Mercurial > repos > galaxyp > cardinal_classification

annotate classification.xml @ 3:60cf221846e5 draft

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planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
author galaxyp
date Thu, 28 Feb 2019 09:16:39 -0500
parents bf0eb536e4e5
children a7204db5e3a4
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1 <tool id="cardinal_classification" name="MSI classification" version="@VERSION@.2">
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2 <description>spatial classification of mass spectrometry imaging data</description>
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3 <macros>
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4 <import>macros.xml</import>
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5 </macros>
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6 <expand macro="requirements">
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7 <requirement type="package" version="3.0">r-ggplot2</requirement>
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8 <requirement type="package" version="2.3">r-gridextra</requirement>
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9 <requirement type="package" version="0.20_35">r-lattice</requirement>
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10 </expand>
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11 <command detect_errors="exit_code">
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12 <![CDATA[
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14 @INPUT_LINKING@
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15 cat '${MSI_segmentation}' &&
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16 Rscript '${MSI_segmentation}'
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18 ]]>
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19 </command>
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20 <configfiles>
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21 <configfile name="MSI_segmentation"><![CDATA[
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24 ################################# load libraries and read file #########################
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26 library(Cardinal)
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27 library(gridExtra)
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28 library(lattice)
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29 library(ggplot2)
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2
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31 @READING_MSIDATA_INRAM@
0
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33 ## to make sure that processed files work as well:
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34 iData(msidata) = iData(msidata)[]
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35
3
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36 ## remove duplicated coordinates
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37 print(paste0(sum(duplicated(coord(msidata))), " duplicated coordinates were removed"))
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38 msidata <- msidata[,!duplicated(coord(msidata))]
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2
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40 @DATA_PROPERTIES_INRAM@
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41
0
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43 ######################################## PDF ###################################
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44 ################################################################################
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45 ################################################################################
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47 Title = "Prediction"
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49 #if str( $type_cond.type_method) == "training":
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51 Title = "$type_cond.method_cond.class_method"
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52 #end if
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54 pdf("classificationpdf.pdf", fonts = "Times", pointsize = 12)
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55 plot(0,type='n',axes=FALSE,ann=FALSE)
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58 title(main=paste0(Title," for file: \n\n", "$infile.display_name"))
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61 ##################### I) numbers and control plots #############################
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62 ###############################################################################
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64 ## table with values
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65 grid.table(property_df, rows= NULL)
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67
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68 if (npeaks > 0 && sum(is.na(spectra(msidata)[]))==0){
0
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70 opar <- par()
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72 ######################## II) Training #############################
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73 #############################################################################
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74 #if str( $type_cond.type_method) == "training":
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75 print("training")
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78 ## load y response (will be needed in every training scenario)
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80 y_tabular = read.delim("$type_cond.annotation_file", header = $type_cond.tabular_header, stringsAsFactors = FALSE)
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82 #if str($type_cond.column_fold) == "None":
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83 y_input = y_tabular[,c($type_cond.column_x, $type_cond.column_y, $type_cond.column_response)]
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84 #else
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85 y_input = y_tabular[,c($type_cond.column_x, $type_cond.column_y, $type_cond.column_response, $type_cond.column_fold)]
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86 #end if
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87
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88 colnames(y_input)[1:2] = c("x", "y")
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89 ## merge with coordinate information of msidata
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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90 msidata_coordinates = cbind(coord(msidata)[,1:2], c(1:ncol(msidata)))
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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91 colnames(msidata_coordinates)[3] = "pixel_index"
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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92 merged_response = merge(msidata_coordinates, y_input, by=c("x", "y"), all.x=TRUE)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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93 merged_response[is.na(merged_response)] = "NA"
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94 merged_response = merged_response[order(merged_response\$pixel_index),]
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95 y_vector = as.factor(merged_response[,4])
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96
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97 ## plot of y vector
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98
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99 position_df = cbind(coord(msidata)[,1:2], y_vector)
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100 y_plot = ggplot(position_df, aes(x=x, y=y, fill=y_vector))+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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101 geom_tile() +
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102 coord_fixed()+
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103 ggtitle("Distribution of the response variable y")+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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104 theme_bw()+
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105 theme(text=element_text(family="ArialMT", face="bold", size=15))+
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106 theme(legend.position="bottom",legend.direction="vertical")+
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107 guides(fill=guide_legend(ncol=4,byrow=TRUE))
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108 coord_labels = aggregate(cbind(x,y)~y_vector, data=position_df, mean, na.rm=TRUE, na.action="na.pass")
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109 coord_labels\$file_number = gsub( "_.*$", "", coord_labels\$y_vector)
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110 print(y_plot)
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111
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112
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113 ## plot of folds
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114
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115 #if str($type_cond.column_fold) != "None":
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116 fold_vector = as.factor(merged_response[,5])
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117
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118
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119 position_df = cbind(coord(msidata)[,1:2], fold_vector)
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120 fold_plot = ggplot(position_df, aes(x=x, y=y, fill=fold_vector))+
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121 geom_tile() +
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122 coord_fixed()+
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123 ggtitle("Distribution of the fold variable")+
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124 theme_bw()+
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125 theme(text=element_text(family="ArialMT", face="bold", size=15))+
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126 theme(legend.position="bottom",legend.direction="vertical")+
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127 guides(fill=guide_legend(ncol=4,byrow=TRUE))
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128 coord_labels = aggregate(cbind(x,y)~fold_vector, data=position_df, mean, na.rm=TRUE, na.action="na.pass")
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129 coord_labels\$file_number = gsub( "_.*$", "", coord_labels\$fold_vector)
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130 print(fold_plot)
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131
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132 #end if
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133
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134 ######################## PLS #############################
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135 #if str( $type_cond.method_cond.class_method) == "PLS":
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136 print("PLS")
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137
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138 ######################## PLS - CV #############################
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139 #if str( $type_cond.method_cond.analysis_cond.PLS_method) == "cvapply":
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140 print("PLS cv")
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141
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142 ## set variables for components and number of response groups
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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143 components = c($type_cond.method_cond.analysis_cond.plscv_comp)
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144 number_groups = length(levels(y_vector))
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145
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146 ## PLS-cvApply:
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147 msidata.cv.pls <- cvApply(msidata, .y = y_vector, .fold = fold_vector, .fun = "PLS", ncomp = components)
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148
2
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149 ## remove msidata to clean up RAM space
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150 rm(msidata)
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151 gc()
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152
0
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153 ## create table with summary
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154 count = 1
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155 summary_plscv = list()
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156 accuracy_vector = numeric()
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157 for (iteration in components){
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158 summary_iteration = summary(msidata.cv.pls)\$accuracy[[paste0("ncomp = ", iteration)]]
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159 ## change class of numbers into numeric to round and calculate mean
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160 summary_iteration2 = round(as.numeric(summary_iteration), digits=2)
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161 summary_matrix = matrix(summary_iteration2, nrow=4, ncol=number_groups)
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162 accuracy_vector[count] = mean(summary_matrix[1,]) ## vector with accuracies to find later maximum for plot
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163 summary_iteration3 = cbind(rownames(summary_iteration), summary_matrix) ## include rownames in table
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164 summary_iteration4 = t(summary_iteration3)
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165 summary_iteration5 = cbind(c(paste0("ncomp = ", iteration), colnames(summary_iteration)), summary_iteration4)
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166 summary_plscv[[count]] = summary_iteration5
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167 count = count+1} ## create list with summary table for each component
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168 summary_plscv = do.call(rbind, summary_plscv)
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169 summary_df = as.data.frame(summary_plscv)
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170 colnames(summary_df) = NULL
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171
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172 ## plots
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173 ## plot to find ncomp with highest accuracy
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174 plot(components, accuracy_vector, ylab = "mean accuracy",type="o", main="Mean accuracy of PLS classification")
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175 ncomp_max = components[which.max(accuracy_vector)] ## find ncomp with max. accuracy
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176 ## one image for each sample/fold, 4 images per page
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177 minimumy = min(coord(msidata.cv.pls)[,2])
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178 maximumy = max(coord(msidata.cv.pls)[,2])
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179 image(msidata.cv.pls, model = list(ncomp = ncomp_max),ylim= c(maximumy+0.2*maximumy,minimumy-0.2*minimumy),layout = c(2, 2))
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180
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181 ## print table with summary in pdf
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182 par(opar)
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183 plot(0,type='n',axes=FALSE,ann=FALSE)
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184 title(main="Summary for the different components\n", adj=0.5)
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185 ## 20 rows fits in one page:
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186 if (nrow(summary_df)<=20){
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187 grid.table(summary_df, rows= NULL)
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188 }else{
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189 grid.table(summary_df[1:20,], rows= NULL)
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190 mincount = 21
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191 maxcount = 40
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192 for (count20 in 1:(ceiling(nrow(summary_df)/20)-1)){
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193 plot(0,type='n',axes=FALSE,ann=FALSE)
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194 if (maxcount <= nrow(summary_df)){
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195 grid.table(summary_df[mincount:maxcount,], rows= NULL)
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196 mincount = mincount+20
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197 maxcount = maxcount+20
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198 }else{### stop last page with last sample otherwise NA in table
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199 grid.table(summary_df[mincount:nrow(summary_df),], rows= NULL)}
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200 }
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201 }
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202
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203 ## optional output as .RData
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204 #if $output_rdata:
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205 save(msidata.cv.pls, file="$classification_rdata")
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206 #end if
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207
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208
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209 ######################## PLS - analysis ###########################
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210 #elif str( $type_cond.method_cond.analysis_cond.PLS_method) == "PLS_analysis":
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211 print("PLS analysis")
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212
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213 ## set variables for components and number of response groups
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214 component = c($type_cond.method_cond.analysis_cond.pls_comp)
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215 number_groups = length(levels(y_vector))
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216
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217 ### pls analysis and coefficients plot
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218 msidata.pls <- PLS(msidata, y = y_vector, ncomp = component, scale=$type_cond.method_cond.analysis_cond.pls_scale)
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219 plot(msidata.pls, main="PLS coefficients per m/z")
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220
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221 ### summary table of PLS
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222 summary_table = summary(msidata.pls)\$accuracy[[paste0("ncomp = ",component)]]
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223 summary_table2 = round(as.numeric(summary_table), digits=2)
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224 summary_matrix = matrix(summary_table2, nrow=4, ncol=number_groups)
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225 summary_table3 = cbind(rownames(summary_table), summary_matrix) ## include rownames in table
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226 summary_table4 = t(summary_table3)
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227 summary_table5 = cbind(c(paste0("ncomp = ", component), colnames(summary_table)), summary_table4)
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228 plot(0,type='n',axes=FALSE,ann=FALSE)
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229 grid.table(summary_table5, rows= NULL)
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230
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231 ### image of the best m/z
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232 minimumy = min(coord(msidata)[,2])
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233 maximumy = max(coord(msidata)[,2])
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234 print(image(msidata, mz = topLabels(msidata.pls)[1,1], normalize.image = "linear", contrast.enhance = "histogram",ylim= c(maximumy+0.2*maximumy,minimumy-0.2*minimumy), smooth.image="gaussian", main="best m/z heatmap"))
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235
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236 ### m/z and pixel information output
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237 pls_classes = data.frame(msidata.pls\$classes[[1]])
3
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238 ## pixel names and coordinates
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239 ## to remove potential sample names and z dimension, split at comma and take only x and y
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240 x_coords = unlist(lapply(strsplit(names(pixels(msidata)), ","), `[[`, 1))
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241 y_coords = unlist(lapply(strsplit(names(pixels(msidata)), ","), `[[`, 2))
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242 x_coordinates = gsub("x = ","",x_coords)
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243 y_coordinates = gsub(" y = ","",y_coords)
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244 pixel_names = paste0("xy_", x_coordinates, "_", y_coordinates)
0
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245
2
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246 ## remove msidata to clean up RAM space
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247 rm(msidata)
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248 gc()
0
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249 pls_classes2 = data.frame(pixel_names, x_coordinates, y_coordinates, pls_classes)
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250 colnames(pls_classes2) = c("pixel names", "x", "y","predicted condition")
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251 pls_toplabels = topLabels(msidata.pls, n=$type_cond.method_cond.analysis_cond.pls_toplabels)
2
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252 pls_toplabels[,4:6] <-round(pls_toplabels[,4:6],6)
0
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253 write.table(pls_toplabels, file="$mzfeatures", quote = FALSE, row.names = FALSE, col.names=TRUE, sep = "\t")
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254 write.table(pls_classes2, file="$pixeloutput", quote = FALSE, row.names = FALSE, col.names=TRUE, sep = "\t")
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255
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256 ## image with predicted classes
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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257 prediction_df = cbind(coord(msidata.pls)[,1:2], pls_classes)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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258 colnames(prediction_df) = c("x", "y", "predicted_classes")
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259
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260 prediction_plot = ggplot(prediction_df, aes(x=x, y=y, fill=predicted_classes))+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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261 geom_tile() +
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262 coord_fixed()+
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263 ggtitle("Predicted condition for each pixel")+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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264 theme_bw()+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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265 theme(text=element_text(family="ArialMT", face="bold", size=15))+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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266 theme(legend.position="bottom",legend.direction="vertical")+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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267 guides(fill=guide_legend(ncol=4,byrow=TRUE))
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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268 coord_labels = aggregate(cbind(x,y)~predicted_classes, data=prediction_df, mean, na.rm=TRUE, na.action="na.pass")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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269 coord_labels\$file_number = gsub( "_.*$", "", coord_labels\$predicted_classes)
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270 print(prediction_plot)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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271
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272 ### optional output as .RData
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273 #if $output_rdata:
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274 save(msidata.pls, file="$classification_rdata")
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275 #end if
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276
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277 #end if
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278
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279 ######################## OPLS #############################
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280 #elif str( $type_cond.method_cond.class_method) == "OPLS":
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281 print("OPLS")
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282
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283 ######################## OPLS -CV #############################
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284 #if str( $type_cond.method_cond.opls_analysis_cond.opls_method) == "opls_cvapply":
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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285 print("OPLS cv")
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286
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287 ## set variables for components and number of response groups
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288 components = c($type_cond.method_cond.opls_analysis_cond.opls_cvcomp)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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289 number_groups = length(levels(y_vector))
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290
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291 ## OPLS-cvApply:
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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292 msidata.cv.opls <- cvApply(msidata, .y = y_vector, .fold = fold_vector, .fun = "OPLS", ncomp = components, keep.Xnew = $type_cond.method_cond.opls_analysis_cond.xnew_cv)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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293
2
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294 ## remove msidata to clean up RAM space
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295 rm(msidata)
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296 gc()
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297
0
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298 ## create table with summary
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299 count = 1
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300 summary_oplscv = list()
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301 accuracy_vector = numeric()
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302 for (iteration in components){
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303
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304 summary_iteration = summary(msidata.cv.opls)\$accuracy[[paste0("ncomp = ", iteration)]]
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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305 ## change class of numbers into numeric to round and calculate mean
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306 summary_iteration2 = round(as.numeric(summary_iteration), digits=2)
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307 summary_matrix = matrix(summary_iteration2, nrow=4, ncol=number_groups)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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308 accuracy_vector[count] = mean(summary_matrix[1,]) ## vector with accuracies to find later maximum for plot
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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309 summary_iteration3 = cbind(rownames(summary_iteration), summary_matrix) ## include rownames in table
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310 summary_iteration4 = t(summary_iteration3)
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311 summary_iteration5 = cbind(c(paste0("ncomp = ", iteration), colnames(summary_iteration)), summary_iteration4)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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312 summary_oplscv[[count]] = summary_iteration5
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313 count = count+1} ## create list with summary table for each component
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314 summary_oplscv = do.call(rbind, summary_oplscv)
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315 summary_df = as.data.frame(summary_oplscv)
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316 colnames(summary_df) = NULL
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317
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318 ## plots
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319 ## plot to find ncomp with highest accuracy
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320 plot(components, accuracy_vector, ylab = "mean accuracy", type="o", main="Mean accuracy of OPLS classification")
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321 ncomp_max = components[which.max(accuracy_vector)] ## find ncomp with max. accuracy
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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322 ## one image for each sample/fold, 4 images per page
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323 minimumy = min(coord(msidata.cv.opls)[,2])
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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324 maximumy = max(coord(msidata.cv.opls)[,2])
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325 image(msidata.cv.opls, model = list(ncomp = ncomp_max),ylim= c(maximumy+0.2*maximumy,minimumy-0.2*minimumy),layout = c(2, 2))
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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326
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327 ## print table with summary in pdf
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328 par(opar)
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329 plot(0,type='n',axes=FALSE,ann=FALSE)
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330 title(main="Summary for the different components\n", adj=0.5)
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331 ## 20 rows fits in one page:
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332 if (nrow(summary_df)<=20){
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333 grid.table(summary_df, rows= NULL)
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334 }else{
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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335 grid.table(summary_df[1:20,], rows= NULL)
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336 mincount = 21
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337 maxcount = 40
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338 for (count20 in 1:(ceiling(nrow(summary_df)/20)-1)){
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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339 plot(0,type='n',axes=FALSE,ann=FALSE)
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340 if (maxcount <= nrow(summary_df)){
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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341 grid.table(summary_df[mincount:maxcount,], rows= NULL)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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342 mincount = mincount+20
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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343 maxcount = maxcount+20
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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344 }else{### stop last page with last sample otherwise NA in table
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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345 grid.table(summary_df[mincount:nrow(summary_df),], rows= NULL)}
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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346 }
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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347 }
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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348
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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349 ## optional output as .RData
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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350 #if $output_rdata:
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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351 save(msidata.cv.opls, file="$classification_rdata")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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352 #end if
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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353
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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354
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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355 ######################## OPLS -analysis ###########################
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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356 #elif str( $type_cond.method_cond.opls_analysis_cond.opls_method) == "opls_analysis":
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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357 print("OPLS analysis")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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358
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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359 ## set variables for components and number of response groups
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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360 component = c($type_cond.method_cond.opls_analysis_cond.opls_comp)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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361 number_groups = length(levels(y_vector))
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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362
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
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363
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
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364 ### opls analysis and coefficients plot
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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365 msidata.opls <- PLS(msidata, y = y_vector, ncomp = component, scale=$type_cond.method_cond.opls_analysis_cond.opls_scale, keep.Xnew = $type_cond.method_cond.opls_analysis_cond.xnew)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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366 plot(msidata.opls, main="OPLS coefficients per m/z")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
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367
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
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368 ### summary table of OPLS
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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369 summary_table = summary(msidata.opls)\$accuracy[[paste0("ncomp = ",component)]]
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
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370 summary_table2 = round(as.numeric(summary_table), digits=2)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
371 summary_matrix = matrix(summary_table2, nrow=4, ncol=number_groups)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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372 summary_table3 = cbind(rownames(summary_table), summary_matrix) ## include rownames in table
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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diff changeset
373 summary_table4 = t(summary_table3)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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diff changeset
374 summary_table5 = cbind(c(paste0("ncomp = ", component), colnames(summary_table)), summary_table4)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
375 plot(0,type='n',axes=FALSE,ann=FALSE)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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376 grid.table(summary_table5, rows= NULL)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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377
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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378 ### image of the best m/z
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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379 minimumy = min(coord(msidata)[,2])
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
380 maximumy = max(coord(msidata)[,2])
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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381 print(image(msidata, mz = topLabels(msidata.opls)[1,1], normalize.image = "linear", contrast.enhance = "histogram",smooth.image="gaussian", ylim= c(maximumy+0.2*maximumy,minimumy-0.2*minimumy), main="best m/z heatmap"))
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
382
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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diff changeset
383 opls_classes = data.frame(msidata.opls\$classes[[1]])
3
60cf221846e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
384 ## pixel names and coordinates
60cf221846e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
385 ## to remove potential sample names and z dimension, split at comma and take only x and y
60cf221846e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
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diff changeset
386 x_coords = unlist(lapply(strsplit(names(pixels(msidata)), ","), `[[`, 1))
60cf221846e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
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diff changeset
387 y_coords = unlist(lapply(strsplit(names(pixels(msidata)), ","), `[[`, 2))
60cf221846e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
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diff changeset
388 x_coordinates = gsub("x = ","",x_coords)
60cf221846e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
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diff changeset
389 y_coordinates = gsub(" y = ","",y_coords)
60cf221846e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
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diff changeset
390 pixel_names = paste0("xy_", x_coordinates, "_", y_coordinates)
60cf221846e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
391
0
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
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diff changeset
392 opls_classes2 = data.frame(pixel_names, x_coordinates, y_coordinates, opls_classes)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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393 colnames(opls_classes2) = c("pixel names", "x", "y","predicted condition")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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394
2
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
395 ## remove msidata to clean up RAM space
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
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diff changeset
396 rm(msidata)
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
397 gc()
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
398
0
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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diff changeset
399 opls_toplabels = topLabels(msidata.opls, n=$type_cond.method_cond.opls_analysis_cond.opls_toplabels)
2
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
400 opls_toplabels[,4:6] <-round(opls_toplabels[,4:6],6)
0
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
401 write.table(opls_toplabels, file="$mzfeatures", quote = FALSE, row.names = FALSE, col.names=TRUE, sep = "\t")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
402 write.table(opls_classes2, file="$pixeloutput", quote = FALSE, row.names = FALSE, col.names=TRUE, sep = "\t")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
403
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
404 ## image with predicted classes
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
405 prediction_df = cbind(coord(msidata.opls)[,1:2], opls_classes)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
406 colnames(prediction_df) = c("x", "y", "predicted_classes")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
407
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
408 prediction_plot = ggplot(prediction_df, aes(x=x, y=y, fill=predicted_classes))+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
409 geom_tile() +
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
410 coord_fixed()+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
411 ggtitle("Predicted condition for each pixel")+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
412 theme_bw()+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
413 theme(text=element_text(family="ArialMT", face="bold", size=15))+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
414 theme(legend.position="bottom",legend.direction="vertical")+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
415 guides(fill=guide_legend(ncol=4,byrow=TRUE))
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
416 coord_labels = aggregate(cbind(x,y)~predicted_classes, data=prediction_df, mean, na.rm=TRUE, na.action="na.pass")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
417 coord_labels\$file_number = gsub( "_.*$", "", coord_labels\$predicted_classes)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
418 print(prediction_plot)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
419
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
420 ## optional output as .RData
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
421 #if $output_rdata:
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
422 save(msidata.opls, file="$classification_rdata")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
423 #end if
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
424 #end if
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
425
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
426
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
427 ######################## SSC #############################
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
428 #elif str( $type_cond.method_cond.class_method) == "spatialShrunkenCentroids":
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
429 print("SSC")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
430
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
431 ######################## SSC - CV #############################
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
432 #if str( $type_cond.method_cond.ssc_analysis_cond.ssc_method) == "ssc_cvapply":
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
433 print("SSC cv")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
434
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
435 ## set variables for components and number of response groups
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
436 number_groups = length(levels(y_vector))
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
437
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
438 ## SSC-cvApply:
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
439 msidata.cv.ssc <- cvApply(msidata, .y = y_vector,.fold = fold_vector,.fun = "spatialShrunkenCentroids", r = c($type_cond.method_cond.ssc_r), s = c($type_cond.method_cond.ssc_s), method = "$type_cond.method_cond.ssc_kernel_method")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
440
2
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
441 ## remove msidata to clean up RAM space
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
442 rm(msidata)
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
443 gc()
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
444
0
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
445 ## create table with summary
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
446 count = 1
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
447 summary_ssccv = list()
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
448 accuracy_vector = numeric()
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
449 iteration_vector = character()
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
450 for (iteration in names(msidata.cv.ssc@resultData[[1]][,1])){
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
451
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
452 summary_iteration = summary(msidata.cv.ssc)\$accuracy[[iteration]]
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
453 ## change class of numbers into numeric to round and calculate mean
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
454 summary_iteration2 = round(as.numeric(summary_iteration), digits=2)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
455 summary_matrix = matrix(summary_iteration2, nrow=4, ncol=number_groups)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
456 accuracy_vector[count] = mean(summary_matrix[1,]) ## vector with accuracies to find later maximum for plot
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
457 summary_iteration3 = cbind(rownames(summary_iteration), summary_matrix) ## include rownames in table
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
458 summary_iteration4 = t(summary_iteration3)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
459 summary_iteration5 = cbind(c(iteration, colnames(summary_iteration)), summary_iteration4)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
460 summary_ssccv[[count]] = summary_iteration5
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
461 iteration_vector[count] = unlist(strsplit(iteration, "[,]"))[3]
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
462 count = count+1} ## create list with summary table for each component
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
463 summary_ssccv = do.call(rbind, summary_ssccv)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
464 summary_df = as.data.frame(summary_ssccv)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
465 colnames(summary_df) = NULL
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
466
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
467 ## plot to find parameters with highest accuracy
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
468 plot(c($type_cond.method_cond.ssc_s),accuracy_vector[!duplicated(iteration_vector)], type="o",ylab="Mean accuracy", xlab = "Shrinkage parameter (s)", main="Mean accuracy of SSC classification")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
469 best_params = names(msidata.cv.ssc@resultData[[1]][,1])[which.max(accuracy_vector)] ## find parameters with max. accuracy
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
470 r_value = as.numeric(substring(unlist(strsplit(best_params, ","))[1], 4))
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
471 s_value = as.numeric(substring(unlist(strsplit(best_params, ","))[3], 5)) ## remove space
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
472 minimumy = min(coord(msidata.cv.ssc)[,2])
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
473 maximumy = max(coord(msidata.cv.ssc)[,2])
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
474 image(msidata.cv.ssc, model = list( r = r_value, s = s_value ), ylim= c(maximumy+0.2*maximumy,minimumy-0.2*minimumy),layout=c(2,2))
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
475
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
476 ## print table with summary in pdf
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
477 par(opar)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
478 plot(0,type='n',axes=FALSE,ann=FALSE)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
479 title(main="Summary for the different parameters\n", adj=0.5)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
480 ## 20 rows fits in one page:
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
481 if (nrow(summary_df)<=20){
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
482 grid.table(summary_df, rows= NULL)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
483 }else{
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
484 grid.table(summary_df[1:20,], rows= NULL)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
485 mincount = 21
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
486 maxcount = 40
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
487 for (count20 in 1:(ceiling(nrow(summary_df)/20)-1)){
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
488 plot(0,type='n',axes=FALSE,ann=FALSE)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
489 if (maxcount <= nrow(summary_df)){
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
490 grid.table(summary_df[mincount:maxcount,], rows= NULL)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
491 mincount = mincount+20
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
492 maxcount = maxcount+20
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
493 }else{### stop last page with last sample otherwise NA in table
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
494 grid.table(summary_df[mincount:nrow(summary_df),], rows= NULL)}
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
495 }
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
496 }
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
497
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
498 ## optional output as .RData
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
499 #if $output_rdata:
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
500 save(msidata.cv.ssc, file="$classification_rdata")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
501 #end if
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
502
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
503 ######################## SSC -analysis ###########################
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
504 #elif str( $type_cond.method_cond.ssc_analysis_cond.ssc_method) == "ssc_analysis":
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
505 print("SSC analysis")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
506
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
507 ## set variables for components and number of response groups
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
508 number_groups = length(levels(y_vector))
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
509
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
510 ## SSC analysis and plot
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
511 msidata.ssc <- spatialShrunkenCentroids(msidata, y = y_vector, .fold = fold_vector,
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
512 r = c($type_cond.method_cond.ssc_r), s = c($type_cond.method_cond.ssc_s), method = "$type_cond.method_cond.ssc_kernel_method")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
513 plot(msidata.ssc, mode = "tstatistics", model = list("r" = c($type_cond.method_cond.ssc_r), "s" = c($type_cond.method_cond.ssc_s)))
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
514
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
515 ### summary table SSC
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
516 ##############summary_table = summary(msidata.ssc)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
517 summary_table = summary(msidata.ssc)\$accuracy[[names(msidata.ssc@resultData)]]
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
518 summary_table2 = round(as.numeric(summary_table), digits=2)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
519 summary_matrix = matrix(summary_table2, nrow=4, ncol=number_groups)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
520 summary_table3 = cbind(rownames(summary_table), summary_matrix) ## include rownames in table
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
521 summary_table4 = t(summary_table3)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
522 summary_table5 = cbind(c(names(msidata.ssc@resultData),colnames(summary_table)), summary_table4)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
523 plot(0,type='n',axes=FALSE,ann=FALSE)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
524 grid.table(summary_table5, rows= NULL)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
525
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
526 ### image of the best m/z
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
527 minimumy = min(coord(msidata)[,2])
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
528 maximumy = max(coord(msidata)[,2])
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
529 print(image(msidata, mz = topLabels(msidata.ssc)[1,1], normalize.image = "linear", contrast.enhance = "histogram",smooth.image="gaussian", ylim= c(maximumy+0.2*maximumy,minimumy-0.2*minimumy), main="best m/z heatmap"))
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
530
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
531 ## m/z and pixel information output
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
532 ssc_classes = data.frame(msidata.ssc\$classes[[1]])
3
60cf221846e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
533
60cf221846e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
534 ## pixel names and coordinates
60cf221846e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
535 ## to remove potential sample names and z dimension, split at comma and take only x and y
60cf221846e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
536 x_coords = unlist(lapply(strsplit(names(pixels(msidata)), ","), `[[`, 1))
60cf221846e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
537 y_coords = unlist(lapply(strsplit(names(pixels(msidata)), ","), `[[`, 2))
60cf221846e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
538 x_coordinates = gsub("x = ","",x_coords)
60cf221846e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
539 y_coordinates = gsub(" y = ","",y_coords)
60cf221846e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
540 pixel_names = paste0("xy_", x_coordinates, "_", y_coordinates)
60cf221846e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
541
2
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
542
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
543 ## remove msidata to clean up RAM space
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
544 rm(msidata)
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
545 gc()
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
546
0
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
547 ssc_classes2 = data.frame(pixel_names, x_coordinates, y_coordinates, ssc_classes)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
548 colnames(ssc_classes2) = c("pixel names", "x", "y","predicted condition")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
549 ssc_toplabels = topLabels(msidata.ssc, n=$type_cond.method_cond.ssc_analysis_cond.ssc_toplabels)
2
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
550 ssc_toplabels[,6:9] <-round(ssc_toplabels[,6:9],6)
0
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
551 write.table(ssc_toplabels, file="$mzfeatures", quote = FALSE, row.names = FALSE, col.names=TRUE, sep = "\t")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
552 write.table(ssc_classes2, file="$pixeloutput", quote = FALSE, row.names = FALSE, col.names=TRUE, sep = "\t")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
553
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
554 ## image with predicted classes
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
555 prediction_df = cbind(coord(msidata.ssc)[,1:2], ssc_classes)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
556 colnames(prediction_df) = c("x", "y", "predicted_classes")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
557
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
558 prediction_plot = ggplot(prediction_df, aes(x=x, y=y, fill=predicted_classes))+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
559 geom_tile() +
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
560 coord_fixed()+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
561 ggtitle("Predicted condition for each pixel")+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
562 theme_bw()+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
563 theme(text=element_text(family="ArialMT", face="bold", size=15))+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
564 theme(legend.position="bottom",legend.direction="vertical")+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
565 guides(fill=guide_legend(ncol=4,byrow=TRUE))
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
566 coord_labels = aggregate(cbind(x,y)~predicted_classes, data=prediction_df, mean, na.rm=TRUE, na.action="na.pass")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
567 coord_labels\$file_number = gsub( "_.*$", "", coord_labels\$predicted_classes)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
568 print(prediction_plot)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
569
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
570
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
571 ## optional output as .RData
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
572 #if $output_rdata:
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
573 save(msidata.ssc, file="$classification_rdata")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
574 #end if
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
575
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
576 #end if
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
577 #end if
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
578
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
579
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
580
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
581 ######################## II) Prediction #############################
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
582 #############################################################################
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
583
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
584 #elif str($type_cond.type_method) == "prediction":
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
585 print("prediction")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
586
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
587 training_data = loadRData("$type_cond.training_result")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
588
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
589 #if str($type_cond.new_y_values_cond.new_y_values) == "new_response":
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
590 print("new response")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
591
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
592 new_y_tabular = read.delim("$type_cond.new_y_values_cond.new_response_file", header = $type_cond.new_y_values_cond.new_tabular_header, stringsAsFactors = FALSE)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
593 new_y_input = new_y_tabular[,c($type_cond.new_y_values_cond.column_new_x, $type_cond.new_y_values_cond.column_new_y, $type_cond.new_y_values_cond.column_new_response)]
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
594 colnames(new_y_input)[1:2] = c("x", "y")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
595 ## merge with coordinate information of msidata
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
596 msidata_coordinates = cbind(coord(msidata)[,1:2], c(1:ncol(msidata)))
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
597 colnames(msidata_coordinates)[3] = "pixel_index"
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
598 merged_response = merge(msidata_coordinates, new_y_input, by=c("x", "y"), all.x=TRUE)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
599 merged_response[is.na(merged_response)] = "NA"
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
600 merged_response = merged_response[order(merged_response\$pixel_index),]
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
601 new_y_vector = as.factor(merged_response[,4])
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
602 prediction = predict(training_data,msidata, newy = new_y_vector)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
603
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
604 #else
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
605 prediction = predict(training_data,msidata)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
606 #end if
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
607
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
608 ## m/z and pixel information output
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
609 predicted_classes = data.frame(prediction\$classes[[1]])
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
610 pixel_names = gsub(", y = ", "_", names(pixels(msidata)))
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
611 pixel_names = gsub(" = ", "y_", pixel_names)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
612 x_coordinates = matrix(unlist(strsplit(pixel_names, "_")), ncol=3, byrow=TRUE)[,2]
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
613 y_coordinates = matrix(unlist(strsplit(pixel_names, "_")), ncol=3, byrow=TRUE)[,3]
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
614 predicted_classes2 = data.frame(pixel_names, x_coordinates, y_coordinates, predicted_classes)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
615 colnames(predicted_classes2) = c("pixel names", "x", "y","predicted condition")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
616 predicted_toplabels = topLabels(prediction, n=$type_cond.predicted_toplabels)
2
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
617 if (colnames(predicted_toplabels)[4] == "coefficients"){
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
618 predicted_toplabels[,4:6] <-round(predicted_toplabels[,4:6],5)
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
619
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
620 }else{
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
621 predicted_toplabels[,6:9] <-round(predicted_toplabels[,6:9],5)}
0
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
622 write.table(predicted_toplabels, file="$mzfeatures", quote = FALSE, row.names = FALSE, col.names=TRUE, sep = "\t")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
623 write.table(predicted_classes2, file="$pixeloutput", quote = FALSE, row.names = FALSE, col.names=TRUE, sep = "\t")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
624
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
625 ## image with predicted classes
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
626
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
627 prediction_df = cbind(coord(prediction)[,1:2], predicted_classes)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
628 colnames(prediction_df) = c("x", "y", "predicted_classes")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
629
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
630 prediction_plot = ggplot(prediction_df, aes(x=x, y=y, fill=predicted_classes))+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
631 geom_tile() +
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
632 coord_fixed()+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
633 ggtitle("Predicted condition for each pixel")+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
634 theme_bw()+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
635 theme(text=element_text(family="ArialMT", face="bold", size=15))+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
636 theme(legend.position="bottom",legend.direction="vertical")+
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
637 guides(fill=guide_legend(ncol=4,byrow=TRUE))
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
638 coord_labels = aggregate(cbind(x,y)~predicted_classes, data=prediction_df, mean, na.rm=TRUE, na.action="na.pass")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
639 coord_labels\$file_number = gsub( "_.*$", "", coord_labels\$predicted_classes)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
640 print(prediction_plot)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
641
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
642 ## Summary table prediction
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
643 summary_table = summary(prediction)\$accuracy[[names(prediction@resultData)]]
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
644 summary_table2 = round(as.numeric(summary_table), digits=2)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
645 summary_matrix = matrix(summary_table2, nrow=4, ncol=ncol(summary_table))
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
646 summary_table3 = cbind(rownames(summary_table), summary_matrix) ## include rownames in table
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
647 summary_table4 = t(summary_table3)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
648 summary_table5 = cbind(c(names(prediction@resultData),colnames(summary_table)), summary_table4)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
649 plot(0,type='n',axes=FALSE,ann=FALSE)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
650 grid.table(summary_table5, rows= NULL)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
651
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
652 ## optional output as .RData
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
653 #if $output_rdata:
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
654 msidata = prediction
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
655 save(msidata, file="$classification_rdata")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
656 #end if
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
657
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
658 #end if
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
659
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
660 dev.off()
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
661
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
662 }else{
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
663 print("Inputfile has no intensities > 0 or contains NA values")
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
664 dev.off()
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
665 }
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
666
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
667
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
668 ]]></configfile>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
669 </configfiles>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
670 <inputs>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
671 <expand macro="reading_msidata"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
672 <conditional name="type_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
673 <param name="type_method" type="select" label="Analysis step to perform">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
674 <option value="training" selected="True">training</option>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
675 <option value="prediction">prediction</option>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
676 </param>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
677 <when value="training">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
678
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
679 <param name="annotation_file" type="data" format="tabular" label="Load tabular file with pixel coordinates and their classes"
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
680 help="Three or four columns: x values, y values, response values, optionally fold values"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
681 <param name="column_x" data_ref="annotation_file" label="Column with x values" type="data_column"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
682 <param name="column_y" data_ref="annotation_file" label="Column with y values" type="data_column"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
683 <param name="column_response" data_ref="annotation_file" label="Column with response (condition) values" type="data_column" help="This is the condition (pixel group) which will be classified"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
684 <param name="column_fold" data_ref="annotation_file" optional="True" label="Column with fold values - only neccessary for cvapply" type="data_column" help="Each fold must contain pixels of all response groups and is used for cross validation"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
685 <param name="tabular_header" type="boolean" label="Tabular files contain a header line" truevalue="TRUE" falsevalue="FALSE"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
686
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
687 <conditional name="method_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
688 <param name="class_method" type="select" label="Select the method for classification">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
689 <option value="PLS" selected="True">PLS-DA</option>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
690 <option value="OPLS">OPLS-DA</option>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
691 <option value="spatialShrunkenCentroids">spatial shrunken centroids</option>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
692 </param>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
693 <when value="PLS">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
694
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
695 <conditional name="analysis_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
696 <param name="PLS_method" type="select" label="Crossvalidation or analysis">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
697 <option value="cvapply" selected="True">cvApply</option>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
698 <option value="PLS_analysis">PLS-DA analysis</option>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
699 </param>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
700 <when value="cvapply">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
701 <param name="plscv_comp" type="text" value="1:2"
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
702 label="The number of PLS-DA components" help="For cvapply multiple values are allowed (e.g. 1,2,3 or 2:5)">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
703 <expand macro="sanitizer_multiple_digits"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
704 </param>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
705 </when>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
706 <when value="PLS_analysis">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
707 <param name="pls_comp" type="integer" value="5"
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
708 label="The optimal number of PLS-DA components as indicated by cross-validations" help="Run cvApply first to optain optiaml number of PLS-DA components"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
709 <param name="pls_scale" type="boolean" label="Data scaling" truevalue="TRUE" falsevalue="FALSE"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
710 <param name="pls_toplabels" type="integer" value="100"
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
711 label="Number of toplabels (m/z features) which should be written in tabular output"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
712 </when>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
713 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
714 </when>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
715
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
716 <when value="OPLS">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
717
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
718 <conditional name="opls_analysis_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
719 <param name="opls_method" type="select" label="Analysis step to perform">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
720 <option value="opls_cvapply" selected="True">cvApply</option>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
721 <option value="opls_analysis">OPLS-DA analysis</option>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
722 </param>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
723
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
724 <when value="opls_cvapply">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
725 <param name="opls_cvcomp" type="text" value="1:2"
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
726 label="The number of OPLS-DA components" help="For cvapply multiple values are allowed (e.g. 1,2,3 or 2:5)">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
727 <expand macro="sanitizer_multiple_digits"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
728 </param>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
729 <param name="xnew_cv" type="boolean" truevalue="TRUE" falsevalue="FALSE" label="Keep new matrix"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
730 </when>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
731
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
732 <when value="opls_analysis">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
733 <param name="opls_comp" type="integer" value="5"
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
734 label="The optimal number of OPLS-DA components as indicated by cross-validations" help="Run cvApply first to optain optiaml number of OPLS-DA components"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
735 <param name="xnew" type="boolean" truevalue="TRUE" falsevalue="FALSE" label="Keep new matrix"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
736 <param name="opls_scale" type="boolean" truevalue="TRUE" falsevalue="FALSE" label="Data scaling"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
737 <param name="opls_toplabels" type="integer" value="100"
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
738 label="Number of toplabels (m/z features) which should be written in tabular output"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
739 </when>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
740 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
741 </when>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
742
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
743 <when value="spatialShrunkenCentroids">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
744 <conditional name="ssc_analysis_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
745 <param name="ssc_method" type="select" label="Analysis step to perform">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
746 <option value="ssc_cvapply" selected="True">cvApply</option>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
747 <option value="ssc_analysis">spatial shrunken centroids analysis</option>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
748 </param>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
749 <when value="ssc_cvapply"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
750
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
751 <when value="ssc_analysis">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
752 <param name="ssc_toplabels" type="integer" value="100"
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
753 label="Number of toplabels (m/z features) which should be written in tabular output"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
754 </when>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
755 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
756 <param name="ssc_r" type="text" value="2"
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
757 label="The spatial neighborhood radius of nearby pixels to consider (r)" help="For cvapply multiple values are allowed (e.g. 1,2,3 or 2:5)">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
758 <expand macro="sanitizer_multiple_digits"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
759 </param>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
760 <param name="ssc_s" type="text" value="2"
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
761 label="The sparsity thresholding parameter by which to shrink the t-statistics (s)" help="For cvapply multiple values are allowed (e.g. 1,2,3 or 2:5)">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
762 <expand macro="sanitizer_multiple_digits"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
763 </param>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
764 <param name="ssc_kernel_method" type="select" display="radio" label = "The method to use to calculate the spatial smoothing kernels for the embedding. The 'gaussian' method refers to spatially-aware (SA) weights, and 'adaptive' refers to spatially-aware structurally-adaptive (SASA) weights">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
765 <option value="gaussian">gaussian</option>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
766 <option value="adaptive" selected="True">adaptive</option>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
767 </param>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
768
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
769 </when>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
770 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
771 </when>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
772
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
773 <when value="prediction">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
774 <param name="training_result" type="data" format="rdata" label="Result from previous classification training"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
775 <param name="predicted_toplabels" type="integer" value="100"
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
776 label="Number of toplabels (m/z features) which should be written in tabular output"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
777 <conditional name="new_y_values_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
778 <param name="new_y_values" type="select" label="Should new response values be used">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
779 <option value="no_new_response" selected="True">old response should be used</option>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
780 <option value="new_response">load new response from tabular file</option>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
781 </param>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
782 <when value="no_new_response"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
783 <when value="new_response">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
784 <param name="new_response_file" type="data" format="tabular" label="Load tabular file with pixel coordinates and the new response"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
785 <param name="column_new_x" data_ref="new_response_file" label="Column with x values" type="data_column"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
786 <param name="column_new_y" data_ref="new_response_file" label="Column with y values" type="data_column"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
787 <param name="column_new_response" data_ref="new_response_file" label="Column with new response values" type="data_column"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
788 <param name="new_tabular_header" type="boolean" label="Tabular files contain a header line" truevalue="TRUE" falsevalue="FALSE"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
789 </when>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
790 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
791 </when>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
792 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
793 <param name="output_rdata" type="boolean" label="Results as .RData output" help="Can be used to generate a classification prediction on new data"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
794 </inputs>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
795 <outputs>
2
bf0eb536e4e5 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
796 <data format="pdf" name="classification_images" from_work_dir="classificationpdf.pdf" label = "${tool.name} on ${on_string}: results"/>
0
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
797 <data format="tabular" name="mzfeatures" label="${tool.name} on ${on_string}: features"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
798 <data format="tabular" name="pixeloutput" label="${tool.name} on ${on_string}: pixels"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
799 <data format="rdata" name="classification_rdata" label="${tool.name} on ${on_string}: results.RData">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
800 <filter>output_rdata</filter>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
801 </data>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
802 </outputs>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
803 <tests>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
804 <test expect_num_outputs="3">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
805 <param name="infile" value="testfile_squares.rdata" ftype="rdata"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
806 <conditional name="type_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
807 <param name="type_method" value="training"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
808 <param name="annotation_file" value= "pixel_annotation_file1.tabular" ftype="tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
809 <param name="column_x" value="1"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
810 <param name="column_y" value="2"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
811 <param name="column_response" value="4"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
812 <param name="column_fold" value="3"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
813 <param name="tabular_header" value="False"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
814 <conditional name="method_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
815 <param name="class_method" value="PLS"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
816 <conditional name="analysis_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
817 <param name="PLS_method" value="cvapply"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
818 <param name="plscv_comp" value="2:4"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
819 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
820 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
821 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
822 <output name="mzfeatures" file="features_test1.tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
823 <output name="pixeloutput" file="pixels_test1.tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
824 <output name="classification_images" file="test1.pdf" compare="sim_size" delta="2000"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
825 </test>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
826
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
827 <test expect_num_outputs="4">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
828 <param name="infile" value="testfile_squares.rdata" ftype="rdata"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
829 <conditional name="type_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
830 <param name="type_method" value="training"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
831 <param name="annotation_file" value= "pixel_annotation_file1.tabular" ftype="tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
832 <param name="column_x" value="1"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
833 <param name="column_y" value="2"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
834 <param name="column_response" value="4"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
835 <param name="tabular_header" value="False"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
836 <conditional name="method_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
837 <param name="class_method" value="PLS"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
838 <conditional name="analysis_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
839 <param name="PLS_method" value="PLS_analysis"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
840 <param name="pls_comp" value="2"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
841 <param name="pls_scale" value="TRUE"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
842 <param name="pls_toplabels" value="100"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
843 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
844 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
845 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
846 <param name="output_rdata" value="True"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
847 <output name="mzfeatures" file="features_test2.tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
848 <output name="pixeloutput" file="pixels_test2.tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
849 <output name="classification_images" file="test2.pdf" compare="sim_size"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
850 <output name="classification_rdata" file="test2.rdata" compare="sim_size"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
851 </test>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
852
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
853 <test expect_num_outputs="3">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
854 <param name="infile" value="testfile_squares.rdata" ftype="rdata"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
855 <conditional name="type_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
856 <param name="type_method" value="training"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
857 <param name="annotation_file" value= "random_factors.tabular" ftype="tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
858 <param name="column_x" value="1"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
859 <param name="column_y" value="2"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
860 <param name="column_response" value="4"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
861 <param name="column_fold" value="3"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
862 <param name="tabular_header" value="False"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
863 <conditional name="method_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
864 <param name="class_method" value="OPLS"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
865 <conditional name="opls_analysis_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
866 <param name="opls_method" value="opls_cvapply"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
867 <param name="opls_cvcomp" value="1:2"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
868 <param name="xnew_cv" value="FALSE"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
869 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
870 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
871 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
872 <output name="mzfeatures" file="features_test3.tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
873 <output name="pixeloutput" file="pixels_test3.tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
874 <output name="classification_images" file="test3.pdf" compare="sim_size"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
875 </test>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
876
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
877 <test expect_num_outputs="4">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
878 <param name="infile" value="testfile_squares.rdata" ftype="rdata"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
879 <conditional name="type_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
880 <param name="type_method" value="training"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
881 <param name="annotation_file" value= "random_factors.tabular" ftype="tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
882 <param name="column_x" value="1"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
883 <param name="column_y" value="2"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
884 <param name="column_response" value="4"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
885 <param name="tabular_header" value="False"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
886 <conditional name="method_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
887 <param name="class_method" value="OPLS"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
888 <conditional name="opls_analysis_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
889 <param name="opls_method" value="opls_analysis"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
890 <param name="opls_comp" value="3"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
891 <param name="xnew" value="FALSE"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
892 <param name="opls_scale" value="FALSE"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
893 <param name="opls_toplabels" value="100"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
894 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
895 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
896 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
897 <param name="output_rdata" value="True"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
898 <output name="mzfeatures" file="features_test4.tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
899 <output name="pixeloutput" file="pixels_test4.tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
900 <output name="classification_images" file="test4.pdf" compare="sim_size"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
901 <output name="classification_rdata" file="test4.rdata" compare="sim_size"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
902 </test>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
903
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
904 <test expect_num_outputs="3">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
905 <param name="infile" value="testfile_squares.rdata" ftype="rdata"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
906 <conditional name="type_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
907 <param name="type_method" value="training"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
908 <param name="annotation_file" value= "pixel_annotation_file1.tabular" ftype="tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
909 <param name="column_x" value="1"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
910 <param name="column_y" value="2"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
911 <param name="column_response" value="3"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
912 <param name="column_fold" value="4"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
913 <param name="tabular_header" value="False"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
914 <conditional name="method_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
915 <param name="class_method" value="spatialShrunkenCentroids"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
916 <conditional name="ssc_analysis_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
917 <param name="ssc_method" value="ssc_cvapply"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
918 <param name="ssc_r" value="1:2"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
919 <param name="ssc_s" value="2:3"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
920 <param name="ssc_kernel_method" value="adaptive"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
921 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
922 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
923 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
924 <output name="mzfeatures" file="features_test5.tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
925 <output name="pixeloutput" file="pixels_test5.tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
926 <output name="classification_images" file="test5.pdf" compare="sim_size"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
927 </test>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
928
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
929 <test expect_num_outputs="4">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
930 <param name="infile" value="testfile_squares.rdata" ftype="rdata"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
931 <conditional name="type_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
932 <param name="type_method" value="training"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
933 <param name="annotation_file" value= "random_factors.tabular" ftype="tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
934 <param name="column_x" value="1"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
935 <param name="column_y" value="2"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
936 <param name="column_response" value="4"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
937 <conditional name="method_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
938 <param name="class_method" value="spatialShrunkenCentroids"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
939 <conditional name="ssc_analysis_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
940 <param name="ssc_method" value="ssc_analysis"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
941 <param name="ssc_toplabels" value="20"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
942 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
943 <param name="ssc_r" value="2"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
944 <param name="ssc_s" value="2"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
945 <param name="ssc_kernel_method" value="adaptive"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
946 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
947 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
948 <param name="output_rdata" value="True"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
949 <output name="mzfeatures" file="features_test6.tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
950 <output name="pixeloutput" file="pixels_test6.tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
951 <output name="classification_images" file="test6.pdf" compare="sim_size"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
952 <output name="classification_rdata" file="test6.rdata" compare="sim_size" />
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
953 </test>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
954
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
955 <test expect_num_outputs="4">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
956 <param name="infile" value="testfile_squares.rdata" ftype="rdata"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
957 <conditional name="type_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
958 <param name="type_method" value="prediction"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
959 <param name="training_result" value="test2.rdata" ftype="rdata"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
960 <conditional name="new_y_values_cond">
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
961 <param name="new_y_values" value="new_response"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
962 <param name="new_response_file" value="pixel_annotation_file1.tabular" ftype="tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
963 <param name="column_new_x" value="1"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
964 <param name="column_new_y" value="2"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
965 <param name="column_new_response" value="4"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
966 <param name="new_tabular_header" value="False"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
967 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
968 </conditional>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
969 <param name="output_rdata" value="True"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
970 <output name="mzfeatures" file="features_test7.tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
971 <output name="pixeloutput" file="pixels_test7.tabular"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
972 <output name="classification_images" file="test7.pdf" compare="sim_size"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
973 <output name="classification_rdata" file="test7.rdata" compare="sim_size" />
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
974 </test>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
975 </tests>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
976 <help>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
977 <![CDATA[
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
978
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
979
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
980 @CARDINAL_DESCRIPTION@
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
981
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
982 -----
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
983
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
984 This tool provides three different Cardinal functions for supervised classification of mass-spectrometry imaging data.
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
985
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
986 @MSIDATA_INPUT_DESCRIPTION@
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
987 - For training: tabular file with condition and fold for each pixel: Two columns for pixel coordinates (x and y values); one column with the condition for the pixel, which will be used for classification; for the cross validation (cvapply) another column with a fold is necessary, each fold must contain pixels of all response groups and is used for cross validation. Condition and fold columns are treated as factor to perform discriminant analysis (also when numeric values are provided).
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
988
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
989 ::
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
990
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
991 x_coord y_coord condition fold
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
992 1 1 A f1
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
993 2 1 A f2
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
994 3 1 A f3
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
995 1 2 B f1
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
996 2 2 B f2
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
997 3 2 B f3
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
998 ...
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
999 ...
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1000
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1001
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1002 - For prediction: RData output from previous classification run is needed as input, optionally new response values can be loaded with a tabular file containing x values, y values and the response
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1003
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1004
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1005 **Options**
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1006
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1007 - PLS-DA: partial least square discriminant analysis
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1008 - O-PLS-DA: Orthogonal partial least squares discriminant analysis
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1009 - Spatial shrunken centroids
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1010
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1011 **Tips**
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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1012
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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1013 - The classification function will only run on files with valid intensity values (NA are not allowed)
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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1014 - Only a single input file is accepted, several files have to be combined previously, for example with the msi_combine tool.
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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1015
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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1016
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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1017 **Output**
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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1018
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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1019 - Pdf with the heatmaps and plots for the classification
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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1020 - Tabular file with information on m/z features and pixels: toplabels/classes
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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1021 - Optional: RData output that can be used to predict new data or to explore the results more deeply with the Cardinal package in R
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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1022
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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1023 ]]>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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1024 </help>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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1025 <expand macro="citations"/>
7d1500ecbda9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
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1026 </tool>