Mercurial > repos > galaxyp > cardinal_classification

annotate classification.xml @ 4:47fc5b518ffc draft

Find changesets by keywords (author, files, the commit message), revision number or hash, or revset expression.
planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
author galaxyp
date Fri, 22 Mar 2019 08:13:29 -0400
parents 585ef27873c9
children 6f4c34f8d5ba
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
rev   line source
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1 <tool id="cardinal_classification" name="MSI classification" version="@VERSION@.3">
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
2 <description>spatial classification of mass spectrometry imaging data</description>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
3 <macros>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
4 <import>macros.xml</import>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
5 </macros>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
6 <expand macro="requirements">
1
6a03b201bc12 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit d2f311f7fff24e54c565127c40414de708e31b3c
galaxyp
parents: 0
diff changeset
7 <requirement type="package" version="3.0">r-ggplot2</requirement>
6a03b201bc12 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit d2f311f7fff24e54c565127c40414de708e31b3c
galaxyp
parents: 0
diff changeset
8 <requirement type="package" version="2.3">r-gridextra</requirement>
6a03b201bc12 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit d2f311f7fff24e54c565127c40414de708e31b3c
galaxyp
parents: 0
diff changeset
9 <requirement type="package" version="0.20_35">r-lattice</requirement>
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
10 </expand>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
11 <command detect_errors="exit_code">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
12 <![CDATA[
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
13
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
14 @INPUT_LINKING@
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
15 cat '${MSI_segmentation}' &&
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
16 Rscript '${MSI_segmentation}'
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
17
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
18 ]]>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
19 </command>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
20 <configfiles>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
21 <configfile name="MSI_segmentation"><![CDATA[
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
22
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
23
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
24 ################################# load libraries and read file #########################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
25
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
26 library(Cardinal)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
27 library(gridExtra)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
28 library(lattice)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
29 library(ggplot2)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
30
2
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
31 @READING_MSIDATA_INRAM@
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
32
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
33
3
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
34 ## remove duplicated coordinates
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
35 msidata <- msidata[,!duplicated(coord(msidata))]
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
36
2
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
37 @DATA_PROPERTIES_INRAM@
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
38
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
39
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
40 ######################################## PDF ###################################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
41 ################################################################################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
42 ################################################################################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
43
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
44 Title = "Prediction"
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
45
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
46 #if str( $type_cond.type_method) == "training":
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
47
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
48 Title = "$type_cond.method_cond.class_method"
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
49 #end if
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
50
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
51 pdf("classificationpdf.pdf", fonts = "Times", pointsize = 12)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
52 plot(0,type='n',axes=FALSE,ann=FALSE)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
53
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
54
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
55 title(main=paste0(Title," for file: \n\n", "$infile.display_name"))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
56
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
57
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
58 ##################### I) numbers and control plots #############################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
59 ###############################################################################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
60
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
61 ## table with values
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
62 grid.table(property_df, rows= NULL)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
63
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
64
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
65 if (npeaks > 0 && sum(is.na(spectra(msidata)))==0){
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
66
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
67 opar <- par()
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
68
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
69 ######################## II) Training #############################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
70 #############################################################################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
71 #if str( $type_cond.type_method) == "training":
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
72 print("training")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
73
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
74
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
75 ## load y response (will be needed in every training scenario)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
76
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
77 y_tabular = read.delim("$type_cond.annotation_file", header = $type_cond.tabular_header, stringsAsFactors = FALSE)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
78
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
79 #if str($type_cond.column_fold) == "None":
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
80 y_input = y_tabular[,c($type_cond.column_x, $type_cond.column_y, $type_cond.column_response)]
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
81 #else
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
82 y_input = y_tabular[,c($type_cond.column_x, $type_cond.column_y, $type_cond.column_response, $type_cond.column_fold)]
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
83 #end if
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
84
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
85 colnames(y_input)[1:2] = c("x", "y")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
86 ## merge with coordinate information of msidata
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
87 msidata_coordinates = cbind(coord(msidata)[,1:2], c(1:ncol(msidata)))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
88 colnames(msidata_coordinates)[3] = "pixel_index"
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
89 merged_response = merge(msidata_coordinates, y_input, by=c("x", "y"), all.x=TRUE)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
90 merged_response[is.na(merged_response)] = "NA"
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
91 merged_response = merged_response[order(merged_response\$pixel_index),]
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
92 y_vector = as.factor(merged_response[,4])
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
93
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
94 ## plot of y vector
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
95
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
96 position_df = cbind(coord(msidata)[,1:2], y_vector)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
97 y_plot = ggplot(position_df, aes(x=x, y=y, fill=y_vector))+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
98 geom_tile() +
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
99 coord_fixed()+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
100 ggtitle("Distribution of the response variable y")+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
101 theme_bw()+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
102 theme(text=element_text(family="ArialMT", face="bold", size=15))+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
103 theme(legend.position="bottom",legend.direction="vertical")+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
104 guides(fill=guide_legend(ncol=4,byrow=TRUE))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
105 coord_labels = aggregate(cbind(x,y)~y_vector, data=position_df, mean, na.rm=TRUE, na.action="na.pass")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
106 coord_labels\$file_number = gsub( "_.*$", "", coord_labels\$y_vector)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
107 print(y_plot)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
108
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
109
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
110 ## plot of folds
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
111
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
112 #if str($type_cond.column_fold) != "None":
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
113 fold_vector = as.factor(merged_response[,5])
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
114
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
115
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
116 position_df = cbind(coord(msidata)[,1:2], fold_vector)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
117 fold_plot = ggplot(position_df, aes(x=x, y=y, fill=fold_vector))+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
118 geom_tile() +
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
119 coord_fixed()+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
120 ggtitle("Distribution of the fold variable")+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
121 theme_bw()+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
122 theme(text=element_text(family="ArialMT", face="bold", size=15))+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
123 theme(legend.position="bottom",legend.direction="vertical")+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
124 guides(fill=guide_legend(ncol=4,byrow=TRUE))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
125 coord_labels = aggregate(cbind(x,y)~fold_vector, data=position_df, mean, na.rm=TRUE, na.action="na.pass")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
126 coord_labels\$file_number = gsub( "_.*$", "", coord_labels\$fold_vector)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
127 print(fold_plot)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
128
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
129 #end if
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
130
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
131 ######################## PLS #############################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
132 #if str( $type_cond.method_cond.class_method) == "PLS":
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
133 print("PLS")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
134
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
135 ######################## PLS - CV #############################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
136 #if str( $type_cond.method_cond.analysis_cond.PLS_method) == "cvapply":
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
137 print("PLS cv")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
138
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
139 ## set variables for components and number of response groups
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
140 components = c($type_cond.method_cond.analysis_cond.plscv_comp)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
141 number_groups = length(levels(y_vector))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
142
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
143 ## PLS-cvApply:
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
144 msidata.cv.pls <- cvApply(msidata, .y = y_vector, .fold = fold_vector, .fun = "PLS", ncomp = components)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
145
2
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
146 ## remove msidata to clean up RAM space
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
147 rm(msidata)
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
148 gc()
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
149
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
150 ## create table with summary
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
151 count = 1
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
152 summary_plscv = list()
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
153 accuracy_vector = numeric()
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
154 for (iteration in components){
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
155 summary_iteration = summary(msidata.cv.pls)\$accuracy[[paste0("ncomp = ", iteration)]]
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
156 ## change class of numbers into numeric to round and calculate mean
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
157 summary_iteration2 = round(as.numeric(summary_iteration), digits=2)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
158 summary_matrix = matrix(summary_iteration2, nrow=4, ncol=number_groups)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
159 accuracy_vector[count] = mean(summary_matrix[1,]) ## vector with accuracies to find later maximum for plot
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
160 summary_iteration3 = cbind(rownames(summary_iteration), summary_matrix) ## include rownames in table
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
161 summary_iteration4 = t(summary_iteration3)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
162 summary_iteration5 = cbind(c(paste0("ncomp = ", iteration), colnames(summary_iteration)), summary_iteration4)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
163 summary_plscv[[count]] = summary_iteration5
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
164 count = count+1} ## create list with summary table for each component
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
165 summary_plscv = do.call(rbind, summary_plscv)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
166 summary_df = as.data.frame(summary_plscv)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
167 colnames(summary_df) = NULL
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
168
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
169 ## plots
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
170 ## plot to find ncomp with highest accuracy
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
171 plot(components, accuracy_vector, ylab = "mean accuracy",type="o", main="Mean accuracy of PLS classification")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
172 ncomp_max = components[which.max(accuracy_vector)] ## find ncomp with max. accuracy
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
173 ## one image for each sample/fold, 4 images per page
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
174 minimumy = min(coord(msidata.cv.pls)[,2])
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
175 maximumy = max(coord(msidata.cv.pls)[,2])
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
176 image(msidata.cv.pls, model = list(ncomp = ncomp_max),ylim= c(maximumy+0.2*maximumy,minimumy-0.2*minimumy),layout = c(1, 1))
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
177
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
178 ## print table with summary in pdf
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
179 par(opar)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
180 plot(0,type='n',axes=FALSE,ann=FALSE)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
181 title(main="Summary for the different components\n", adj=0.5)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
182 ## 20 rows fits in one page:
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
183 if (nrow(summary_df)<=20){
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
184 grid.table(summary_df, rows= NULL)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
185 }else{
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
186 grid.table(summary_df[1:20,], rows= NULL)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
187 mincount = 21
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
188 maxcount = 40
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
189 for (count20 in 1:(ceiling(nrow(summary_df)/20)-1)){
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
190 plot(0,type='n',axes=FALSE,ann=FALSE)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
191 if (maxcount <= nrow(summary_df)){
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
192 grid.table(summary_df[mincount:maxcount,], rows= NULL)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
193 mincount = mincount+20
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
194 maxcount = maxcount+20
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
195 }else{### stop last page with last sample otherwise NA in table
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
196 grid.table(summary_df[mincount:nrow(summary_df),], rows= NULL)}
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
197 }
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
198 }
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
199
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
200 ## optional output as .RData
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
201 #if $output_rdata:
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
202 save(msidata.cv.pls, file="$classification_rdata")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
203 #end if
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
204
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
205
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
206 ######################## PLS - analysis ###########################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
207 #elif str( $type_cond.method_cond.analysis_cond.PLS_method) == "PLS_analysis":
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
208 print("PLS analysis")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
209
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
210 ## set variables for components and number of response groups
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
211 component = c($type_cond.method_cond.analysis_cond.pls_comp)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
212 number_groups = length(levels(y_vector))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
213
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
214 ### stop if multiple values for PLS components are selected what sets component to 0
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
215 tryCatch(
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
216 {
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
217
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
218 if (component==0)
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
219 {
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
220 stop(call.=FALSE)
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
221 }
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
222 },
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
223 error=function(cond) {
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
224 ## in case user used multiple inputs for component - this is only possible in cv apply
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
225 message("Error during PLS training")
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
226 message("Possible problems: Multiple values for component were selected - this is only possible in cvapply but not for PLS analysis or component was set to 0 but minimum for component is 1)")
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
227 stop(call.=FALSE)
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
228 }
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
229 )
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
230
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
231 ### pls analysis and coefficients plot
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
232 msidata.pls <- PLS(msidata, y = y_vector, ncomp = component, scale=$type_cond.method_cond.analysis_cond.pls_scale)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
233 plot(msidata.pls, main="PLS coefficients per m/z")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
234
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
235 ### summary table of PLS
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
236 summary_table = summary(msidata.pls)\$accuracy[[paste0("ncomp = ",component)]]
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
237 summary_table2 = round(as.numeric(summary_table), digits=2)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
238 summary_matrix = matrix(summary_table2, nrow=4, ncol=number_groups)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
239 summary_table3 = cbind(rownames(summary_table), summary_matrix) ## include rownames in table
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
240 summary_table4 = t(summary_table3)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
241 summary_table5 = cbind(c(paste0("ncomp = ", component), colnames(summary_table)), summary_table4)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
242 plot(0,type='n',axes=FALSE,ann=FALSE)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
243 grid.table(summary_table5, rows= NULL)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
244
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
245 ### image of the best m/z
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
246 minimumy = min(coord(msidata)[,2])
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
247 maximumy = max(coord(msidata)[,2])
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
248 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"))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
249
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
250 ### m/z and pixel information output
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
251 pls_classes = data.frame(msidata.pls\$classes[[1]])
3
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
252 ## pixel names and coordinates
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
253 ## to remove potential sample names and z dimension, split at comma and take only x and y
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
254 x_coords = unlist(lapply(strsplit(names(pixels(msidata)), ","), `[[`, 1))
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
255 y_coords = unlist(lapply(strsplit(names(pixels(msidata)), ","), `[[`, 2))
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
256 x_coordinates = gsub("x = ","",x_coords)
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
257 y_coordinates = gsub(" y = ","",y_coords)
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
258 pixel_names = paste0("xy_", x_coordinates, "_", y_coordinates)
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
259
2
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
260 ## remove msidata to clean up RAM space
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
261 rm(msidata)
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
262 gc()
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
263 pls_classes2 = data.frame(pixel_names, x_coordinates, y_coordinates, pls_classes)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
264 colnames(pls_classes2) = c("pixel names", "x", "y","predicted condition")
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
265 pls_toplabels = topLabels(msidata.pls, n=Inf)
2
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
266 pls_toplabels[,4:6] <-round(pls_toplabels[,4:6],6)
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
267 write.table(pls_toplabels, file="$mzfeatures", quote = FALSE, row.names = FALSE, col.names=TRUE, sep = "\t")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
268 write.table(pls_classes2, file="$pixeloutput", quote = FALSE, row.names = FALSE, col.names=TRUE, sep = "\t")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
269
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
270 ## image with predicted classes
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
271 prediction_df = cbind(coord(msidata.pls)[,1:2], pls_classes)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
272 colnames(prediction_df) = c("x", "y", "predicted_classes")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
273
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
274 prediction_plot = ggplot(prediction_df, aes(x=x, y=y, fill=predicted_classes))+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
275 geom_tile() +
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
276 coord_fixed()+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
277 ggtitle("Predicted condition for each pixel")+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
278 theme_bw()+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
279 theme(text=element_text(family="ArialMT", face="bold", size=15))+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
280 theme(legend.position="bottom",legend.direction="vertical")+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
281 guides(fill=guide_legend(ncol=4,byrow=TRUE))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
282 coord_labels = aggregate(cbind(x,y)~predicted_classes, data=prediction_df, mean, na.rm=TRUE, na.action="na.pass")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
283 coord_labels\$file_number = gsub( "_.*$", "", coord_labels\$predicted_classes)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
284 print(prediction_plot)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
285
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
286 ### optional output as .RData
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
287 #if $output_rdata:
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
288 save(msidata.pls, file="$classification_rdata")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
289 #end if
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
290
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
291 #end if
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
292
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
293 ######################## OPLS #############################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
294 #elif str( $type_cond.method_cond.class_method) == "OPLS":
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
295 print("OPLS")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
296
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
297 ######################## OPLS -CV #############################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
298 #if str( $type_cond.method_cond.opls_analysis_cond.opls_method) == "opls_cvapply":
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
299 print("OPLS cv")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
300
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
301 ## set variables for components and number of response groups
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
302 components = c($type_cond.method_cond.opls_analysis_cond.opls_cvcomp)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
303 number_groups = length(levels(y_vector))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
304
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
305 ## OPLS-cvApply:
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
306 msidata.cv.opls <- cvApply(msidata, .y = y_vector, .fold = fold_vector, .fun = "OPLS", ncomp = components)
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
307 ## for use to reduce msidata: keep.Xnew = $type_cond.method_cond.opls_analysis_cond.xnew_cv
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
308
2
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
309 ## remove msidata to clean up RAM space
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
310 rm(msidata)
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
311 gc()
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
312
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
313 ## create table with summary
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
314 count = 1
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
315 summary_oplscv = list()
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
316 accuracy_vector = numeric()
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
317 for (iteration in components){
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
318
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
319 summary_iteration = summary(msidata.cv.opls)\$accuracy[[paste0("ncomp = ", iteration)]]
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
320 ## change class of numbers into numeric to round and calculate mean
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
321 summary_iteration2 = round(as.numeric(summary_iteration), digits=2)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
322 summary_matrix = matrix(summary_iteration2, nrow=4, ncol=number_groups)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
323 accuracy_vector[count] = mean(summary_matrix[1,]) ## vector with accuracies to find later maximum for plot
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
324 summary_iteration3 = cbind(rownames(summary_iteration), summary_matrix) ## include rownames in table
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
325 summary_iteration4 = t(summary_iteration3)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
326 summary_iteration5 = cbind(c(paste0("ncomp = ", iteration), colnames(summary_iteration)), summary_iteration4)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
327 summary_oplscv[[count]] = summary_iteration5
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
328 count = count+1} ## create list with summary table for each component
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
329 summary_oplscv = do.call(rbind, summary_oplscv)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
330 summary_df = as.data.frame(summary_oplscv)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
331 colnames(summary_df) = NULL
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
332
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
333 ## plots
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
334 ## plot to find ncomp with highest accuracy
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
335 plot(components, accuracy_vector, ylab = "mean accuracy", type="o", main="Mean accuracy of OPLS classification")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
336 ncomp_max = components[which.max(accuracy_vector)] ## find ncomp with max. accuracy
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
337 ## one image for each sample/fold, 4 images per page
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
338 minimumy = min(coord(msidata.cv.opls)[,2])
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
339 maximumy = max(coord(msidata.cv.opls)[,2])
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
340 image(msidata.cv.opls, model = list(ncomp = ncomp_max),ylim= c(maximumy+0.2*maximumy,minimumy-0.2*minimumy),layout = c(1, 1))
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
341
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
342 ## print table with summary in pdf
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
343 par(opar)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
344 plot(0,type='n',axes=FALSE,ann=FALSE)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
345 title(main="Summary for the different components\n", adj=0.5)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
346 ## 20 rows fits in one page:
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
347 if (nrow(summary_df)<=20){
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
348 grid.table(summary_df, rows= NULL)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
349 }else{
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
350 grid.table(summary_df[1:20,], rows= NULL)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
351 mincount = 21
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
352 maxcount = 40
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
353 for (count20 in 1:(ceiling(nrow(summary_df)/20)-1)){
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
354 plot(0,type='n',axes=FALSE,ann=FALSE)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
355 if (maxcount <= nrow(summary_df)){
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
356 grid.table(summary_df[mincount:maxcount,], rows= NULL)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
357 mincount = mincount+20
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
358 maxcount = maxcount+20
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
359 }else{### stop last page with last sample otherwise NA in table
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
360 grid.table(summary_df[mincount:nrow(summary_df),], rows= NULL)}
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
361 }
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
362 }
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
363
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
364 ## optional output as .RData
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
365 #if $output_rdata:
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
366 save(msidata.cv.opls, file="$classification_rdata")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
367 #end if
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
368
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
369
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
370 ######################## OPLS -analysis ###########################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
371 #elif str( $type_cond.method_cond.opls_analysis_cond.opls_method) == "opls_analysis":
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
372 print("OPLS analysis")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
373
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
374 ## set variables for components and number of response groups
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
375 component = c($type_cond.method_cond.opls_analysis_cond.opls_comp)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
376 number_groups = length(levels(y_vector))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
377
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
378 ### stop if multiple values for OPLS components are selected what sets component to 0
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
379 tryCatch(
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
380 {
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
381
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
382 if (component==0)
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
383 {
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
384 stop(call.=FALSE)
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
385 }
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
386 },
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
387 error=function(cond) {
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
388 ## in case user used multiple inputs for component - this is only possible in cv apply
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
389 message("Error during OPLS training")
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
390 message("Possible problems: Multiple values for component were selected - this is only possible in cvapply but not for OPLS analysis or component was set to 0 but minimum for component is 1)")
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
391 stop(call.=FALSE)
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
392 }
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
393 )
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
394
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
395 ### opls analysis and coefficients plot
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
396 msidata.opls <- PLS(msidata, y = y_vector, ncomp = component, scale=$type_cond.method_cond.opls_analysis_cond.opls_scale)
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
397 ## to reduce msidata: keep.Xnew = $type_cond.method_cond.opls_analysis_cond.xnew
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
398 plot(msidata.opls, main="OPLS coefficients per m/z")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
399
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
400
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
401 ### summary table of OPLS
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
402 summary_table = summary(msidata.opls)\$accuracy[[paste0("ncomp = ",component)]]
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
403 summary_table2 = round(as.numeric(summary_table), digits=2)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
404 summary_matrix = matrix(summary_table2, nrow=4, ncol=number_groups)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
405 summary_table3 = cbind(rownames(summary_table), summary_matrix) ## include rownames in table
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
406 summary_table4 = t(summary_table3)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
407 summary_table5 = cbind(c(paste0("ncomp = ", component), colnames(summary_table)), summary_table4)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
408 plot(0,type='n',axes=FALSE,ann=FALSE)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
409 grid.table(summary_table5, rows= NULL)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
410
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
411 ### image of the best m/z
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
412 minimumy = min(coord(msidata)[,2])
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
413 maximumy = max(coord(msidata)[,2])
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
414 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"))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
415
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
416 opls_classes = data.frame(msidata.opls\$classes[[1]])
3
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
417 ## pixel names and coordinates
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
418 ## to remove potential sample names and z dimension, split at comma and take only x and y
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
419 x_coords = unlist(lapply(strsplit(names(pixels(msidata)), ","), `[[`, 1))
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
420 y_coords = unlist(lapply(strsplit(names(pixels(msidata)), ","), `[[`, 2))
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
421 x_coordinates = gsub("x = ","",x_coords)
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
422 y_coordinates = gsub(" y = ","",y_coords)
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
423 pixel_names = paste0("xy_", x_coordinates, "_", y_coordinates)
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
424
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
425 opls_classes2 = data.frame(pixel_names, x_coordinates, y_coordinates, opls_classes)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
426 colnames(opls_classes2) = c("pixel names", "x", "y","predicted condition")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
427
2
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
428 ## remove msidata to clean up RAM space
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
429 rm(msidata)
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
430 gc()
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
431
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
432 opls_toplabels = topLabels(msidata.opls, n=Inf)
2
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
433 opls_toplabels[,4:6] <-round(opls_toplabels[,4:6],6)
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
434 write.table(opls_toplabels, file="$mzfeatures", quote = FALSE, row.names = FALSE, col.names=TRUE, sep = "\t")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
435 write.table(opls_classes2, file="$pixeloutput", quote = FALSE, row.names = FALSE, col.names=TRUE, sep = "\t")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
436
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
437 ## image with predicted classes
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
438 prediction_df = cbind(coord(msidata.opls)[,1:2], opls_classes)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
439 colnames(prediction_df) = c("x", "y", "predicted_classes")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
440
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
441 prediction_plot = ggplot(prediction_df, aes(x=x, y=y, fill=predicted_classes))+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
442 geom_tile() +
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
443 coord_fixed()+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
444 ggtitle("Predicted condition for each pixel")+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
445 theme_bw()+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
446 theme(text=element_text(family="ArialMT", face="bold", size=15))+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
447 theme(legend.position="bottom",legend.direction="vertical")+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
448 guides(fill=guide_legend(ncol=4,byrow=TRUE))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
449 coord_labels = aggregate(cbind(x,y)~predicted_classes, data=prediction_df, mean, na.rm=TRUE, na.action="na.pass")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
450 coord_labels\$file_number = gsub( "_.*$", "", coord_labels\$predicted_classes)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
451 print(prediction_plot)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
452
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
453 ## optional output as .RData
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
454 #if $output_rdata:
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
455 save(msidata.opls, file="$classification_rdata")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
456 #end if
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
457 #end if
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
458
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
459
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
460 ######################## SSC #############################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
461 #elif str( $type_cond.method_cond.class_method) == "spatialShrunkenCentroids":
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
462 print("SSC")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
463
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
464 ######################## SSC - CV #############################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
465 #if str( $type_cond.method_cond.ssc_analysis_cond.ssc_method) == "ssc_cvapply":
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
466 print("SSC cv")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
467
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
468 ## set variables for components and number of response groups
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
469 number_groups = length(levels(y_vector))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
470
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
471 ## SSC-cvApply:
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
472 msidata.cv.ssc <- cvApply(msidata, .y = y_vector,.fold = fold_vector,.fun = "spatialShrunkenCentroids", r = c($type_cond.method_cond.ssc_r), s = c($type_cond.method_cond.ssc_s), method = "$type_cond.method_cond.ssc_kernel_method")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
473
2
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
474 ## remove msidata to clean up RAM space
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
475 rm(msidata)
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
476 gc()
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
477
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
478 ## create table with summary
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
479 count = 1
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
480 summary_ssccv = list()
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
481 accuracy_vector = numeric()
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
482 iteration_vector = character()
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
483 for (iteration in names(msidata.cv.ssc@resultData[[1]][,1])){
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
484
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
485 summary_iteration = summary(msidata.cv.ssc)\$accuracy[[iteration]]
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
486 ## change class of numbers into numeric to round and calculate mean
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
487 summary_iteration2 = round(as.numeric(summary_iteration), digits=2)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
488 summary_matrix = matrix(summary_iteration2, nrow=4, ncol=number_groups)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
489 accuracy_vector[count] = mean(summary_matrix[1,]) ## vector with accuracies to find later maximum for plot
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
490 summary_iteration3 = cbind(rownames(summary_iteration), summary_matrix) ## include rownames in table
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
491 summary_iteration4 = t(summary_iteration3)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
492 summary_iteration5 = cbind(c(iteration, colnames(summary_iteration)), summary_iteration4)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
493 summary_ssccv[[count]] = summary_iteration5
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
494 iteration_vector[count] = unlist(strsplit(iteration, "[,]"))[3]
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
495 count = count+1} ## create list with summary table for each component
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
496 summary_ssccv = do.call(rbind, summary_ssccv)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
497 summary_df = as.data.frame(summary_ssccv)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
498 colnames(summary_df) = NULL
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
499
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
500 ## plot to find parameters with highest accuracy
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
501 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")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
502 best_params = names(msidata.cv.ssc@resultData[[1]][,1])[which.max(accuracy_vector)] ## find parameters with max. accuracy
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
503 r_value = as.numeric(substring(unlist(strsplit(best_params, ","))[1], 4))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
504 s_value = as.numeric(substring(unlist(strsplit(best_params, ","))[3], 5)) ## remove space
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
505 minimumy = min(coord(msidata.cv.ssc)[,2])
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
506 maximumy = max(coord(msidata.cv.ssc)[,2])
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
507 image(msidata.cv.ssc, model = list( r = r_value, s = s_value ), ylim= c(maximumy+0.2*maximumy,minimumy-0.2*minimumy),layout=c(1,1))
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
508
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
509 ## print table with summary in pdf
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
510 par(opar)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
511 plot(0,type='n',axes=FALSE,ann=FALSE)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
512 title(main="Summary for the different parameters\n", adj=0.5)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
513 ## 20 rows fits in one page:
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
514 if (nrow(summary_df)<=20){
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
515 grid.table(summary_df, rows= NULL)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
516 }else{
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
517 grid.table(summary_df[1:20,], rows= NULL)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
518 mincount = 21
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
519 maxcount = 40
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
520 for (count20 in 1:(ceiling(nrow(summary_df)/20)-1)){
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
521 plot(0,type='n',axes=FALSE,ann=FALSE)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
522 if (maxcount <= nrow(summary_df)){
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
523 grid.table(summary_df[mincount:maxcount,], rows= NULL)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
524 mincount = mincount+20
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
525 maxcount = maxcount+20
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
526 }else{### stop last page with last sample otherwise NA in table
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
527 grid.table(summary_df[mincount:nrow(summary_df),], rows= NULL)}
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
528 }
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
529 }
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
530
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
531 ## optional output as .RData
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
532 #if $output_rdata:
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
533 save(msidata.cv.ssc, file="$classification_rdata")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
534 #end if
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
535
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
536 ######################## SSC -analysis ###########################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
537 #elif str( $type_cond.method_cond.ssc_analysis_cond.ssc_method) == "ssc_analysis":
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
538 print("SSC analysis")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
539
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
540 ## set variables for components and number of response groups
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
541 number_groups = length(levels(y_vector))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
542
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
543 ## SSC analysis and plot
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
544 msidata.ssc <- spatialShrunkenCentroids(msidata, y = y_vector, .fold = fold_vector,
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
545 r = c($type_cond.method_cond.ssc_r), s = c($type_cond.method_cond.ssc_s), method = "$type_cond.method_cond.ssc_kernel_method")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
546 plot(msidata.ssc, mode = "tstatistics", model = list("r" = c($type_cond.method_cond.ssc_r), "s" = c($type_cond.method_cond.ssc_s)))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
547
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
548 ### summary table SSC
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
549 ##############summary_table = summary(msidata.ssc)
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
550
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
551 ### stop if multiple values for r and s were used as input
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
552 tryCatch(
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
553 {
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
554
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
555 if (length(names(msidata.ssc@resultData))>1)
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
556 {
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
557 stop(call.=FALSE)
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
558 }
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
559 },
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
560 error=function(cond) {
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
561 ## in case user used multiple inputs for r or s stop - this is only possible in cv apply
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
562 message("Error during SSC training")
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
563 message("Possible problem: multiple values for r or s selected - this is only possible in cvapply but not for spatial shrunken centroid analysis)")
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
564 stop(call.=FALSE)
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
565 }
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
566 )
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
567
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
568 summary_table = summary(msidata.ssc)\$accuracy[[names(msidata.ssc@resultData)]]
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
569 summary_table2 = round(as.numeric(summary_table), digits=2)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
570 summary_matrix = matrix(summary_table2, nrow=4, ncol=number_groups)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
571 summary_table3 = cbind(rownames(summary_table), summary_matrix) ## include rownames in table
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
572 summary_table4 = t(summary_table3)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
573 summary_table5 = cbind(c(names(msidata.ssc@resultData),colnames(summary_table)), summary_table4)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
574 plot(0,type='n',axes=FALSE,ann=FALSE)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
575 grid.table(summary_table5, rows= NULL)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
576
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
577 ### image of the best m/z
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
578 minimumy = min(coord(msidata)[,2])
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
579 maximumy = max(coord(msidata)[,2])
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
580 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"))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
581
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
582 ## m/z and pixel information output
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
583 ssc_classes = data.frame(msidata.ssc\$classes[[1]])
3
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
584
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
585 ## pixel names and coordinates
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
586 ## to remove potential sample names and z dimension, split at comma and take only x and y
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
587 x_coords = unlist(lapply(strsplit(names(pixels(msidata)), ","), `[[`, 1))
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
588 y_coords = unlist(lapply(strsplit(names(pixels(msidata)), ","), `[[`, 2))
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
589 x_coordinates = gsub("x = ","",x_coords)
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
590 y_coordinates = gsub(" y = ","",y_coords)
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
591 pixel_names = paste0("xy_", x_coordinates, "_", y_coordinates)
585ef27873c9 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 2c4a1a862900b4efbc30824cbcb798f835b168b2
galaxyp
parents: 2
diff changeset
592
2
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
593
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
594 ## remove msidata to clean up RAM space
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
595 rm(msidata)
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
596 gc()
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
597
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
598 ssc_classes2 = data.frame(pixel_names, x_coordinates, y_coordinates, ssc_classes)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
599 colnames(ssc_classes2) = c("pixel names", "x", "y","predicted condition")
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
600 ssc_toplabels = topLabels(msidata.ssc, n=Inf)
2
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
601 ssc_toplabels[,6:9] <-round(ssc_toplabels[,6:9],6)
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
602 write.table(ssc_toplabels, file="$mzfeatures", quote = FALSE, row.names = FALSE, col.names=TRUE, sep = "\t")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
603 write.table(ssc_classes2, file="$pixeloutput", quote = FALSE, row.names = FALSE, col.names=TRUE, sep = "\t")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
604
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
605 ## image with predicted classes
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
606 prediction_df = cbind(coord(msidata.ssc)[,1:2], ssc_classes)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
607 colnames(prediction_df) = c("x", "y", "predicted_classes")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
608
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
609 prediction_plot = ggplot(prediction_df, aes(x=x, y=y, fill=predicted_classes))+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
610 geom_tile() +
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
611 coord_fixed()+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
612 ggtitle("Predicted condition for each pixel")+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
613 theme_bw()+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
614 theme(text=element_text(family="ArialMT", face="bold", size=15))+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
615 theme(legend.position="bottom",legend.direction="vertical")+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
616 guides(fill=guide_legend(ncol=4,byrow=TRUE))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
617 coord_labels = aggregate(cbind(x,y)~predicted_classes, data=prediction_df, mean, na.rm=TRUE, na.action="na.pass")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
618 coord_labels\$file_number = gsub( "_.*$", "", coord_labels\$predicted_classes)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
619 print(prediction_plot)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
620
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
621
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
622 ## optional output as .RData
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
623 #if $output_rdata:
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
624 save(msidata.ssc, file="$classification_rdata")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
625 #end if
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
626
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
627 #end if
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
628 #end if
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
629
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
630
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
631
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
632 ######################## II) Prediction #############################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
633 #############################################################################
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
634
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
635 #elif str($type_cond.type_method) == "prediction":
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
636 print("prediction")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
637
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
638 training_data = loadRData("$type_cond.training_result")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
639
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
640 #if str($type_cond.new_y_values_cond.new_y_values) == "new_response":
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
641 print("new response")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
642
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
643 new_y_tabular = read.delim("$type_cond.new_y_values_cond.new_response_file", header = $type_cond.new_y_values_cond.new_tabular_header, stringsAsFactors = FALSE)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
644 new_y_input = new_y_tabular[,c($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)]
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
645 colnames(new_y_input)[1:2] = c("x", "y")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
646 ## merge with coordinate information of msidata
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
647 msidata_coordinates = cbind(coord(msidata)[,1:2], c(1:ncol(msidata)))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
648 colnames(msidata_coordinates)[3] = "pixel_index"
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
649 merged_response = merge(msidata_coordinates, new_y_input, by=c("x", "y"), all.x=TRUE)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
650 merged_response[is.na(merged_response)] = "NA"
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
651 merged_response = merged_response[order(merged_response\$pixel_index),]
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
652 new_y_vector = as.factor(merged_response[,4])
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
653 prediction = predict(training_data,msidata, newy = new_y_vector)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
654
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
655 #else
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
656 prediction = predict(training_data,msidata)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
657 #end if
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
658
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
659 ## m/z and pixel information output
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
660 predicted_classes = data.frame(prediction\$classes[[1]])
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
661 pixel_names = gsub(", y = ", "_", names(pixels(msidata)))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
662 pixel_names = gsub(" = ", "y_", pixel_names)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
663 x_coordinates = matrix(unlist(strsplit(pixel_names, "_")), ncol=3, byrow=TRUE)[,2]
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
664 y_coordinates = matrix(unlist(strsplit(pixel_names, "_")), ncol=3, byrow=TRUE)[,3]
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
665 predicted_classes2 = data.frame(pixel_names, x_coordinates, y_coordinates, predicted_classes)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
666 colnames(predicted_classes2) = c("pixel names", "x", "y","predicted condition")
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
667 predicted_toplabels = topLabels(prediction, n=Inf)
2
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
668 if (colnames(predicted_toplabels)[4] == "coefficients"){
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
669 predicted_toplabels[,4:6] <-round(predicted_toplabels[,4:6],5)
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
670
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
671 }else{
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
672 predicted_toplabels[,6:9] <-round(predicted_toplabels[,6:9],5)}
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
673 write.table(predicted_toplabels, file="$mzfeatures", quote = FALSE, row.names = FALSE, col.names=TRUE, sep = "\t")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
674 write.table(predicted_classes2, file="$pixeloutput", quote = FALSE, row.names = FALSE, col.names=TRUE, sep = "\t")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
675
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
676 ## image with predicted classes
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
677
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
678 prediction_df = cbind(coord(prediction)[,1:2], predicted_classes)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
679 colnames(prediction_df) = c("x", "y", "predicted_classes")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
680
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
681 prediction_plot = ggplot(prediction_df, aes(x=x, y=y, fill=predicted_classes))+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
682 geom_tile() +
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
683 coord_fixed()+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
684 ggtitle("Predicted condition for each pixel")+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
685 theme_bw()+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
686 theme(text=element_text(family="ArialMT", face="bold", size=15))+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
687 theme(legend.position="bottom",legend.direction="vertical")+
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
688 guides(fill=guide_legend(ncol=4,byrow=TRUE))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
689 coord_labels = aggregate(cbind(x,y)~predicted_classes, data=prediction_df, mean, na.rm=TRUE, na.action="na.pass")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
690 coord_labels\$file_number = gsub( "_.*$", "", coord_labels\$predicted_classes)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
691 print(prediction_plot)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
692
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
693 ## Summary table prediction
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
694 summary_table = summary(prediction)\$accuracy[[names(prediction@resultData)]]
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
695 summary_table2 = round(as.numeric(summary_table), digits=2)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
696 summary_matrix = matrix(summary_table2, nrow=4, ncol=ncol(summary_table))
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
697 summary_table3 = cbind(rownames(summary_table), summary_matrix) ## include rownames in table
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
698 summary_table4 = t(summary_table3)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
699 summary_table5 = cbind(c(names(prediction@resultData),colnames(summary_table)), summary_table4)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
700 plot(0,type='n',axes=FALSE,ann=FALSE)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
701 grid.table(summary_table5, rows= NULL)
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
702
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
703 ## optional output as .RData
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
704 #if $output_rdata:
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
705 msidata = prediction
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
706 save(msidata, file="$classification_rdata")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
707 #end if
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
708
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
709 #end if
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
710
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
711 dev.off()
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
712
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
713 }else{
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
714 print("Inputfile has no intensities > 0 or contains NA values")
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
715 dev.off()
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
716 }
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
717
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
718
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
719 ]]></configfile>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
720 </configfiles>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
721 <inputs>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
722 <expand macro="reading_msidata"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
723 <conditional name="type_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
724 <param name="type_method" type="select" label="Analysis step to perform">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
725 <option value="training" selected="True">training</option>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
726 <option value="prediction">prediction</option>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
727 </param>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
728 <when value="training">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
729
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
730 <param name="annotation_file" type="data" format="tabular" label="Load tabular file with pixel coordinates and their classes"
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
731 help="Three or four columns: x values, y values, response values, optionally fold values"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
732 <param name="column_x" data_ref="annotation_file" label="Column with x values" type="data_column"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
733 <param name="column_y" data_ref="annotation_file" label="Column with y values" type="data_column"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
734 <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"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
735 <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"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
736 <param name="tabular_header" type="boolean" label="Tabular files contain a header line" truevalue="TRUE" falsevalue="FALSE"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
737
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
738 <conditional name="method_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
739 <param name="class_method" type="select" label="Select the method for classification">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
740 <option value="PLS" selected="True">PLS-DA</option>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
741 <option value="OPLS">OPLS-DA</option>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
742 <option value="spatialShrunkenCentroids">spatial shrunken centroids</option>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
743 </param>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
744 <when value="PLS">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
745
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
746 <conditional name="analysis_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
747 <param name="PLS_method" type="select" label="Crossvalidation or analysis">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
748 <option value="cvapply" selected="True">cvApply</option>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
749 <option value="PLS_analysis">PLS-DA analysis</option>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
750 </param>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
751 <when value="cvapply">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
752 <param name="plscv_comp" type="text" value="1:2"
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
753 label="The number of PLS-DA components" help="For cvapply multiple values are allowed (e.g. 1,2,3 or 2:5). Mininum is 1.">
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
754 <expand macro="sanitizer_multiple_digits"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
755 </param>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
756 </when>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
757 <when value="PLS_analysis">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
758 <param name="pls_comp" type="integer" value="5"
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
759 label="The optimal number of PLS-DA components as indicated by cross-validations (minimum is 1)" help="Run cvApply first to optain optimal number of PLS-DA components"/>
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
760 <param name="pls_scale" type="boolean" label="Data scaling" truevalue="TRUE" falsevalue="FALSE"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
761 <param name="pls_toplabels" type="integer" value="100"
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
762 label="Number of toplabels (m/z features) which should be written in tabular output"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
763 </when>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
764 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
765 </when>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
766
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
767 <when value="OPLS">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
768
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
769 <conditional name="opls_analysis_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
770 <param name="opls_method" type="select" label="Analysis step to perform">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
771 <option value="opls_cvapply" selected="True">cvApply</option>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
772 <option value="opls_analysis">OPLS-DA analysis</option>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
773 </param>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
774
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
775 <when value="opls_cvapply">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
776 <param name="opls_cvcomp" type="text" value="1:2"
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
777 label="The number of OPLS-DA components" help="For cvapply multiple values are allowed (e.g. 1,2,3 or 2:5). Minimum is 1.">
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
778 <expand macro="sanitizer_multiple_digits"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
779 </param>
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
780 <!--param name="xnew_cv" type="boolean" truevalue="TRUE" falsevalue="FALSE" label="Keep new matrix"/-->
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
781 </when>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
782
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
783 <when value="opls_analysis">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
784 <param name="opls_comp" type="integer" value="5"
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
785 label="The optimal number of OPLS-DA components as indicated by cross-validations (minimum is 1)" help="Run cvApply first to optain optimal number of OPLS-DA components"/>
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
786 <!--param name="xnew" type="boolean" truevalue="TRUE" falsevalue="FALSE" label="Keep new matrix"/-->
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
787 <param name="opls_scale" type="boolean" truevalue="TRUE" falsevalue="FALSE" label="Data scaling"/>
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
788 <!--param name="opls_toplabels" type="integer" value="100"
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
789 label="Number of toplabels (m/z features) which should be written in tabular output"/-->
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
790 </when>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
791 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
792 </when>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
793
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
794 <when value="spatialShrunkenCentroids">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
795 <conditional name="ssc_analysis_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
796 <param name="ssc_method" type="select" label="Analysis step to perform">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
797 <option value="ssc_cvapply" selected="True">cvApply</option>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
798 <option value="ssc_analysis">spatial shrunken centroids analysis</option>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
799 </param>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
800 <when value="ssc_cvapply"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
801
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
802 <when value="ssc_analysis">
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
803 <!--param name="ssc_toplabels" type="integer" value="100"
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
804 label="Number of toplabels (m/z features) which should be written in tabular output"/-->
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
805 </when>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
806 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
807 <param name="ssc_r" type="text" value="2"
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
808 label="The spatial neighborhood radius of nearby pixels to consider (r)" help="For cvapply multiple values are allowed (e.g. 0,1,2,3 or 2:5)">
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
809 <expand macro="sanitizer_multiple_digits"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
810 </param>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
811 <param name="ssc_s" type="text" value="2"
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
812 label="The sparsity thresholding parameter by which to shrink the t-statistics (s)." help="For cvapply multiple values are allowed (e.g. 0,1,2 or 2:5)">
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
813 <expand macro="sanitizer_multiple_digits"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
814 </param>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
815 <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">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
816 <option value="gaussian">gaussian</option>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
817 <option value="adaptive" selected="True">adaptive</option>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
818 </param>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
819
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
820 </when>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
821 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
822 </when>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
823
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
824 <when value="prediction">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
825 <param name="training_result" type="data" format="rdata" label="Result from previous classification training"/>
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
826 <!--param name="predicted_toplabels" type="integer" value="100"
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
827 label="Number of toplabels (m/z features) which should be written in tabular output"/-->
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
828 <conditional name="new_y_values_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
829 <param name="new_y_values" type="select" label="Should new response values be used">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
830 <option value="no_new_response" selected="True">old response should be used</option>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
831 <option value="new_response">load new response from tabular file</option>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
832 </param>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
833 <when value="no_new_response"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
834 <when value="new_response">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
835 <param name="new_response_file" type="data" format="tabular" label="Load tabular file with pixel coordinates and the new response"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
836 <param name="column_new_x" data_ref="new_response_file" label="Column with x values" type="data_column"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
837 <param name="column_new_y" data_ref="new_response_file" label="Column with y values" type="data_column"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
838 <param name="column_new_response" data_ref="new_response_file" label="Column with new response values" type="data_column"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
839 <param name="new_tabular_header" type="boolean" label="Tabular files contain a header line" truevalue="TRUE" falsevalue="FALSE"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
840 </when>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
841 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
842 </when>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
843 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
844 <param name="output_rdata" type="boolean" label="Results as .RData output" help="Can be used to generate a classification prediction on new data"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
845 </inputs>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
846 <outputs>
2
cbc7e53518ce planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit f127be2141cf22e269c85282d226eb16fe14a9c1
galaxyp
parents: 1
diff changeset
847 <data format="pdf" name="classification_images" from_work_dir="classificationpdf.pdf" label = "${tool.name} on ${on_string}: results"/>
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
848 <data format="tabular" name="mzfeatures" label="${tool.name} on ${on_string}: features"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
849 <data format="tabular" name="pixeloutput" label="${tool.name} on ${on_string}: pixels"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
850 <data format="rdata" name="classification_rdata" label="${tool.name} on ${on_string}: results.RData">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
851 <filter>output_rdata</filter>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
852 </data>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
853 </outputs>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
854 <tests>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
855 <test expect_num_outputs="3">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
856 <param name="infile" value="testfile_squares.rdata" ftype="rdata"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
857 <conditional name="type_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
858 <param name="type_method" value="training"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
859 <param name="annotation_file" value= "pixel_annotation_file1.tabular" ftype="tabular"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
860 <param name="column_x" value="1"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
861 <param name="column_y" value="2"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
862 <param name="column_response" value="4"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
863 <param name="column_fold" value="3"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
864 <param name="tabular_header" value="False"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
865 <conditional name="method_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
866 <param name="class_method" value="PLS"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
867 <conditional name="analysis_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
868 <param name="PLS_method" value="cvapply"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
869 <param name="plscv_comp" value="2:4"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
870 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
871 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
872 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
873 <output name="mzfeatures" file="features_test1.tabular"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
874 <output name="pixeloutput" file="pixels_test1.tabular"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
875 <output name="classification_images" file="test1.pdf" compare="sim_size" delta="2000"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
876 </test>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
877
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
878 <test expect_num_outputs="4">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
879 <param name="infile" value="testfile_squares.rdata" ftype="rdata"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
880 <conditional name="type_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
881 <param name="type_method" value="training"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
882 <param name="annotation_file" value= "pixel_annotation_file1.tabular" ftype="tabular"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
883 <param name="column_x" value="1"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
884 <param name="column_y" value="2"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
885 <param name="column_response" value="4"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
886 <param name="tabular_header" value="False"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
887 <conditional name="method_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
888 <param name="class_method" value="PLS"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
889 <conditional name="analysis_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
890 <param name="PLS_method" value="PLS_analysis"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
891 <param name="pls_comp" value="2"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
892 <param name="pls_scale" value="TRUE"/>
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
893 <!--param name="pls_toplabels" value="100"/-->
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
894 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
895 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
896 </conditional>
2fdbbb1be2b0 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"/>
2fdbbb1be2b0 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_test2.tabular"/>
2fdbbb1be2b0 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_test2.tabular"/>
2fdbbb1be2b0 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="test2.pdf" compare="sim_size"/>
2fdbbb1be2b0 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="test2.rdata" compare="sim_size"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
902 </test>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
903
2fdbbb1be2b0 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">
2fdbbb1be2b0 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"/>
2fdbbb1be2b0 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">
2fdbbb1be2b0 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"/>
2fdbbb1be2b0 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= "random_factors.tabular" ftype="tabular"/>
2fdbbb1be2b0 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"/>
2fdbbb1be2b0 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"/>
2fdbbb1be2b0 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="4"/>
2fdbbb1be2b0 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="3"/>
2fdbbb1be2b0 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"/>
2fdbbb1be2b0 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">
2fdbbb1be2b0 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="OPLS"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
916 <conditional name="opls_analysis_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
917 <param name="opls_method" value="opls_cvapply"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
918 <param name="opls_cvcomp" value="1:2"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
919 <param name="xnew_cv" value="FALSE"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
920 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
921 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
922 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
923 <output name="mzfeatures" file="features_test3.tabular"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
924 <output name="pixeloutput" file="pixels_test3.tabular"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
925 <output name="classification_images" file="test3.pdf" compare="sim_size"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
926 </test>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
927
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
928 <test expect_num_outputs="4">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
929 <param name="infile" value="testfile_squares.rdata" ftype="rdata"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
930 <conditional name="type_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
931 <param name="type_method" value="training"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
932 <param name="annotation_file" value= "random_factors.tabular" ftype="tabular"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
933 <param name="column_x" value="1"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
934 <param name="column_y" value="2"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
935 <param name="column_response" value="4"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
936 <param name="tabular_header" value="False"/>
2fdbbb1be2b0 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">
2fdbbb1be2b0 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="OPLS"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
939 <conditional name="opls_analysis_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
940 <param name="opls_method" value="opls_analysis"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
941 <param name="opls_comp" value="3"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
942 <param name="xnew" value="FALSE"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
943 <param name="opls_scale" value="FALSE"/>
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
944 <!--param name="opls_toplabels" value="100"/-->
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
945 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
946 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
947 </conditional>
2fdbbb1be2b0 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"/>
2fdbbb1be2b0 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_test4.tabular"/>
2fdbbb1be2b0 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_test4.tabular"/>
2fdbbb1be2b0 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="test4.pdf" compare="sim_size"/>
2fdbbb1be2b0 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="test4.rdata" compare="sim_size"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
953 </test>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
954
2fdbbb1be2b0 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="3">
2fdbbb1be2b0 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"/>
2fdbbb1be2b0 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">
2fdbbb1be2b0 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="training"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
959 <param name="annotation_file" value= "pixel_annotation_file1.tabular" ftype="tabular"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
960 <param name="column_x" value="1"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
961 <param name="column_y" value="2"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
962 <param name="column_response" value="3"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
963 <param name="column_fold" value="4"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
964 <param name="tabular_header" value="False"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
965 <conditional name="method_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
966 <param name="class_method" value="spatialShrunkenCentroids"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
967 <conditional name="ssc_analysis_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
968 <param name="ssc_method" value="ssc_cvapply"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
969 <param name="ssc_r" value="1:2"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
970 <param name="ssc_s" value="2:3"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
971 <param name="ssc_kernel_method" value="adaptive"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
972 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
973 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
974 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
975 <output name="mzfeatures" file="features_test5.tabular"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
976 <output name="pixeloutput" file="pixels_test5.tabular"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
977 <output name="classification_images" file="test5.pdf" compare="sim_size"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
978 </test>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
979
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
980 <test expect_num_outputs="4">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
981 <param name="infile" value="testfile_squares.rdata" ftype="rdata"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
982 <conditional name="type_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
983 <param name="type_method" value="training"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
984 <param name="annotation_file" value= "random_factors.tabular" ftype="tabular"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
985 <param name="column_x" value="1"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
986 <param name="column_y" value="2"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
987 <param name="column_response" value="4"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
988 <conditional name="method_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
989 <param name="class_method" value="spatialShrunkenCentroids"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
990 <conditional name="ssc_analysis_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
991 <param name="ssc_method" value="ssc_analysis"/>
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
992 <!--param name="ssc_toplabels" value="20"/-->
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
993 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
994 <param name="ssc_r" value="2"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
995 <param name="ssc_s" value="2"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
996 <param name="ssc_kernel_method" value="adaptive"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
997 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
998 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
999 <param name="output_rdata" value="True"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1000 <output name="mzfeatures" file="features_test6.tabular"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1001 <output name="pixeloutput" file="pixels_test6.tabular"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1002 <output name="classification_images" file="test6.pdf" compare="sim_size"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1003 <output name="classification_rdata" file="test6.rdata" compare="sim_size" />
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1004 </test>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1005
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1006 <test expect_num_outputs="4">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1007 <param name="infile" value="testfile_squares.rdata" ftype="rdata"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1008 <conditional name="type_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1009 <param name="type_method" value="prediction"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1010 <param name="training_result" value="test2.rdata" ftype="rdata"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1011 <conditional name="new_y_values_cond">
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1012 <param name="new_y_values" value="new_response"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1013 <param name="new_response_file" value="pixel_annotation_file1.tabular" ftype="tabular"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1014 <param name="column_new_x" value="1"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1015 <param name="column_new_y" value="2"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1016 <param name="column_new_response" value="4"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1017 <param name="new_tabular_header" value="False"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1018 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1019 </conditional>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1020 <param name="output_rdata" value="True"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1021 <output name="mzfeatures" file="features_test7.tabular"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1022 <output name="pixeloutput" file="pixels_test7.tabular"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1023 <output name="classification_images" file="test7.pdf" compare="sim_size"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1024 <output name="classification_rdata" file="test7.rdata" compare="sim_size" />
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1025 </test>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1026 </tests>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1027 <help>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1028 <![CDATA[
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1029
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1030
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1031 @CARDINAL_DESCRIPTION@
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1032
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1033 -----
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1034
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1035 This tool provides three different Cardinal functions for supervised classification of mass-spectrometry imaging data.
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1036
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1037 @MSIDATA_INPUT_DESCRIPTION@
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1038 - NA intensities are not allowed
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1039 - duplicated coordinates will be removed
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1040
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1041 - 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).
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1042
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1043 ::
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1044
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1045 x_coord y_coord condition fold
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1046 1 1 A f1
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1047 2 1 A f2
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1048 3 1 A f3
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1049 1 2 B f1
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1050 2 2 B f2
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1051 3 2 B f3
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1052 ...
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1053 ...
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1054
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1055
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1056 - 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
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1057
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1058
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1059 **Options**
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1060
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1061 - PLS-DA: partial least square discriminant analysis
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1062 - O-PLS-DA: Orthogonal partial least squares discriminant analysis
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1063 - Spatial shrunken centroids (more details in `Bemis et al. <https://doi.org/10.1074/mcp.O115.053918>`_)
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1064 - training and prediction
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1065
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1066 - training can be done with cvapply that uses cross validation to find the best value for s, this requires not only a condition for each spectrum but also a fold (each fold should contain spectra of all conditions)
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1067 - training with the best value for s gives the top m/z features for each condition and the predicted classification group for each spectrum
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1068 - training result can be saved as RData file that can be reused for prediction of further samples
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1069
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1070
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1071 .. image:: $PATH_TO_IMAGES/classification_overview.png
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1072 :width: 1000
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1073 :height: 465
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1074
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1075
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1076
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1077 **Tips**
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1078
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1079 - The classification function will only run on files with valid intensity values (NA are not allowed)
4
47fc5b518ffc planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit ecdc3a64aa245d80dbc5487b2bf10a85a43adc6d
galaxyp
parents: 3
diff changeset
1080 - Only a single input file is accepted, several files have to be combined previously, for example with the MSI combine tool.
0
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1081
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1082
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1083 **Output**
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1084
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1085 - Pdf with the heatmaps and plots for the classification
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1086 - Tabular file with information on m/z features and pixels: toplabels/classes
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1087 - Optional: RData output that can be used to predict new data or to explore the results more deeply with the Cardinal package in R
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1088
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1089 ]]>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1090 </help>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1091 <expand macro="citations"/>
2fdbbb1be2b0 planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/cardinal commit 0825a4ccd3ebf4ca8a298326d14f3e7b25ae8415
galaxyp
parents:
diff changeset
1092 </tool>