annotate rgedgeRpaired_nocamera.xml @ 127:23afddb3d1e5 draft

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author fubar
date Thu, 27 Nov 2014 18:39:15 -0500
parents 731315bd6e48
children 999d4b5939bb
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1 <tool id="rgdifferentialcount" name="Differential_Count" version="0.27">
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2 <description>models using BioConductor packages</description>
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3 <requirements>
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4 <requirement type="package" version="3.1.1">R_3_1_1</requirement>
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5 <requirement type="package" version="1.3.18">graphicsmagick</requirement>
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6 <requirement type="package" version="9.10">ghostscript</requirement>
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7 <requirement type="package" version="2.14">biocbasics</requirement>
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8 </requirements>
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9
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10 <command interpreter="python">
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11 rgToolFactory.py --script_path "$runme" --interpreter "Rscript" --tool_name "Differential_Counts"
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12 --output_dir "$html_file.files_path" --output_html "$html_file" --make_HTML "yes"
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13 </command>
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14 <inputs>
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15 <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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16 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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17 <param name="title" type="text" value="Differential Counts" size="80" label="Title for job outputs"
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18 help="Supply a meaningful name here to remind you what the outputs contain">
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19 <sanitizer invalid_char="">
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20 <valid initial="string.letters,string.digits"><add value="_" /> </valid>
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21 </sanitizer>
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22 </param>
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23 <param name="treatment_name" type="text" value="Treatment" size="50" label="Treatment Name"/>
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24 <param name="Treat_cols" label="Select columns containing treatment." type="data_column" data_ref="input1" numerical="True"
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25 multiple="true" use_header_names="true" size="120" display="checkboxes" force_select="True">
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26 <validator type="no_options" message="Please select at least one column."/>
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27 </param>
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28 <param name="control_name" type="text" value="Control" size="50" label="Control Name"/>
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29 <param name="Control_cols" label="Select columns containing control." type="data_column" data_ref="input1" numerical="True"
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30 multiple="true" use_header_names="true" size="120" display="checkboxes" force_select="True">
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31 </param>
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32 <param name="subjectids" type="text" optional="true" size="120" value = ""
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33 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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34 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'">
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35 <sanitizer>
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36 <valid initial="string.letters,string.digits"><add value="," /> </valid>
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37 </sanitizer>
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38 </param>
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39 <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"
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40 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"/>
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41 <param name="useNDF" type="boolean" truevalue="T" falsevalue="F" checked="false" size="1"
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42 label="Non differential filter - remove contigs below a threshold (1 per million) for half or more samples"
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43 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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44
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45 <conditional name="edgeR">
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46 <param name="doedgeR" type="select"
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47 label="Run this model using edgeR"
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48 help="edgeR uses a negative binomial model and seems to be powerful, even with few replicates">
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49 <option value="F">Do not run edgeR</option>
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50 <option value="T" selected="true">Run edgeR</option>
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51 </param>
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52 <when value="T">
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53 <param name="edgeR_priordf" type="integer" value="10" size="3"
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54 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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55 help="10 = edgeR default. Use a larger value to 'smooth' small samples. See edgeR docs and note below"/>
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56 <param name="edgeR_robust_method" type="select" value="20" size="3"
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57 label="Use robust dispersion method"
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58 help="Use ordinary, anscombe or deviance robust deviance estimates">
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59 <option value="ordinary" selected="true">Use ordinary deviance estimates</option>
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60 <option value="deviance">Use robust deviance estimates</option>
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61 <option value="anscombe">use Anscombe robust deviance estimates</option>
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62 </param>
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63 </when>
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64 <when value="F"></when>
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65 </conditional>
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66 <conditional name="DESeq2">
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67 <param name="doDESeq2" type="select"
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68 label="Run the same model with DESeq2 and compare findings"
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69 help="DESeq2 is an update to the DESeq package. It uses different assumptions and methods to edgeR">
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70 <option value="F" selected="true">Do not run DESeq2</option>
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71 <option value="T">Run DESeq2</option>
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72 </param>
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73 <when value="T">
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74 <param name="DESeq_fitType" type="select">
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75 <option value="parametric" selected="true">Parametric (default) fit for dispersions</option>
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76 <option value="local">Local fit - this will automagically be used if parametric fit fails</option>
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77 <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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78 </param>
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79 </when>
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80 <when value="F"> </when>
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81 </conditional>
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82 <param name="doVoom" type="select"
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83 label="Run the same model with Voom/limma and compare findings"
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84 help="Voom uses counts per million and a precise transformation of variance so count data can be analysed using limma">
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85 <option value="F" selected="true">Do not run VOOM</option>
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86 <option value="T">Run VOOM</option>
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87 </param>
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88 <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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89 help="Conventional default value of 0.05 recommended"/>
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90 <param name="fdrtype" type="select" label="FDR (Type II error) control method"
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91 help="Use fdr or bh typically to control for the number of tests in a reliable way">
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92 <option value="fdr" selected="true">fdr</option>
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93 <option value="BH">Benjamini Hochberg</option>
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94 <option value="BY">Benjamini Yukateli</option>
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95 <option value="bonferroni">Bonferroni</option>
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96 <option value="hochberg">Hochberg</option>
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97 <option value="holm">Holm</option>
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98 <option value="hommel">Hommel</option>
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99 <option value="none">no control for multiple tests</option>
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100 </param>
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101 </inputs>
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102 <outputs>
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103 <data format="tabular" name="out_edgeR" label="${title}_topTable_edgeR.xls">
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104 <filter>edgeR['doedgeR'] == "T"</filter>
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105 </data>
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106 <data format="tabular" name="out_DESeq2" label="${title}_topTable_DESeq2.xls">
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107 <filter>DESeq2['doDESeq2'] == "T"</filter>
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108 </data>
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109 <data format="tabular" name="out_VOOM" label="${title}_topTable_VOOM.xls">
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110 <filter>doVoom == "T"</filter>
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111 </data>
96ebf676f6c0 consolidated from baker version. 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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112 <data format="html" name="html_file" label="${title}.html"/>
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113 </outputs>
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114 <stdio>
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115 <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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116 </stdio>
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117 <tests>
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118 <test>
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119 <param name='input1' value='test_bams2mx.xls' ftype='tabular' />
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120 <param name='treatment_name' value='liver' />
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121 <param name='title' value='edgeRtest' />
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122 <param name='useNDF' value='' />
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123 <param name='doedgeR' value='T' />
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124 <param name='doVoom' value='T' />
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125 <param name='doDESeq2' value='T' />
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126 <param name='fdrtype' value='fdr' />
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127 <param name='edgeR_priordf' value="8" />
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128 <param name='edgeR_robust' value="ordinary" />
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129 <param name='fdrthresh' value="0.05" />
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130 <param name='control_name' value='heart' />
96ebf676f6c0 consolidated from baker version. 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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131 <param name='subjectids' value='' />
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132 <param name='Control_cols' value='3,4,5,9' />
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133 <param name='Treat_cols' value='2,6,7,8' />
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134 <output name='out_edgeR' file='edgeRtest1out.xls' compare='diff' />
96ebf676f6c0 consolidated from baker version. 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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135 <output name='html_file' file='edgeRtest1out.html' compare='diff' lines_diff='20' />
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136 </test>
96ebf676f6c0 consolidated from baker version. 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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137 </tests>
96ebf676f6c0 consolidated from baker version. 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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138
96ebf676f6c0 consolidated from baker version. 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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139 <configfiles>
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140 <configfile name="runme">
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141 <![CDATA[
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142 #
96ebf676f6c0 consolidated from baker version. 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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143 # edgeR.Rscript
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144 # updated feb 2014 adding outlier-robust deviance estimate options by ross for R 3.0.2/bioc 2.13
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145 # updated npv 2011 for R 2.14.0 and edgeR 2.4.0 by ross
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146 # Performs DGE on a count table containing n replicates of two conditions
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147 #
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148 # Parameters
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149 #
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150 # 1 - Output Dir
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151
96ebf676f6c0 consolidated from baker version. 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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152 # Original edgeR code by: S.Lunke and A.Kaspi
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153 reallybig = log10(.Machine\$double.xmax)
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154 reallysmall = log10(.Machine\$double.xmin)
111
9f2e0ec3e826 Uploaded
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155 library("stringr")
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156 library("gplots")
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157 library("edgeR")
108
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158 hmap2 = function(cmat,nsamp=100,outpdfname='heatmap2.pdf', TName='Treatment',group=NA,myTitle='title goes here')
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159 {
96ebf676f6c0 consolidated from baker version. 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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160 # Perform clustering for significant pvalues after controlling FWER
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161 samples = colnames(cmat)
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162 gu = unique(group)
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163 gn = rownames(cmat)
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164 if (length(gu) == 2) {
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165 col.map = function(g) {if (g==gu[1]) "#FF0000" else "#0000FF"}
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166 pcols = unlist(lapply(group,col.map))
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167 } else {
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168 colours = rainbow(length(gu),start=0,end=4/6)
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169 pcols = colours[match(group,gu)] }
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170 dm = cmat[(! is.na(gn)),]
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171 # remove unlabelled hm rows
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172 nprobes = nrow(dm)
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173 # sub = paste('Showing',nprobes,'contigs ranked for evidence of differential abundance')
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174 if (nprobes > nsamp) {
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175 dm =dm[1:nsamp,]
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176 #sub = paste('Showing',nsamp,'contigs ranked for evidence for differential abundance out of',nprobes,'total')
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177 }
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178 newcolnames = substr(colnames(dm),1,20)
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179 colnames(dm) = newcolnames
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180 pdf(outpdfname)
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181 heatmap.2(dm,main=myTitle,ColSideColors=pcols,col=topo.colors(100),dendrogram="col",key=T,density.info='none',
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182 Rowv=F,scale='row',trace='none',margins=c(8,8),cexRow=0.4,cexCol=0.5)
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183 dev.off()
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184 }
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185
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186 hmap = function(cmat,nmeans=4,outpdfname="heatMap.pdf",nsamp=250,TName='Treatment',group=NA,myTitle="Title goes here")
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187 {
96ebf676f6c0 consolidated from baker version. 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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188 # for 2 groups only was
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189 #col.map = function(g) {if (g==TName) "#FF0000" else "#0000FF"}
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190 #pcols = unlist(lapply(group,col.map))
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191 gu = unique(group)
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192 colours = rainbow(length(gu),start=0.3,end=0.6)
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193 pcols = colours[match(group,gu)]
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194 nrows = nrow(cmat)
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195 mtitle = paste(myTitle,'Heatmap: n contigs =',nrows)
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196 if (nrows > nsamp) {
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197 cmat = cmat[c(1:nsamp),]
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198 mtitle = paste('Heatmap: Top ',nsamp,' DE contigs (of ',nrows,')',sep='')
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199 }
96ebf676f6c0 consolidated from baker version. 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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200 newcolnames = substr(colnames(cmat),1,20)
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201 colnames(cmat) = newcolnames
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202 pdf(outpdfname)
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203 heatmap(cmat,scale='row',main=mtitle,cexRow=0.3,cexCol=0.4,Rowv=NA,ColSideColors=pcols)
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204 dev.off()
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205 }
96ebf676f6c0 consolidated from baker version. 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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206
96ebf676f6c0 consolidated from baker version. 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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207 qqPlot = function(descr='qqplot',pvector, outpdf='qqplot.pdf',...)
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208 # stolen from https://gist.github.com/703512
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209 {
96ebf676f6c0 consolidated from baker version. 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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210 o = -log10(sort(pvector,decreasing=F))
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211 e = -log10( 1:length(o)/length(o) )
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212 o[o==-Inf] = reallysmall
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213 o[o==Inf] = reallybig
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214 maint = descr
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215 pdf(outpdf)
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216 plot(e,o,pch=19,cex=1, main=maint, ...,
96ebf676f6c0 consolidated from baker version. 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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217 xlab=expression(Expected~~-log[10](italic(p))),
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218 ylab=expression(Observed~~-log[10](italic(p))),
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219 xlim=c(0,max(e)), ylim=c(0,max(o)))
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220 lines(e,e,col="red")
96ebf676f6c0 consolidated from baker version. 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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221 grid(col = "lightgray", lty = "dotted")
96ebf676f6c0 consolidated from baker version. 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 changeset
222 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
223 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
224
111
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diff changeset
225 smearPlot = function(myDGEList,deTags, outSmear, outMain)
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
226 {
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
227 pdf(outSmear)
111
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diff changeset
228 plotSmear(myDGEList,de.tags=deTags,main=outMain)
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
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diff changeset
229 grid(col="lightgray", lty="dotted")
96ebf676f6c0 consolidated from baker version. includes 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
230 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
231 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
232
96ebf676f6c0 consolidated from baker version. includes 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
233 boxPlot = function(rawrs,cleanrs,maint,myTitle,pdfname)
124
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diff changeset
234 {
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
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diff changeset
235 nc = ncol(rawrs)
124
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diff changeset
236 ##### for (i in c(1:nc)) {rawrs[(rawrs[,i] < 0),i] = NA}
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
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diff changeset
237 fullnames = colnames(rawrs)
96ebf676f6c0 consolidated from baker version. includes 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
238 newcolnames = substr(colnames(rawrs),1,20)
96ebf676f6c0 consolidated from baker version. includes 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
239 colnames(rawrs) = newcolnames
96ebf676f6c0 consolidated from baker version. includes 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
240 newcolnames = substr(colnames(cleanrs),1,20)
96ebf676f6c0 consolidated from baker version. includes 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
241 colnames(cleanrs) = newcolnames
96ebf676f6c0 consolidated from baker version. includes 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
242 defpar = par(no.readonly=T)
124
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diff changeset
243 print.noquote('@@@ Raw contig counts by 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
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diff changeset
244 print.noquote(summary(rawrs))
124
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245 print.noquote('@@@ Library size contig counts by 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
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diff changeset
246 print.noquote(summary(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
247 pdf(pdfname)
96ebf676f6c0 consolidated from baker version. includes 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
248 par(mfrow=c(1,2))
124
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diff changeset
249 boxplot(rawrs,varwidth=T,notch=T,ylab='log contig count',col="maroon",las=3,cex.axis=0.35,main='log2 raw counts')
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
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diff changeset
250 grid(col="lightgray",lty="dotted")
124
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diff changeset
251 boxplot(cleanrs,varwidth=T,notch=T,ylab='log contig count',col="maroon",las=3,cex.axis=0.35,main=paste('log2 counts after ',maint))
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
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diff changeset
252 grid(col="lightgray",lty="dotted")
96ebf676f6c0 consolidated from baker version. includes 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
253 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
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diff changeset
254 pdfname = "sample_counts_histogram.pdf"
96ebf676f6c0 consolidated from baker version. includes 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
255 nc = ncol(rawrs)
96ebf676f6c0 consolidated from baker version. includes 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
256 print.noquote(paste('Using ncol rawrs=',nc))
96ebf676f6c0 consolidated from baker version. 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 changeset
257 ncroot = round(sqrt(nc))
96ebf676f6c0 consolidated from baker version. includes 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
258 if (ncroot*ncroot < nc) { ncroot = ncroot + 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
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diff changeset
259 m = 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
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diff changeset
260 for (i in c(1:nc)) {
96ebf676f6c0 consolidated from baker version. includes 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
261 rhist = hist(rawrs[,i],breaks=100,plot=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
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diff changeset
262 m = append(m,max(rhist\$counts))
96ebf676f6c0 consolidated from baker version. 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 changeset
263 }
96ebf676f6c0 consolidated from baker version. 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 changeset
264 ymax = max(m)
96ebf676f6c0 consolidated from baker version. includes 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
265 ncols = length(fullnames)
96ebf676f6c0 consolidated from baker version. includes 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
266 if (ncols > 20)
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
267 {
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
268 scale = 7*ncols/20
96ebf676f6c0 consolidated from baker version. includes 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
269 pdf(pdfname,width=scale,height=scale)
96ebf676f6c0 consolidated from baker version. 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 changeset
270 } 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
271 pdf(pdfname)
96ebf676f6c0 consolidated from baker version. includes 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
272 }
96ebf676f6c0 consolidated from baker version. includes 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
273 par(mfrow=c(ncroot,ncroot))
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
274 for (i in c(1:nc)) {
96ebf676f6c0 consolidated from baker version. includes 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
275 hist(rawrs[,i], main=paste("Contig logcount",i), xlab='log raw count', 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
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diff changeset
276 breaks=100,sub=fullnames[i],cex=0.8,ylim=c(0,ymax))
96ebf676f6c0 consolidated from baker version. includes 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
277 }
96ebf676f6c0 consolidated from baker version. includes 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
278 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
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diff changeset
279 par(defpar)
96ebf676f6c0 consolidated from baker version. includes 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
280
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
281 }
96ebf676f6c0 consolidated from baker version. includes 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
282
96ebf676f6c0 consolidated from baker version. includes 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
283 cumPlot = function(rawrs,cleanrs,maint,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
284 { # updated to use ecdf
124
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285 pdfname = "Differential_rowsum_bar_charts.pdf"
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
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diff changeset
286 defpar = par(no.readonly=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
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diff changeset
287 lrs = log(rawrs,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
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diff changeset
288 lim = max(lrs)
96ebf676f6c0 consolidated from baker version. includes 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
289 pdf(pdfname)
96ebf676f6c0 consolidated from baker version. includes 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
290 par(mfrow=c(2,1))
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
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diff changeset
291 hist(lrs,breaks=100,main=paste('Before:',maint),xlab="# Reads (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
292 ylab="Count",col="maroon",sub=myTitle, xlim=c(0,lim),las=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
293 grid(col="lightgray", lty="dotted")
96ebf676f6c0 consolidated from baker version. includes 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
294 lrs = log(cleanrs,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
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diff changeset
295 hist(lrs,breaks=100,main=paste('After:',maint),xlab="# Reads (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
296 ylab="Count",col="maroon",sub=myTitle,xlim=c(0,lim),las=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
297 grid(col="lightgray", lty="dotted")
96ebf676f6c0 consolidated from baker version. includes 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
298 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
299 par(defpar)
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
300 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
301
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
302 cumPlot1 = function(rawrs,cleanrs,maint,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
303 { # updated to use ecdf
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
304 pdfname = paste(gsub(" ","", myTitle , fixed=TRUE),"RowsumCum.pdf",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
305 pdf(pdfname)
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
306 par(mfrow=c(2,1))
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
307 lastx = max(rawrs)
96ebf676f6c0 consolidated from baker version. includes 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
308 rawe = knots(ecdf(rawrs))
96ebf676f6c0 consolidated from baker version. includes 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
309 cleane = knots(ecdf(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
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diff changeset
310 cy = 1:length(cleane)/length(cleane)
96ebf676f6c0 consolidated from baker version. includes 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
311 ry = 1:length(rawe)/length(rawe)
96ebf676f6c0 consolidated from baker version. includes 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
312 plot(rawe,ry,type='l',main=paste('Before',maint),xlab="Log Contig Total Reads",
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
313 ylab="Cumulative proportion",col="maroon",log='x',xlim=c(1,lastx),sub=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
314 grid(col="blue")
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
315 plot(cleane,cy,type='l',main=paste('After',maint),xlab="Log Contig Total Reads",
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
316 ylab="Cumulative proportion",col="maroon",log='x',xlim=c(1,lastx),sub=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
317 grid(col="blue")
96ebf676f6c0 consolidated from baker version. includes 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
318 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
319 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
320
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
321
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
322
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
323 doGSEAold = 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
324 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
325 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
326 {
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
327 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
328 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
329 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
330 {
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
331 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
332 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
333 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
334 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
335 {
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
336 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
337 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
338 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
339 } 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
340 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
341 } # 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
342 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
343 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
344 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
345 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
346 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
347 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
348 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
349 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
350 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
351 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
352 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
353 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
354 g = 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
355 u = 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
356 if (u > "") { u = paste("<a href=\'",u,"\'>",u,"</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
357 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
358 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
359 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
360 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
361 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
362 ### 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
363 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
364 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
365 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
366 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
367 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
368 {
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
369 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
370 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
371 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
372 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
373 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
374 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
375 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
376 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
377 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
378 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
379 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
380 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
381 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
382 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
383 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
384 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
385 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
386 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
387 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
388 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
389 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
390 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
391
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
392
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
393
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
394
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
395 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
396 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
397 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
398 {
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
399 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
400 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
401 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
402 {
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
403 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
404 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
405 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 (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
407 {
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 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
409 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
410 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
411 } 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 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
413 } # 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
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 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
416 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
417 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
418 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
419 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
420 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
421 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
422 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
423 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
424 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
425 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
426 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
427 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
428 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
429 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
430 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
431 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
432 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
433 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
434 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
435 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
436 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
437 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
438 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
439 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
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 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 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
443 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
444 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
445 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
446 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
447 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
448 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
449 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
450 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
451 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
452 } 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
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diff changeset
453 { 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
454 } 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
455 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 }
96ebf676f6c0 consolidated from baker version. 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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459 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
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diff changeset
460 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
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diff changeset
461 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
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462 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
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463 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
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diff changeset
464 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
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diff changeset
465 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
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466 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
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diff changeset
467 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
468 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:
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469 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
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470 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:
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471 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
472 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
473 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
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474 }
111
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diff changeset
475
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
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476
111
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diff changeset
477 edgeIt = function (Count_Matrix=c(),group=c(),out_edgeR=F,out_Voom=F,out_DESeq2=F,fdrtype='fdr',priordf=5,
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
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478 fdrthresh=0.05,outputdir='.', myTitle='Differential Counts',libSize=c(),useNDF=F,
124
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diff changeset
479 filterquantile=0.2, subjects=c(),TreatmentName="Rx",ControlName="Ctrl",mydesign=NULL,
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
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480 doDESeq2=T,doVoom=T,doCamera=T,doedgeR=T,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
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481 histgmt="", 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
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diff changeset
482 doCook=F,DESeq_fitType="parameteric",robust_meth='ordinary')
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 {
111
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484
124
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diff changeset
485 logf = file('Differential.log', open = "a")
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diff changeset
486 sink(logf,type = c("output", "message"))
111
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487
124
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diff changeset
488
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diff changeset
489 run_edgeR = function(workCM,pdata,subjects,group,priordf,robust_meth,mydesign,mt,cmrowsums,out_edgeR,nonzerod)
111
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diff changeset
490 {
124
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491 logf = file('edgeR.log', open = "a")
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diff changeset
492 sink(logf,type = c("output", "message"))
111
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diff changeset
493 #### Setup myDGEList object
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494 myDGEList = DGEList(counts=workCM, group = group)
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495 myDGEList = calcNormFactors(myDGEList)
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diff changeset
496 if (robust_meth == 'ordinary') {
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diff changeset
497 myDGEList = estimateGLMCommonDisp(myDGEList,mydesign)
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diff changeset
498 myDGEList = estimateGLMTrendedDisp(myDGEList,mydesign)
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diff changeset
499 if (priordf > 0) { myDGEList = estimateGLMTagwiseDisp(myDGEList,mydesign,prior.df = priordf)
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diff changeset
500 } else { myDGEList = estimateGLMTagwiseDisp(myDGEList,mydesign) }
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diff changeset
501 comdisp = myDGEList\$common.dispersion
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diff changeset
502 estpriorn = getPriorN(myDGEList)
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diff changeset
503 print(paste("Common Dispersion =",comdisp,"CV = ",sqrt(comdisp),"getPriorN = ",estpriorn),quote=F)
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diff changeset
504 } else {
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diff changeset
505 myDGEList = estimateGLMRobustDisp(myDGEList,design=mydesign, prior.df = priordf, maxit = 6, residual.type = robust_meth)
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506 }
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diff changeset
507
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diff changeset
508
9f2e0ec3e826 Uploaded
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diff changeset
509 DGLM = glmFit(myDGEList,design=mydesign)
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diff changeset
510 DE = glmLRT(DGLM,coef=ncol(DGLM\$design)) # always last one - subject is first if needed
123
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diff changeset
511 normData = cpm(myDGEList)
111
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diff changeset
512 uoutput = cbind(
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513 Name=as.character(rownames(myDGEList\$counts)),
9f2e0ec3e826 Uploaded
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diff changeset
514 DE\$table,
9f2e0ec3e826 Uploaded
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diff changeset
515 adj.p.value=p.adjust(DE\$table\$PValue, method=fdrtype),
9f2e0ec3e826 Uploaded
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diff changeset
516 Dispersion=myDGEList\$tagwise.dispersion,totreads=cmrowsums,normData,
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diff changeset
517 myDGEList\$counts
9f2e0ec3e826 Uploaded
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diff changeset
518 )
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diff changeset
519 soutput = uoutput[order(DE\$table\$PValue),] # sorted into p value order - for quick toptable
9f2e0ec3e826 Uploaded
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diff changeset
520 goodness = gof(DGLM, pcutoff=fdrthresh)
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diff changeset
521 if (sum(goodness\$outlier) > 0) {
9f2e0ec3e826 Uploaded
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diff changeset
522 print.noquote('GLM outliers:')
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diff changeset
523 print(paste(rownames(DGLM)[(goodness\$outlier)],collapse=','),quote=F)
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diff changeset
524 } else {
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diff changeset
525 print('No GLM fit outlier genes found\n')
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diff changeset
526 }
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diff changeset
527 z = limma::zscoreGamma(goodness\$gof.statistic, shape=goodness\$df/2, scale=2)
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diff changeset
528 pdf(paste("edgeR",mt,"GoodnessofFit.pdf",sep='_'))
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diff changeset
529 qq = qqnorm(z, panel.first=grid(), main="tagwise dispersion")
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
530 abline(0,1,lwd=3)
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
531 points(qq\$x[goodness\$outlier],qq\$y[goodness\$outlier], pch=16, col="maroon")
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diff changeset
532 dev.off()
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diff changeset
533 uniqueg = unique(group)
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
534 write.table(soutput,file=out_edgeR, quote=FALSE, sep="\t",row.names=F)
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parents: 110
diff changeset
535 tt = cbind(
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
536 Name=as.character(rownames(myDGEList)),
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
537 DE\$table,
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
538 adj.p.value=p.adjust(DE\$table\$PValue, method=fdrtype),
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
539 Dispersion=myDGEList\$tagwise.dispersion,totreads=cmrowsums
9f2e0ec3e826 Uploaded
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diff changeset
540 )
124
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diff changeset
541 print.noquote("@@ edgeR Top tags\n")
111
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parents: 110
diff changeset
542 tt = cbind(tt,URL=contigurls) # add to end so table isn't laid out strangely
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
543 print.noquote(tt[1:50,])
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parents: 110
diff changeset
544 deTags = rownames(uoutput[uoutput\$adj.p.value < fdrthresh,])
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fubar
parents: 110
diff changeset
545 nsig = length(deTags)
124
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diff changeset
546 print.noquote(paste('@@',nsig,'tags significant at adj p=',fdrthresh))
111
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diff changeset
547 deColours = ifelse(deTags,'red','black')
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
548 pdf(paste("edgeR",mt,"BCV_vs_abundance.pdf",sep="_"))
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
549 plotBCV(myDGEList, cex=0.3, main="Biological CV vs abundance")
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
550 dev.off()
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diff changeset
551 dg = myDGEList[order(DE\$table\$PValue),]
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diff changeset
552 outpdfname= paste("edgeR",mt,"top_100_heatmap.pdf",sep="_")
124
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parents: 123
diff changeset
553 ocpm = normData[order(DE\$table\$PValue),]
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diff changeset
554 ocpm = ocpm[c(1:100),]
731315bd6e48 Uploaded
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parents: 123
diff changeset
555 hmap2(ocpm,TName=TName,group=group,outpdfname=outpdfname,myTitle=paste(myTitle,'Heatmap'))
111
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
556 outSmear = paste("edgeR",mt,"smearplot.pdf",sep="_")
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parents: 110
diff changeset
557 outMain = paste("Smear Plot for ",TName,' Vs ',CName,' (FDR@',fdrthresh,' N = ',nsig,')',sep='')
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
558 smearPlot(myDGEList=myDGEList,deTags=deTags, outSmear=outSmear, outMain = outMain)
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
559 qqPlot(descr=paste(myTitle,'edgeR adj p QQ plot'),pvector=tt\$adj.p.value,outpdf=paste('edgeR',mt,'qqplot.pdf',sep='_'))
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
560 topresults.edgeR = soutput[which(soutput\$adj.p.value < fdrthresh), ]
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
561 edgeRcountsindex = which(allgenes %in% rownames(topresults.edgeR))
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
562 edgeRcounts = rep(0, length(allgenes))
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parents: 110
diff changeset
563 edgeRcounts[edgeRcountsindex] = 1 # Create venn diagram of hits
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parents: 110
diff changeset
564 sink()
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
565 return(list(myDGEList=myDGEList,edgeRcounts=edgeRcounts))
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
566 } ### run_edgeR
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parents: 110
diff changeset
567
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
568
9f2e0ec3e826 Uploaded
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diff changeset
569 run_DESeq2 = function(workCM,pdata,subjects,group,out_DESeq2,mt,DESeq_fitType)
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
570
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
571 {
124
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diff changeset
572 logf = file("DESeq2.log", open = "a")
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parents: 123
diff changeset
573 sink(logf,type = c("output", "message"))
111
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parents: 110
diff changeset
574 # DESeq2
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diff changeset
575 require('DESeq2')
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diff changeset
576 library('RColorBrewer')
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parents: 110
diff changeset
577 if (length(subjects) == 0)
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
578 {
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
579 pdata = data.frame(Name=colnames(workCM),Rx=group,row.names=colnames(workCM))
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
580 deSEQds = DESeqDataSetFromMatrix(countData = workCM, colData = pdata, design = formula(~ Rx))
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parents: 110
diff changeset
581 } else {
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parents: 110
diff changeset
582 pdata = data.frame(Name=colnames(workCM),Rx=group,subjects=subjects,row.names=colnames(workCM))
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parents: 110
diff changeset
583 deSEQds = DESeqDataSetFromMatrix(countData = workCM, colData = pdata, design = formula(~ subjects + Rx))
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
584 }
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parents: 110
diff changeset
585 deSeqDatsizefac = estimateSizeFactors(deSEQds)
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
586 deSeqDatdisp = estimateDispersions(deSeqDatsizefac,fitType=DESeq_fitType)
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
587 resDESeq = nbinomWaldTest(deSeqDatdisp)
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parents: 110
diff changeset
588 rDESeq = as.data.frame(results(resDESeq))
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parents: 110
diff changeset
589 rDESeq = cbind(Contig=rownames(workCM),rDESeq,NReads=cmrowsums,URL=contigurls)
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parents: 110
diff changeset
590 srDESeq = rDESeq[order(rDESeq\$pvalue),]
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parents: 110
diff changeset
591 qqPlot(descr=paste(myTitle,'DESeq2 adj p qq plot'),pvector=rDESeq\$padj,outpdf=paste('DESeq2',mt,'qqplot.pdf',sep="_"))
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parents: 110
diff changeset
592 cat("# DESeq top 50\n")
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parents: 110
diff changeset
593 print.noquote(srDESeq[1:50,])
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parents: 110
diff changeset
594 write.table(srDESeq,file=out_DESeq2, quote=FALSE, sep="\t",row.names=F)
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parents: 110
diff changeset
595 topresults.DESeq = rDESeq[which(rDESeq\$padj < fdrthresh), ]
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parents: 110
diff changeset
596 DESeqcountsindex = which(allgenes %in% rownames(topresults.DESeq))
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parents: 110
diff changeset
597 DESeqcounts = rep(0, length(allgenes))
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parents: 110
diff changeset
598 DESeqcounts[DESeqcountsindex] = 1
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parents: 110
diff changeset
599 pdf(paste("DESeq2",mt,"dispersion_estimates.pdf",sep='_'))
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parents: 110
diff changeset
600 plotDispEsts(resDESeq)
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diff changeset
601 dev.off()
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diff changeset
602 ysmall = abs(min(rDESeq\$log2FoldChange))
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diff changeset
603 ybig = abs(max(rDESeq\$log2FoldChange))
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parents: 110
diff changeset
604 ylimit = min(4,ysmall,ybig)
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parents: 110
diff changeset
605 pdf(paste("DESeq2",mt,"MA_plot.pdf",sep="_"))
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
606 plotMA(resDESeq,main=paste(myTitle,"DESeq2 MA plot"),ylim=c(-ylimit,ylimit))
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
607 dev.off()
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parents: 110
diff changeset
608 rlogres = rlogTransformation(resDESeq)
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parents: 110
diff changeset
609 sampledists = dist( t( assay(rlogres) ) )
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
610 sdmat = as.matrix(sampledists)
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
611 pdf(paste("DESeq2",mt,"sample_distance_plot.pdf",sep="_"))
9f2e0ec3e826 Uploaded
fubar
parents: 110
diff changeset
612 heatmap.2(sdmat,trace="none",main=paste(myTitle,"DESeq2 sample distances"),
9f2e0ec3e826 Uploaded
fubar
parents: 110
diff changeset
613 col = colorRampPalette( rev(brewer.pal(9, "RdBu")) )(255))
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
614 dev.off()
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parents: 110
diff changeset
615 result = try( (ppca = plotPCA( varianceStabilizingTransformation(deSeqDatdisp,blind=T), intgroup=c("Rx","Name")) ) )
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fubar
parents: 110
diff changeset
616 if ("try-error" %in% class(result)) {
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
617 print.noquote('DESeq2 plotPCA failed.')
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parents: 110
diff changeset
618 } else {
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
619 pdf(paste("DESeq2",mt,"PCA_plot.pdf",sep="_"))
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fubar
parents: 110
diff changeset
620 #### wtf - print? Seems needed to get this to work
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
621 print(ppca)
9f2e0ec3e826 Uploaded
fubar
parents: 110
diff changeset
622 dev.off()
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parents: 110
diff changeset
623 }
124
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diff changeset
624 sink()
111
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
625 return(DESeqcounts)
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fubar
parents: 110
diff changeset
626 }
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
627
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parents: 110
diff changeset
628
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
629 run_Voom = function(workCM,pdata,subjects,group,mydesign,mt,out_Voom)
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
630 {
124
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diff changeset
631 logf = file('VOOM.log', open = "a")
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parents: 123
diff changeset
632 sink(logf,type = c("output", "message"))
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
633 if (doedgeR == F) {
731315bd6e48 Uploaded
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parents: 123
diff changeset
634 #### Setup myDGEList object
731315bd6e48 Uploaded
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parents: 123
diff changeset
635 myDGEList = DGEList(counts=workCM, group = group)
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parents: 123
diff changeset
636 myDGEList = calcNormFactors(myDGEList)
731315bd6e48 Uploaded
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parents: 123
diff changeset
637 myDGEList = estimateGLMCommonDisp(myDGEList,mydesign)
731315bd6e48 Uploaded
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parents: 123
diff changeset
638 myDGEList = estimateGLMTrendedDisp(myDGEList,mydesign)
731315bd6e48 Uploaded
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parents: 123
diff changeset
639 myDGEList = estimateGLMTagwiseDisp(myDGEList,mydesign)
731315bd6e48 Uploaded
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parents: 123
diff changeset
640 }
731315bd6e48 Uploaded
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parents: 123
diff changeset
641 pdf(paste("VOOM",mt,"mean_variance_plot.pdf",sep='_'))
731315bd6e48 Uploaded
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parents: 123
diff changeset
642 dat.voomed <- voom(myDGEList, mydesign, plot = TRUE, normalize.method="quantil", lib.size = NULL)
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parents: 123
diff changeset
643 dev.off()
731315bd6e48 Uploaded
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parents: 123
diff changeset
644 # Use limma to fit data
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parents: 123
diff changeset
645 fit = lmFit(dat.voomed, mydesign)
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parents: 123
diff changeset
646 fit = eBayes(fit)
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parents: 123
diff changeset
647 rvoom = topTable(fit, coef = length(colnames(mydesign)), adj = fdrtype, n = Inf, sort="none")
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parents: 123
diff changeset
648 qqPlot(descr=paste(myTitle,'VOOM-limma adj p QQ plot'),pvector=rvoom\$adj.P.Val,outpdf=paste('VOOM',mt,'qqplot.pdf',sep='_'))
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parents: 123
diff changeset
649 rownames(rvoom) = rownames(workCM)
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parents: 123
diff changeset
650 rvoom = cbind(Contig=rownames(workCM),rvoom,NReads=cmrowsums,URL=contigurls)
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parents: 123
diff changeset
651 srvoom = rvoom[order(rvoom\$P.Value),]
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
652 cat("# VOOM top 50\n")
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
653 print(srvoom[1:50,])
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
654 write.table(srvoom,file=out_Voom, quote=FALSE, sep="\t",row.names=F)
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
655 # Use an FDR cutoff to find interesting samples for edgeR, DESeq and voom/limma
731315bd6e48 Uploaded
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parents: 123
diff changeset
656 topresults.voom = rvoom[which(rvoom\$adj.P.Val < fdrthresh), ]
731315bd6e48 Uploaded
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parents: 123
diff changeset
657 voomcountsindex <- which(allgenes %in% rownames(topresults.voom))
731315bd6e48 Uploaded
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parents: 123
diff changeset
658 voomcounts = rep(0, length(allgenes))
731315bd6e48 Uploaded
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parents: 123
diff changeset
659 voomcounts[voomcountsindex] = 1
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
660 sink()
731315bd6e48 Uploaded
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parents: 123
diff changeset
661 return(voomcounts)
731315bd6e48 Uploaded
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parents: 123
diff changeset
662 }
111
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parents: 110
diff changeset
663
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
664
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
665 #### data cleaning and analsis control starts here
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parents: 110
diff changeset
666
124
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parents: 123
diff changeset
667
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
668 # Error handling
111
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
669 nugroup = length(unique(group))
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
670 if (nugroup!=2){
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
671 print("Number of conditions identified in experiment does not equal 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
672 q()
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
673 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
674 require(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
675 options(width = 512)
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
676 mt = paste(unlist(strsplit(myTitle,'_')),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
677 allN = nrow(Count_Matrix)
111
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
678 nscut = round(ncol(Count_Matrix)/2) # half samples
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
679 colTotmillionreads = colSums(Count_Matrix)/1e6
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
680 counts.dataframe = as.data.frame(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
681 rawrs = rowSums(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
682 nonzerod = Count_Matrix[(rawrs > 0),] # remove all zero count 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
683 nzN = nrow(nonzerod)
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
684 nzrs = rowSums(nonzerod)
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
685 zN = allN - nzN
124
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parents: 123
diff changeset
686 print('@@@ Quantiles for non-zero row counts:',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
687 print(quantile(nzrs,probs=seq(0,1,0.1)),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
688 if (useNDF == 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
689 {
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
690 gt1rpin3 = rowSums(Count_Matrix/expandAsMatrix(colTotmillionreads,dim(Count_Matrix)) >= 1) >= nscut
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
691 lo = colSums(Count_Matrix[!gt1rpin3,])
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
692 workCM = Count_Matrix[gt1rpin3,]
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
693 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
694 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
695 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
696 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
697 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
698 } 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
699 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
700 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
701 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
702 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
703 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
704 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
705 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
706 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
707 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
708 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
709 allgenes = rownames(workCM)
111
9f2e0ec3e826 Uploaded
fubar
parents: 110
diff changeset
710 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
711 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
712 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
713 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
714 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
715 {
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
716 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
717 contigurls = paste0(ucsc,"&amp;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
718 } 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
719 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
720 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
721 }
124
731315bd6e48 Uploaded
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parents: 123
diff changeset
722 print.noquote(paste("@@ Total low count contigs per sample = ",paste(table(lo),collapse=',')))
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
723 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
724 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
725 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
726 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
727 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
728 {
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
729 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
730 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
731 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
732 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
733 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
734 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
735 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
736 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
737 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
738 print.noquote(mydesign)
124
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
739 normData = cpm(workCM)*1e6
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
740 colnames(normData) = paste( colnames(workCM),'N',sep="_")
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
741 print(paste('Raw sample read totals',paste(colSums(nonzerod,na.rm=T),collapse=',')))
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
742
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
743 if (doedgeR == T) {
124
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
744 eres = run_edgeR(workCM,pdata,subjects,group,priordf,robust_meth,mydesign,mt,cmrowsums,out_edgeR,nonzerod)
111
9f2e0ec3e826 Uploaded
fubar
parents: 110
diff changeset
745 myDGEList = eres\$myDGEList
9f2e0ec3e826 Uploaded
fubar
parents: 110
diff changeset
746 edgeRcounts = eres\$edgeRcounts
124
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
747 #### Plot MDS
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
748 sample_colors = match(group,levels(group))
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
749 sampleTypes = levels(factor(group))
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
750 print.noquote(sampleTypes)
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
751 pdf(paste("edgeR",mt,"MDSplot.pdf",sep='_'))
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
752 plotMDS.DGEList(myDGEList,main=paste("MDS for",myTitle),cex=0.5,col=sample_colors,pch=sample_colors)
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
753 legend(x="topleft", legend = sampleTypes,col=c(1:length(sampleTypes)), pch=19)
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
754 grid(col="blue")
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
755 dev.off()
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
756 scale <- myDGEList\$samples\$lib.size*myDGEList\$samples\$norm.factors
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
757 normCounts <- round(t(t(myDGEList\$counts)/scale)*mean(scale))
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
758 try({boxPlot(rawrs=nzd,cleanrs=log2(normCounts+1),maint='Effects of TMM size normalisation',myTitle=myTitle,pdfname=paste("edgeR",mt,"raw_norm_counts_box.pdf",sep='_'))},T)
111
9f2e0ec3e826 Uploaded
fubar
parents: 110
diff changeset
759 }
9f2e0ec3e826 Uploaded
fubar
parents: 110
diff changeset
760 if (doDESeq2 == T) { DESeqcounts = run_DESeq2(workCM,pdata,subjects,group,out_DESeq2,mt,DESeq_fitType) }
9f2e0ec3e826 Uploaded
fubar
parents: 110
diff changeset
761 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
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
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 if (doCamera) {
111
9f2e0ec3e826 Uploaded
fubar
parents: 110
diff changeset
765 doGSEA(y=myDGEList,design=mydesign,histgmt=histgmt,bigmt=bigmt,ntest=20,myTitle=myTitle,
9f2e0ec3e826 Uploaded
fubar
parents: 110
diff changeset
766 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
767 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 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
769 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
770 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
771 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
772 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
773 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
774 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
775 } 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
776 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
777 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
778 } 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
779 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
780 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
781 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 (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
784 counts.venn = vennCounts(counts.dataframe)
124
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
785 vennf = paste("Differential_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
786 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
787 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
788 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
789 }
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 } #### doDESeq2 or doVoom
124
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
791 sink()
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
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 #### Done
121
d69a656284f5 Uploaded
fubar
parents: 120
diff changeset
794 ]]>
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
795 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
796 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
797 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
798 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
799 out_DESeq2 = F
111
9f2e0ec3e826 Uploaded
fubar
parents: 110
diff changeset
800 out_Voom = "$out_VOOM"
124
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
801 edgeR_robust_meth = "ordinary"
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
802 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
803 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
804 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
805 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
806 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
807
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 #if $doVoom == "T":
111
9f2e0ec3e826 Uploaded
fubar
parents: 110
diff changeset
810 out_Voom = "$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
811 #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
812
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 #if $DESeq2.doDESeq2 == "T":
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
814 out_DESeq2 = "$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
815 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
816 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
fubar
parents:
diff changeset
817 #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
818
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 #if $edgeR.doedgeR == "T":
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
820 out_edgeR = "$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
fubar
parents:
diff changeset
821 edgeR_priordf = $edgeR.edgeR_priordf
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
822 edgeR_robust_meth = "$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
fubar
parents:
diff changeset
823 #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
824
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
826 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 changeset
827 {
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 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
829 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
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
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 Out_Dir = "$html_file.files_path"
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
833 Input = "$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
fubar
parents:
diff changeset
834 TreatmentName = "$treatment_name"
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
835 TreatmentCols = "$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 changeset
836 ControlName = "$control_name"
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
837 ControlCols= "$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
fubar
parents:
diff changeset
838 org = "$input1.dbkey"
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
839 if (org == "") { org = "hg19"}
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
840 fdrtype = "$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
fubar
parents:
diff changeset
841 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
842 useNDF = $useNDF
124
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
843 fQ = $fQ # non-differential centile cutoff
108
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
844 myTitle = "$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
845 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
846 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
847 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
parents:
diff changeset
848 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
849 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
850 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
851 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:
diff changeset
852 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
853 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
854 cat('\n')
124
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
855 <![CDATA[
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
856 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 changeset
857 if (file.exists(Out_Dir) == F) dir.create(Out_Dir)
121
d69a656284f5 Uploaded
fubar
parents: 120
diff changeset
858 Count_Matrix = read.table(Input,header=T,row.names=1,sep='\t')
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
859 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
860 nsamples = length(snames)
124
731315bd6e48 Uploaded
fubar
parents: 123
diff changeset
861 if (nsubj > 0 & nsubj != nsamples) {
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
862 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
863 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
864 '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
865 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
866 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
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
parents:
diff changeset
868 if (length(subjects) != 0) {subjects = subjects[useCols]}
124
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diff changeset
869 Count_Matrix = Count_Matrix[,useCols] ### reorder columns
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
870 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
871 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
872 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
873 Count_Matrix = Count_Matrix[subset(rn,! islib),]
121
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diff changeset
874 group = c(rep(TreatmentName,length(TCols)), rep(ControlName,length(CCols)) )
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
875 group = factor(group, levels=c(ControlName,TreatmentName))
124
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diff changeset
876 colnames(Count_Matrix) = paste(group,colnames(Count_Matrix),sep="_")
111
9f2e0ec3e826 Uploaded
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parents: 110
diff changeset
877 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
878 fdrtype='BH',mydesign=NULL,priordf=edgeR_priordf,fdrthresh=fdrthresh,outputdir='.',
124
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diff changeset
879 myTitle=myTitle,useNDF=F,libSize=c(),filterquantile=fQ,subjects=subjects,TreatmentName=TreatmentName,ControlName=ControlName,
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
880 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
881 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
882 sessionInfo()
121
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diff changeset
883
124
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diff changeset
884 sink()
731315bd6e48 Uploaded
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diff changeset
885 ]]>
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
886 </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
887 </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
888 <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
889
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
890 **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
891
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 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
893 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
894
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 **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
896
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
897 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
898 and your fave gene model to generate inputs. Each row is a genomic feature (gene or exon eg) and each column the
124
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diff changeset
899 non-negative integer count of reads from one sample overlapping the feature.
731315bd6e48 Uploaded
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diff changeset
900
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
901 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
902 the first column. Typically the row names are gene symbols or probe ids for downstream use in GSEA and other methods.
124
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diff changeset
903 They must be unique and R names or they will be mangled - please read the fine R docs for the rules on identifiers.
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
904
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 **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
906
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 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
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 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
910 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
911 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
912
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 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
914 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
915 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
916 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
917 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
918
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 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
920 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
parents:
diff changeset
921 8,9,1,1,2,2
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
922 as subject IDs to indicate two paired samples from the same subject in columns 3/4 and 5/6
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 **Methods available**
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 You can run 3 popular Bioconductor packages available for count data.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 edgeR - see edgeR_ 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
929
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 VOOM/limma - see limma_VOOM_ 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
931
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 DESeq2 - see 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
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 and optionally camera in edgeR which works better if MSigDB is installed.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 **Outputs**
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 Some helpful plots and analysis results. Note that most of these are produced using R 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
939 suggested by the excellent documentation and vignettes for the Bioconductor
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 packages invoked. The Tool Factory is used to automatically lay these out for you to enjoy.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 **Note on 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
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 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.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 This function is intended to process RNA-Seq or ChIP-Seq data prior to linear modelling in limma.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 voom is an acronym for mean-variance modelling at the observational level.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 The key concern is to estimate the mean-variance relationship in the data, then use this to compute appropriate weights for each observation.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 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.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 This function estimates the mean-variance trend for log-counts, then assigns a weight to each observation based on its predicted variance.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 The weights are then used in the linear modelling process to adjust for heteroscedasticity.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 In an experiment, a count value is observed for each tag in each sample. A tag-wise mean-variance trend is computed using lowess.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 The tag-wise mean is the mean log2 count with an offset of 0.5, across samples for a given tag.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 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.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 Tags with zero counts across all samples are not included in the lowess fit. Optional normalization is performed using normalizeBetweenArrays.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
958 Using fitted values of log2 counts from a linear model fit by lmFit, variances from the mean-variance trend were interpolated for each observation.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
959 This was carried out by approxfun. Inverse variance weights can be used to correct for mean-variance trend in the count data.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
960
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
961
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
962 Author(s)
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
963
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
964 Charity Law and Gordon Smyth
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
965
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
966 References
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
967
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
968 Law, CW (2013). Precision weights for gene expression analysis. PhD Thesis. University of Melbourne, Australia.
96ebf676f6c0 consolidated from baker version. includes 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
969
96ebf676f6c0 consolidated from baker version. includes 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
970 Law, CW, Chen, Y, Shi, W, Smyth, GK (2013). Voom! Precision weights unlock linear model analysis tools for RNA-seq read counts.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
971 Technical Report 1 May 2013, Bioinformatics Division, Walter and Eliza Hall Institute of Medical Reseach, Melbourne, Australia.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
972 http://www.statsci.org/smyth/pubs/VoomPreprint.pdf
96ebf676f6c0 consolidated from baker version. includes 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
973
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
974 See Also
96ebf676f6c0 consolidated from baker version. includes 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
975
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
976 A voom case study is given in the edgeR User's Guide.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
977
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
978 vooma is a similar function but for microarrays instead of RNA-seq.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
979
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
980
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
981 ***old rant on changes to Bioconductor package variable names between versions***
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
982
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
983 The edgeR authors made a small cosmetic change in the name of one important variable (from p.value to 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
984 breaking this and all other code that assumed the old name for this variable,
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
985 between edgeR2.4.4 and 2.4.6 (the version for R 2.14 as at the time of writing).
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
986 This means that all code using edgeR is sensitive to the version. I think this was a very unwise thing
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
987 to do because it wasted hours of my time to track down and will similarly cost other edgeR users dearly
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
988 when their old scripts break. This tool currently now works with 2.4.6.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
989
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
990 **Note on 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
991
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
992 http://seqanswers.com/forums/showthread.php?t=5591 says:
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
993
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
994 *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
995
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
996 The value for prior.n determines the amount of smoothing of tagwise dispersions towards the common dispersion.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
997 You can think of it as like a "weight" for the common value. (It is actually the weight for the common likelihood
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
998 in the weighted likelihood equation). The larger the value for prior.n, the more smoothing, i.e. the closer your
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
999 tagwise dispersion estimates will be to the common dispersion. If you use a prior.n of 1, then that gives 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
1000 common likelihood the weight of one observation.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1001
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1002 In answer to your question, it is a good thing to squeeze the tagwise dispersions towards a common value,
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1003 or else you will be using very unreliable estimates of the dispersion. I would not recommend using the value that
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1004 you obtained from estimateSmoothing()---this is far too small and would result in virtually no moderation
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1005 (squeezing) of the tagwise dispersions. How many samples do you have in your experiment?
96ebf676f6c0 consolidated from baker version. includes 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
1006 What is the experimental design? If you have few samples (less than 6) then I would suggest a prior.n of at least 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
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diff changeset
1007 If you have more samples, then the tagwise dispersion estimates will be more reliable,
96ebf676f6c0 consolidated from baker version. includes 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
1008 so you could consider using a smaller prior.n, although I would hesitate to use a prior.n less than 5.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1009
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1010
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1011 From Bioconductor Digest, Vol 118, Issue 5, Gordon writes:
96ebf676f6c0 consolidated from baker version. includes 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
1012
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1013 Dear Dorota,
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1014
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1015 The important settings are prior.df and trend.
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1016
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1017 prior.n and prior.df are related through prior.df = prior.n * residual.df,
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1018 and your experiment has residual.df = 36 - 12 = 24. So the old setting of
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1019 prior.n=10 is equivalent for your data to prior.df = 240, a very large
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1020 value. Going the other way, the new setting of prior.df=10 is equivalent
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1021 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 changeset
1022
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1023 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
1024
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1025 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
1026
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1027 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
1028
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1029 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
1030
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1031 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
1032 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
1033 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
1034
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1035 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
1036
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1037 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
1038
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1039 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
1040
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1041 ----
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1042
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1043 **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
1044
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1045 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
1046
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1047 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
1048
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1049 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
1050
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1051 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
1052
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1053 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
1054
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit option. Heatmap is wrong still and the r packages won't export with all their dependencies so testing is painful
fubar
parents:
diff changeset
1055 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
1056 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
1057
96ebf676f6c0 consolidated from baker version. includes anscombe robust fit 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 .. _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
1059 .. _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
1060 .. _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
1061 .. _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
1062 .. _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
1063 .. _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
1064 </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
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 </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
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