | |
666 pdf(paste("DESeq2",mt,"sample_distance_plot.pdf",sep="_")) | |
667 heatmap.2(sdmat,trace="none",main=paste(myTitle,"DESeq2 sample distances"), | |
668 col = colorRampPalette( rev(brewer.pal(9, "RdBu")) )(255)) | |
669 dev.off() | |
670 ###outpdfname=paste("DESeq2",mt,"top50_heatmap.pdf",sep="_") | |
671 ###hmap2(sresDESeq,nsamp=50,TName=TName,group=group,outpdfname=outpdfname,myTitle=paste('DESeq2 vst rlog Heatmap',myTitle)) | |
672 sink() | |
673 result = try( (ppca = plotPCA( varianceStabilizingTransformation(deSeqDatdisp,blind=T), intgroup=c("Rx","Name")) ) ) | |
674 if ("try-error" %in% class(result)) { | |
675 print.noquote('DESeq2 plotPCA failed.') | |
676 } else { | |
677 pdf(paste("DESeq2",mt,"PCA_plot.pdf",sep="_")) | |
678 #### wtf - print? Seems needed to get this to work | |
679 print(ppca) | |
680 dev.off() | |
681 } | |
682 return(DESeqcounts) | |
683 } | |
684 | |
685 | |
686 run_Voom = function(workCM,pdata,subjects,group,mydesign,mt,out_Voom) | |
687 { | |
688 sink('VOOM.log') | |
689 if (doedgeR == F) { | |
690 #### Setup myDGEList object | |
691 myDGEList = DGEList(counts=workCM, group = group) | |
692 myDGEList = calcNormFactors(myDGEList) | |
693 myDGEList = estimateGLMCommonDisp(myDGEList,mydesign) | |
694 myDGEList = estimateGLMTrendedDisp(myDGEList,mydesign) | |
695 myDGEList = estimateGLMTagwiseDisp(myDGEList,mydesign) | |
696 } | |
697 pdf(paste("VOOM",mt,"mean_variance_plot.pdf",sep='_')) | |
698 dat.voomed <- voom(myDGEList, mydesign, plot = TRUE, normalize.method="quantil", lib.size = NULL) | |
699 dev.off() | |
700 # Use limma to fit data | |
701 fit = lmFit(dat.voomed, mydesign) | |
702 fit = eBayes(fit) | |
703 rvoom = topTable(fit, coef = length(colnames(mydesign)), adj = fdrtype, n = Inf, sort="none") | |
704 qqPlot(descr=paste(myTitle,'VOOM-limma adj p QQ plot'),pvector=rvoom\$adj.P.Val,outpdf=paste('VOOM',mt,'qqplot.pdf',sep='_')) | |
705 rownames(rvoom) = rownames(workCM) | |
706 rvoom = cbind(rvoom,NReads=cmrowsums,URL=contigurls) | |
707 srvoom = rvoom[order(rvoom\$P.Value),] | |
708 cat("# VOOM top 50\n") | |
709 print(srvoom[1:50,]) | |
710 write.table(srvoom,file=out_Voom, quote=FALSE, sep="\t",row.names=F) | |
711 # Use an FDR cutoff to find interesting samples for edgeR, DESeq and voom/limma | |
712 topresults.voom = rvoom[which(rvoom\$adj.P.Val < fdrthresh), ] | |
713 voomcountsindex <- which(allgenes %in% rownames(topresults.voom)) | |
714 voomcounts = rep(0, length(allgenes)) | |
715 voomcounts[voomcountsindex] = 1 | |
716 sink() | |
717 return(voomcounts) | |
718 } | |
719 | |
720 | |
721 #### data cleaning and analsis control starts here | |
722 | |
108
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723 # Error handling |
111 | 724 nugroup = length(unique(group)) |
725 if (nugroup!=2){ | |
108
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726 print("Number of conditions identified in experiment does not equal 2") |
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727 q() |
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728 } |
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729 require(edgeR) |
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730 options(width = 512) |
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731 mt = paste(unlist(strsplit(myTitle,'_')),collapse=" ") |
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732 allN = nrow(Count_Matrix) |
111 | 733 nscut = round(ncol(Count_Matrix)/2) # half samples |
108
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734 colTotmillionreads = colSums(Count_Matrix)/1e6 |
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735 counts.dataframe = as.data.frame(c()) |
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736 rawrs = rowSums(Count_Matrix) |
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737 nonzerod = Count_Matrix[(rawrs > 0),] # remove all zero count genes |
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738 nzN = nrow(nonzerod) |
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739 nzrs = rowSums(nonzerod) |
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740 zN = allN - nzN |
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741 print('# Quantiles for non-zero row counts:',quote=F) |
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742 print(quantile(nzrs,probs=seq(0,1,0.1)),quote=F) |
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743 if (useNDF == T) |
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744 { |
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745 gt1rpin3 = rowSums(Count_Matrix/expandAsMatrix(colTotmillionreads,dim(Count_Matrix)) >= 1) >= nscut |
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746 lo = colSums(Count_Matrix[!gt1rpin3,]) |
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747 workCM = Count_Matrix[gt1rpin3,] |
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748 cleanrs = rowSums(workCM) |
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749 cleanN = length(cleanrs) |
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750 meth = paste( "After removing",length(lo),"contigs with fewer than ",nscut," sample read counts >= 1 per million, there are",sep="") |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
751 print(paste("Read",allN,"contigs. Removed",zN,"contigs with no reads.",meth,cleanN,"contigs"),quote=F) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
752 maint = paste('Filter >=1/million reads in >=',nscut,'samples') |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
753 } else { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
754 useme = (nzrs > quantile(nzrs,filterquantile)) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
755 workCM = nonzerod[useme,] |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
756 lo = colSums(nonzerod[!useme,]) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
757 cleanrs = rowSums(workCM) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
758 cleanN = length(cleanrs) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
759 meth = paste("After filtering at count quantile =",filterquantile,", there are",sep="") |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
760 print(paste('Read',allN,"contigs. Removed",zN,"with no reads.",meth,cleanN,"contigs"),quote=F) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
761 maint = paste('Filter below',filterquantile,'quantile') |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
762 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
763 cumPlot(rawrs=rawrs,cleanrs=cleanrs,maint=maint,myTitle=myTitle) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
764 allgenes = rownames(workCM) |
111 | 765 reg = "^chr([0-9]+):([0-9]+)-([0-9]+)" # ucsc chr:start-end regexp |
108
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
766 genecards="<a href=\'http://www.genecards.org/index.php?path=/Search/keyword/" |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
767 ucsc = paste("<a href=\'http://genome.ucsc.edu/cgi-bin/hgTracks?db=",org,sep='') |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
768 testreg = str_match(allgenes,reg) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
769 if (sum(!is.na(testreg[,1]))/length(testreg[,1]) > 0.8) # is ucsc style string |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
770 { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
771 print("@@ using ucsc substitution for urls") |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
772 contigurls = paste0(ucsc,"&position=chr",testreg[,2],":",testreg[,3],"-",testreg[,4],"\'>",allgenes,"</a>") |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
773 } else { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
774 print("@@ using genecards substitution for urls") |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
775 contigurls = paste0(genecards,allgenes,"\'>",allgenes,"</a>") |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
776 } |
111 | 777 print.noquote("# urls sample") |
108
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
778 print.noquote(head(contigurls)) |
111 | 779 print(paste("# Total low count contigs per sample = ",table(lo)),quote=F) |
108
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
780 cmrowsums = rowSums(workCM) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
781 TName=unique(group)[1] |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
782 CName=unique(group)[2] |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
783 if (is.null(mydesign)) { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
784 if (length(subjects) == 0) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
785 { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
786 mydesign = model.matrix(~group) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
787 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
788 else { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
789 subjf = factor(subjects) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
790 mydesign = model.matrix(~subjf+group) # we block on subject so make group last to simplify finding it |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
791 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
792 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
793 print.noquote(paste('Using samples:',paste(colnames(workCM),collapse=','))) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
794 print.noquote('Using design matrix:') |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
795 print.noquote(mydesign) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
796 if (doedgeR == T) { |
111 | 797 eres = run_edgeR(workCM,pdata,subjects,group,priordf,robust_meth,mydesign,mt,cmrowsums,out_edgeR) |
798 myDGEList = eres\$myDGEList | |
799 edgeRcounts = eres\$edgeRcounts | |
800 } | |
801 if (doDESeq2 == T) { DESeqcounts = run_DESeq2(workCM,pdata,subjects,group,out_DESeq2,mt,DESeq_fitType) } | |
802 if (doVoom == T) { voomcounts = run_Voom(workCM,pdata,subjects,group,mydesign,mt,out_Voom) } | |
108
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
803 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
804 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
805 if (doCamera) { |
111 | 806 doGSEA(y=myDGEList,design=mydesign,histgmt=histgmt,bigmt=bigmt,ntest=20,myTitle=myTitle, |
807 outfname=paste("GSEA_Camera",mt,"table.xls",sep="_"),fdrthresh=fdrthresh,fdrtype=fdrtype) | |
108
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
808 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
809 counts.dataframe = c() |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
810 vennmain = 'no venn' |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
811 if ((doDESeq2==T) || (doVoom==T) || (doedgeR==T)) { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
812 if ((doVoom==T) && (doDESeq2==T) && (doedgeR==T)) { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
813 vennmain = paste(mt,'Voom,edgeR and DESeq2 overlap at FDR=',fdrthresh) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
814 counts.dataframe = data.frame(edgeR = edgeRcounts, DESeq2 = DESeqcounts, |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
815 VOOM_limma = voomcounts, row.names = allgenes) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
816 } else if ((doDESeq2==T) && (doedgeR==T)) { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
817 vennmain = paste(mt,'DESeq2 and edgeR overlap at FDR=',fdrthresh) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
818 counts.dataframe = data.frame(edgeR = edgeRcounts, DESeq2 = DESeqcounts, row.names = allgenes) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
819 } else if ((doVoom==T) && (doedgeR==T)) { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
820 vennmain = paste(mt,'Voom and edgeR overlap at FDR=',fdrthresh) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
821 counts.dataframe = data.frame(edgeR = edgeRcounts, VOOM_limma = voomcounts, row.names = allgenes) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
822 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
823 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
824 if (nrow(counts.dataframe > 1)) { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
825 counts.venn = vennCounts(counts.dataframe) |
111 | 826 vennf = paste("Venn",mt,"significant_genes_overlap.pdf",sep="_") |
108
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
827 pdf(vennf) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
828 vennDiagram(counts.venn,main=vennmain,col="maroon") |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
829 dev.off() |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
830 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
831 } #### doDESeq2 or doVoom |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
832 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
833 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
834 #### Done |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
835 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
836 ###sink(stdout(),append=T,type="message") |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
837 builtin_gmt = "" |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
838 history_gmt = "" |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
839 history_gmt_name = "" |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
840 out_edgeR = F |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
841 out_DESeq2 = F |
111 | 842 out_Voom = "$out_VOOM" |
108
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
843 edgeR_robust_meth = "ordinary" # control robust deviance options |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
844 doDESeq2 = $DESeq2.doDESeq2 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
845 doVoom = $doVoom |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
846 doCamera = F |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
847 doedgeR = $edgeR.doedgeR |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
848 edgeR_priordf = 10 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
849 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
850 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
851 #if $doVoom == "T": |
111 | 852 out_Voom = "$out_VOOM" |
108
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
853 #end if |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
854 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
855 #if $DESeq2.doDESeq2 == "T": |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
856 out_DESeq2 = "$out_DESeq2" |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
857 doDESeq2 = T |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
858 DESeq_fitType = "$DESeq2.DESeq_fitType" |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
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|
859 #end if |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
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|
860 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
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|
861 #if $edgeR.doedgeR == "T": |
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consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
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diff
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|
862 out_edgeR = "$out_edgeR" |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
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diff
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|
863 edgeR_priordf = $edgeR.edgeR_priordf |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
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|
864 edgeR_robust_meth = "$edgeR.edgeR_robust_method" |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
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diff
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|
865 #end if |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
866 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
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parents:
diff
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|
867 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
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diff
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|
868 if (sum(c(doedgeR,doVoom,doDESeq2)) == 0) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
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|
869 { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
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parents:
diff
changeset
|
870 write("No methods chosen - nothing to do! Please try again after choosing one or more methods", stderr()) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
871 quit(save="no",status=2) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
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parents:
diff
changeset
|
872 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
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changeset
|
873 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
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changeset
|
874 Out_Dir = "$html_file.files_path" |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
875 Input = "$input1" |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
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parents:
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changeset
|
876 TreatmentName = "$treatment_name" |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
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|
877 TreatmentCols = "$Treat_cols" |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
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|
878 ControlName = "$control_name" |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
879 ControlCols= "$Control_cols" |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
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parents:
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|
880 org = "$input1.dbkey" |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
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|
881 if (org == "") { org = "hg19"} |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
882 fdrtype = "$fdrtype" |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
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parents:
diff
changeset
|
883 fdrthresh = $fdrthresh |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
884 useNDF = $useNDF |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
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parents:
diff
changeset
|
885 fQ = $fQ # non-differential centile cutoff |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
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parents:
diff
changeset
|
886 myTitle = "$title" |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
887 sids = strsplit("$subjectids",',') |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
888 subjects = unlist(sids) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
889 nsubj = length(subjects) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
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diff
changeset
|
890 TCols = as.numeric(strsplit(TreatmentCols,",")[[1]])-1 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
891 CCols = as.numeric(strsplit(ControlCols,",")[[1]])-1 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
892 cat('Got TCols=') |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
893 cat(TCols) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
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|
894 cat('; CCols=') |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
895 cat(CCols) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
896 cat('\n') |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
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|
897 useCols = c(TCols,CCols) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
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|
898 if (file.exists(Out_Dir) == F) dir.create(Out_Dir) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
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|
899 Count_Matrix = read.table(Input,header=T,row.names=1,sep='\t') #Load tab file assume header |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
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|
900 snames = colnames(Count_Matrix) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
901 nsamples = length(snames) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
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diff
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|
902 if (nsubj > 0 & nsubj != nsamples) { |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
903 options("show.error.messages"=T) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
904 mess = paste('Fatal error: Supplied subject id list',paste(subjects,collapse=','), |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
905 'has length',nsubj,'but there are',nsamples,'samples',paste(snames,collapse=',')) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
906 write(mess, stderr()) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
907 quit(save="no",status=4) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
908 } |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
909 if (length(subjects) != 0) {subjects = subjects[useCols]} |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
910 Count_Matrix = Count_Matrix[,useCols] ### reorder columns |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
911 rn = rownames(Count_Matrix) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
912 islib = rn %in% c('librarySize','NotInBedRegions') |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
913 LibSizes = Count_Matrix[subset(rn,islib),][1] # take first |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
914 Count_Matrix = Count_Matrix[subset(rn,! islib),] |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
915 group = c(rep(TreatmentName,length(TCols)), rep(ControlName,length(CCols)) ) #Build a group descriptor |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
916 group = factor(group, levels=c(ControlName,TreatmentName)) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
917 colnames(Count_Matrix) = paste(group,colnames(Count_Matrix),sep="_") #Relable columns |
111 | 918 results = edgeIt(Count_Matrix=Count_Matrix,group=group, out_edgeR=out_edgeR, out_Voom=out_Voom, out_DESeq2=out_DESeq2, |
108
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
919 fdrtype='BH',mydesign=NULL,priordf=edgeR_priordf,fdrthresh=fdrthresh,outputdir='.', |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
920 myTitle=myTitle,useNDF=F,libSize=c(),filterquantile=fQ,subjects=subjects, |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
921 doDESeq2=doDESeq2,doVoom=doVoom,doCamera=doCamera,doedgeR=doedgeR,org=org, |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
922 histgmt=history_gmt,bigmt=builtin_gmt,DESeq_fitType=DESeq_fitType,robust_meth=edgeR_robust_meth) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
923 sessionInfo() |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
924 ]]> |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
925 </configfile> |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
926 </configfiles> |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
927 <help> |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
928 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
929 **What it does** |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
930 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
931 Allows short read sequence counts from controlled experiments to be analysed for differentially expressed genes. |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
932 Optionally adds a term for subject if not all samples are independent or if some other factor needs to be blocked in the design. |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
933 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
934 **Input** |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
935 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
936 Requires a count matrix as a tabular file. These are best made using the companion HTSeq_ based counter Galaxy wrapper |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
937 and your fave gene model to generate inputs. Each row is a genomic feature (gene or exon eg) and each column the |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
938 non-negative integer count of reads from one sample overlapping the feature. |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
939 The matrix must have a header row uniquely identifying the source samples, and unique row names in |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
940 the first column. Typically the row names are gene symbols or probe ids for downstream use in GSEA and other methods. |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
941 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
942 **Specifying comparisons** |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
943 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
944 This is basically dumbed down for two factors - case vs control. |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
945 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
946 More complex interfaces are possible but painful at present. |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
947 Probably need to specify a phenotype file to do this better. |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
948 Work in progress. Send code. |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
949 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
950 If you have (eg) paired samples and wish to include a term in the GLM to account for some other factor (subject in the case of paired samples), |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
951 put a comma separated list of indicators for every sample (whether modelled or not!) indicating (eg) the subject number or |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
952 A list of integers, one for each subject or an empty string if samples are all independent. |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
953 If not empty, there must be exactly as many integers in the supplied integer list as there are columns (samples) in the count matrix. |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
954 Integers for samples that are not in the analysis *must* be present in the string as filler even if not used. |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
955 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
956 So if you have 2 pairs out of 6 samples, you need to put in unique integers for the unpaired ones |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
957 eg if you had 6 samples with the first two independent but the second and third pairs each being from independent subjects. you might use |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
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958 8,9,1,1,2,2 |
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959 as subject IDs to indicate two paired samples from the same subject in columns 3/4 and 5/6 |
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960 |
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961 **Methods available** |
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962 |
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963 You can run 3 popular Bioconductor packages available for count data. |
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964 |
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965 edgeR - see edgeR_ for details |
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966 |
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967 VOOM/limma - see limma_VOOM_ for details |
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968 |
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969 DESeq2 - see DESeq2_ for details |
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970 |
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971 and optionally camera in edgeR which works better if MSigDB is installed. |
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972 |
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973 **Outputs** |
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974 |
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975 Some helpful plots and analysis results. Note that most of these are produced using R code |
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976 suggested by the excellent documentation and vignettes for the Bioconductor |
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977 packages invoked. The Tool Factory is used to automatically lay these out for you to enjoy. |
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978 |
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979 **Note on Voom** |
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980 |
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981 The voom from limma version 3.16.6 help in R includes this from the authors - but you should read the paper to interpret this method. |
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982 |
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983 This function is intended to process RNA-Seq or ChIP-Seq data prior to linear modelling in limma. |
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984 |
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985 voom is an acronym for mean-variance modelling at the observational level. |
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986 The key concern is to estimate the mean-variance relationship in the data, then use this to compute appropriate weights for each observation. |
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987 Count data almost show non-trivial mean-variance relationships. Raw counts show increasing variance with increasing count size, while log-counts typically show a decreasing mean-variance trend. |
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988 This function estimates the mean-variance trend for log-counts, then assigns a weight to each observation based on its predicted variance. |
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989 The weights are then used in the linear modelling process to adjust for heteroscedasticity. |
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990 |
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991 In an experiment, a count value is observed for each tag in each sample. A tag-wise mean-variance trend is computed using lowess. |
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992 The tag-wise mean is the mean log2 count with an offset of 0.5, across samples for a given tag. |
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993 The tag-wise variance is the quarter-root-variance of normalized log2 counts per million values with an offset of 0.5, across samples for a given tag. |
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994 Tags with zero counts across all samples are not included in the lowess fit. Optional normalization is performed using normalizeBetweenArrays. |
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995 Using fitted values of log2 counts from a linear model fit by lmFit, variances from the mean-variance trend were interpolated for each observation. |
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996 This was carried out by approxfun. Inverse variance weights can be used to correct for mean-variance trend in the count data. |
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997 |
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998 |
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999 Author(s) |
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1000 |
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1001 Charity Law and Gordon Smyth |
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1002 |
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1003 References |
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1004 |
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1005 Law, CW (2013). Precision weights for gene expression analysis. PhD Thesis. University of Melbourne, Australia. |
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1006 |
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1007 Law, CW, Chen, Y, Shi, W, Smyth, GK (2013). Voom! Precision weights unlock linear model analysis tools for RNA-seq read counts. |
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1008 Technical Report 1 May 2013, Bioinformatics Division, Walter and Eliza Hall Institute of Medical Reseach, Melbourne, Australia. |
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1009 http://www.statsci.org/smyth/pubs/VoomPreprint.pdf |
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1010 |
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1011 See Also |
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1012 |
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1013 A voom case study is given in the edgeR User's Guide. |
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1014 |
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1015 vooma is a similar function but for microarrays instead of RNA-seq. |
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1016 |
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1017 |
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1018 ***old rant on changes to Bioconductor package variable names between versions*** |
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1019 |
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1020 The edgeR authors made a small cosmetic change in the name of one important variable (from p.value to PValue) |
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1021 breaking this and all other code that assumed the old name for this variable, |
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1022 between edgeR2.4.4 and 2.4.6 (the version for R 2.14 as at the time of writing). |
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1023 This means that all code using edgeR is sensitive to the version. I think this was a very unwise thing |
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1024 to do because it wasted hours of my time to track down and will similarly cost other edgeR users dearly |
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1025 when their old scripts break. This tool currently now works with 2.4.6. |
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1026 |
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1027 **Note on prior.N** |
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1028 |
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1029 http://seqanswers.com/forums/showthread.php?t=5591 says: |
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1030 |
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1031 *prior.n* |
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1032 |
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1033 The value for prior.n determines the amount of smoothing of tagwise dispersions towards the common dispersion. |
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1034 You can think of it as like a "weight" for the common value. (It is actually the weight for the common likelihood |
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1035 in the weighted likelihood equation). The larger the value for prior.n, the more smoothing, i.e. the closer your |
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1036 tagwise dispersion estimates will be to the common dispersion. If you use a prior.n of 1, then that gives the |
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1037 common likelihood the weight of one observation. |
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1038 |
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1039 In answer to your question, it is a good thing to squeeze the tagwise dispersions towards a common value, |
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1040 or else you will be using very unreliable estimates of the dispersion. I would not recommend using the value that |
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1041 you obtained from estimateSmoothing()---this is far too small and would result in virtually no moderation |
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1042 (squeezing) of the tagwise dispersions. How many samples do you have in your experiment? |
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1043 What is the experimental design? If you have few samples (less than 6) then I would suggest a prior.n of at least 10. |
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1044 If you have more samples, then the tagwise dispersion estimates will be more reliable, |
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1045 so you could consider using a smaller prior.n, although I would hesitate to use a prior.n less than 5. |
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1046 |
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1047 |
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1048 From Bioconductor Digest, Vol 118, Issue 5, Gordon writes: |
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1049 |
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1050 Dear Dorota, |
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1051 |
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1052 The important settings are prior.df and trend. |
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1053 |
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1054 prior.n and prior.df are related through prior.df = prior.n * residual.df, |
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1055 and your experiment has residual.df = 36 - 12 = 24. So the old setting of |
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1056 prior.n=10 is equivalent for your data to prior.df = 240, a very large |
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1057 value. Going the other way, the new setting of prior.df=10 is equivalent |
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consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1058 to prior.n=10/24. |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
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|
1059 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1060 To recover old results with the current software you would use |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1061 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1062 estimateTagwiseDisp(object, prior.df=240, trend="none") |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1063 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1064 To get the new default from old software you would use |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1065 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1066 estimateTagwiseDisp(object, prior.n=10/24, trend=TRUE) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1067 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1068 Actually the old trend method is equivalent to trend="loess" in the new |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1069 software. You should use plotBCV(object) to see whether a trend is |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1070 required. |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1071 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1072 Note you could also use |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1073 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1074 prior.n = getPriorN(object, prior.df=10) |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1075 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1076 to map between prior.df and prior.n. |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1077 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1078 ---- |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1079 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1080 **Attributions** |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1081 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1082 edgeR - edgeR_ |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1083 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1084 VOOM/limma - limma_VOOM_ |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1085 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1086 DESeq2 - DESeq2_ for details |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1087 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1088 See above for Bioconductor package documentation for packages exposed in Galaxy by this tool and app store package. |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1089 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1090 Galaxy_ (that's what you are using right now!) for gluing everything together |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1091 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1092 Otherwise, all code and documentation comprising this tool was written by Ross Lazarus and is |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1093 licensed to you under the LGPL_ like other rgenetics artefacts |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1094 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1095 .. _LGPL: http://www.gnu.org/copyleft/lesser.html |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1096 .. _HTSeq: http://www-huber.embl.de/users/anders/HTSeq/doc/index.html |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1097 .. _edgeR: http://www.bioconductor.org/packages/release/bioc/html/edgeR.html |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1098 .. _DESeq2: http://www.bioconductor.org/packages/release/bioc/html/DESeq2.html |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1099 .. _limma_VOOM: http://www.bioconductor.org/packages/release/bioc/html/limma.html |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1100 .. _Galaxy: http://getgalaxy.org |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1101 </help> |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1102 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1103 </tool> |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1104 |
96ebf676f6c0
consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff
changeset
|
1105 |