Mercurial > repos > bimib > marea_2_0
changeset 23:0f02bfde697c draft
Uploaded
author | bimib |
---|---|
date | Thu, 23 May 2024 16:53:57 +0000 |
parents | b0436f014861 |
children | f95a32d677c3 |
files | marea_2_0/marea.xml |
diffstat | 1 files changed, 315 insertions(+), 315 deletions(-) [+] |
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--- a/marea_2_0/marea.xml Thu May 23 16:50:05 2024 +0000 +++ b/marea_2_0/marea.xml Thu May 23 16:53:57 2024 +0000 @@ -1,316 +1,316 @@ -<tool id="MaREA" name="Metabolic Reaction Enrichment Analysis" version="1.1.7"> - <macros> - <import>marea_macros.xml</import> - </macros> - - <requirements> - <requirement type="package" version="0.25.3">pandas</requirement> - <requirement type="package" version="1.6.3">scipy</requirement> - <requirement type="package" version="4.9.3">lxml</requirement> - <requirement type="package" version="1.1.0">svglib</requirement> - <requirement type="package" version="4.1.0">reportlab</requirement> - </requirements> - - <command detect_errors="exit_code"> - <![CDATA[ - python $__tool_directory__/marea.py - - --tool_dir $__tool_directory__ - --option $cond.type_selector - --using_RAS $cond.using_RAS.check - --using_RPS $cond.using_RPS.check - --out_log $log - - #if $cond.type_selector == 'datasets': - #if $cond.using_RAS.check == 'true': - --input_datas - #for $data in $cond.input_Datasets: - ${data.input} - #end for - - --names - #for $data in $cond.input_Datasets: - ${data.input_name} - #end for - #end if - - #if $cond.using_RPS.check == 'true': - --input_datas_rps - #for $data in $cond.input_Datasets_RPS: - ${data.input_rps} - #end for - - --names_rps - #for $data in $cond.input_Datasets_RPS: - ${data.input_name_rps} - #end for - #end if - - #elif $cond.type_selector == 'dataset_class': - #if $cond.using_RAS.check == 'true': - --input_data ${input_data} - --input_class ${input_class} - #end if - - #if $cond.using_RPS.check == 'true': - --input_data_rps ${input_data_rps} - --input_class_rps ${input_class_rps} - #end if - #end if - - --comparison ${comparis.comparison} - #if $comparis.comparison == 'onevsmany' - --control '${cond.comparis.controlgroup}' - #end if - - --choice_map '${cond_choice_map.choice_map}' - #if $cond_choice_map.choice_map == 'Custom': - --custom_map ${cond_choice_map.custom_map} - #end if - - #if $advanced.choice == 'true': - --pValue ${advanced.pValue} - --fChange ${advanced.fChange} - --generate_svg ${advanced.generateSvg} - --generate_pdf ${advanced.generatePdf} - --net ${advanced.netRPS} - #else - --pValue 0.05 - --fChange 1.2 - --generate_svg false - --generate_pdf true - --net false - #end if - ]]> - </command> - - <inputs> - <conditional name="cond"> - <param name="type_selector" argument="--option" type="select" label="Input format:"> - <option value="datasets" selected="true">RAS of group 1 + RAS of group 2 + ... + RAS of group N</option> - <option value="dataset_class">RAS of all samples + sample group specification</option> - </param> - - <when value="datasets"> - <conditional name = "using_RAS"> - <param name = "check" argument = "--using_RAS" type = "boolean" checked = "true" label = "Using RAS datasets." /> - - <when value = "true"> - <repeat name="input_Datasets" title="RAS dataset" min="2"> - <param name="input" argument="--input_datas" type="data" format="tabular, csv, tsv" label="add dataset" /> - <param name="input_name" argument="--names" type="text" label="Dataset's name:" value="Dataset" help="Default: Dataset" /> - </repeat> - </when> - </conditional> - - <conditional name = "using_RPS"> - <param name = "check" argument = "--using_RPS" type = "boolean" checked = "false" label = "Using RPS datasets." /> - - <when value = "true"> - <repeat name="input_Datasets_RPS" title="RPS dataset" min="2"> - <param name="input_rps" argument="--input_datas_rps" type="data" format="tabular, csv, tsv" label="add dataset" /> - <param name="input_name_rps" argument="--names_rps" type="text" label="Dataset's name:" value="Dataset" help="Default: Dataset" /> - </repeat> - </when> - </conditional> - </when> - - <when value="dataset_class"> - <conditional name = "using_RAS"> - <param name = "check" argument = "--using_RAS" type = "boolean" checked = "true" label = "Using RAS datasets." /> - - <when value = "true"> - <param name="input_data" argument="--input_data" type="data" format="tabular, csv, tsv" label="RAS of all samples" /> - <param name="input_class" argument="--input_class" type="data" format="tabular, csv, tsv" label="Sample group specification" /> - </when> - </conditional> - - <conditional name = "using_RPS"> - <param name = "check" argument = "--using_RPS" type = "boolean" checked = "false" label = "Using RPS datasets." /> - - <when value = "true"> - <param name="input_data_rps" argument="--input_data_rps" type="data" format="tabular, csv, tsv" label="RPS of all samples" /> - <param name="input_class_rps" argument="--input_class_rps" type="data" format="tabular, csv, tsv" label="Sample group specification" /> - </when> - </conditional> - </when> - </conditional> - - <conditional name="comparis"> - <param name="comparison" argument="--comparison" type="select" label="Groups comparison:"> - <option value="manyvsmany" selected="true">One vs One</option> - <option value="onevsrest">One vs All</option> - <option value="onevsmany">One vs Control</option> - </param> - <when value="onevsmany"> - <param name="controlgroup" argument="--controlgroup" type="text" label="Control group label:" value="0" help="Name of group label to be compared to others"/> - </when> - </conditional> - - <conditional name="cond_choice_map"> - <param name="choice_map" argument="--choice_map" type="select" label="Choose metabolic map:"> - <option value="HMRcore" selected="true">HMRcore</option> - <option value="ENGRO2">ENGRO2</option> - <option value="Custom">Custom</option> - </param> - - <when value="Custom"> - <param name="custom_map" argument="--custom_map" type="data" format="xml, svg" label="custom-map.svg"/> - </when> - </conditional> - - <conditional name="advanced"> - <param name="choice" type="boolean" checked="false" label="Use advanced options?" help="Use this options to choose custom parameters for evaluation: pValue, Fold-Change threshold, how to solve (A and NaN) and specify output maps."> - <option value="true" selected="true">No</option> - <option value="false">Yes</option> - </param> - - <when value="true"> - <param name="pValue" argument="--pValue" type="float" size="20" value="0.05" max="1" min="0" label="P-value threshold:" help="min value 0" /> - <param name="fChange" argument="--fChange" type="float" size="20" value="1.2" min="1" label="Fold-Change threshold:" help="min value 1" /> - <param name="generateSvg" argument="--generateSvg" type="boolean" checked="false" label="Generate SVG map" help="should the program generate an editable svg map of the processes?" /> - <param name="generatePdf" argument="--generatePdf" type="boolean" checked="true" label="Generate PDF map" help="should the program return a non editable (but displayble) pdf map of the processes?" /> - - <param name="netRPS" argument="--net" type="boolean" checked="false" label="Should RPS enrichment use net values?" help="If checked and RPS datasets are present the arrow tips of a reversible arrow will be colored with the net contribution of both directions' RPS values" /> - </when> - </conditional> - </inputs> - - <outputs> - <data format="txt" name="log" label="MaREA - Log" /> - <collection name="results" type="list" label="MaREA - Results"> - <discover_datasets pattern="__name_and_ext__" directory="result"/> - </collection> - </outputs> - - <help> - <![CDATA[ - -What it does -------------- - -This tool analyzes and visualizes differences in the Reaction Activity Scores (RASs) of groups of samples, as computed by the Expression2RAS tool, of groups of samples. - -Accepted files are: - - option 1) two or more RAS datasets, each referring to samples in a given group. The user can specify a label for each group (as e.g. "classA" and "classB"); - - option 2) one RAS dataset and one group-file specifying the group each sample belongs to. - -RAS datasets format: tab-separated text files, reporting the RAS value of each reaction (row) for a given sample (column). - -Column header: sample ID. -Row header: reaction ID. - -Optional files: - - custom svg map. Graphical elements must have the same IDs of reactions. See HmrCore svg map for an example. - -The tool generates: - - 1) a tab-separated file: reporting fold-change and p-values of reaction activity scores (RASs) between a pair of conditions/classes; - - 2) a metabolic map file (downloadable as .svg): visualizing up- and down-regulated reactions between a pair of conditions/classes; - - 3) a log file (.txt). - -Output options: -To calculate P-Values and Fold-Changes and to enrich maps, comparisons are performed for each possible pair of groups (default option ‘One vs One’). - -Alternative options are: - - comparison of each group vs. the rest of samples (option ‘One vs Rest’) - - comparison of each group vs. a control group (option ‘One vs Control). If this option is selected the user must indicate the control group label. - -Output files will be named as classA_vs_classB. Reactions will conventionally be reported as up-regulated (down-regulated) if they are significantly more (less) active in class having label "classA". - -Example input -------------- - -"RAS of group 1 + RAS of group 2 + ... + RAS of group N" option: - -RAS Dataset 1: - -+------------+----------------+----------------+----------------+ -| Reaction ID| TCGAA62670 | TCGAA62671 | TCGAA62672 | -+============+================+================+================+ -| r1642 | 0.523167 | 0.371355 | 0.925661 | -+------------+----------------+----------------+----------------+ -| r1643 | 0.568765 | 0.765567 | 0.456789 | -+------------+----------------+----------------+----------------+ -| r1640 | 0.876545 | 0.768933 | 0.987654 | -+------------+----------------+----------------+----------------+ -| r1641 | 0.456788 | 0.876543 | 0.876542 | -+------------+----------------+----------------+----------------+ -| r1646 | 0.876543 | 0.786543 | 0.897654 | -+------------+----------------+----------------+----------------+ - -RAS Dataset 2: - -+------------+----------------+----------------+----------------+ -| Reaction ID| TCGAA62670 | TCGAA62671 | TCGAA62672 | -+============+================+================+================+ -| r1642 | 0.523167 | 0.371355 | 0.925661 | -+------------+----------------+----------------+----------------+ -| r1643 | 0.568765 | 0.765567 | 0.456789 | -+------------+----------------+----------------+----------------+ -| r1640 | 0.876545 | 0.768933 | 0.987654 | -+------------+----------------+----------------+----------------+ -| r1641 | 0.456788 | 0.876543 | 0.876542 | -+------------+----------------+----------------+----------------+ -| r1646 | 0.876543 | 0.786543 | 0.897654 | -+------------+----------------+----------------+----------------+ - -"RAS of all samples + sample group specification" option: - -RAS Dataset: - -+------------+----------------+----------------+----------------+ -| Reaction ID| TCGAA62670 | TCGAA62671 | TCGAA62672 | -+============+================+================+================+ -| r1642 | 0.523167 | 0.371355 | 0.925661 | -+------------+----------------+----------------+----------------+ -| r1643 | 0.568765 | 0.765567 | 0.456789 | -+------------+----------------+----------------+----------------+ -| r1640 | 0.876545 | 0.768933 | 0.987654 | -+------------+----------------+----------------+----------------+ -| r1641 | 0.456788 | 0.876543 | 0.876542 | -+------------+----------------+----------------+----------------+ -| r1646 | 0.876543 | 0.786543 | 0.897654 | -+------------+----------------+----------------+----------------+ - -Group-file - -+---------------+-----------+ -| Patient ID | Class | -+===============+===========+ -| TCGAAA3529 | MSI | -+---------------+-----------+ -| TCGAA62671 | MSS | -+---------------+-----------+ -| TCGAA62672 | MSI | -+---------------+-----------+ - -Advanced options ----------------- - -P-Value threshold: the threshold used for significance Kolmogorov-Smirnov (KS) test, to verify whether the distributions of RASs over the samples in two sets are significantly different - -Fold-Change threshold: threshold of the fold-change between the average RAS of two groups. Among the reactions that pass the KS test, only fold-change values larger than the indicated threshold will be visualized on the output metabolic map; - - -.. class:: infomark - -**TIP**: If your data is not TAB delimited, use `Convert delimiters to TAB`_. - -.. class:: infomark - -**TIP**: If your dataset is not split into classes, use `MaREA cluster analysis`_. - -.. class:: infomark - -**TIP**: This tool using the RAS scores computed by `Ras tool`_. - -@REFERENCE@ - -.. _Ras tool: http://bimib.disco.unimib.it:5555/?tool_id=toolshed.g2.bx.psu.edu%2Frepos%2Fbimib%2Fmarea%2FMaREA+RAS+Generator%2F1.0.6&version=1.0.6&__identifer=auulv6gbp76 -.. _Convert delimiters to TAB: http://bimib.disco.unimib.it:5555/?tool_id=Convert+characters1&version=1.0.0&__identifer=76g7trea4j6 -.. _MaREA cluster analysis: http://bimib.disco.unimib.it:5555/?tool_id=toolshed.g2.bx.psu.edu%2Frepos%2Fbimib%2Fmarea%2FMaREA_cluester%2F1.1.2&version=1.1.2&__identifer=lxbyzn2me9 - -]]> - </help> - <expand macro="citations" /> +<tool id="MaREA" name="Metabolic Reaction Enrichment Analysis" version="1.1.7"> + <macros> + <import>marea_macros.xml</import> + </macros> + + <requirements> + <requirement type="package" version="0.25.3">pandas</requirement> + <requirement type="package" version="1.6.3">scipy</requirement> + <requirement type="package" version="4.9.3">lxml</requirement> + <requirement type="package" version="1.1.0">svglib</requirement> + <requirement type="package" version="4.1.0">reportlab</requirement> + </requirements> + + <command detect_errors="exit_code"> + <![CDATA[ + python $__tool_directory__/marea.py + + --tool_dir $__tool_directory__ + --option $cond.type_selector + --using_RAS $cond.using_RAS.check + --using_RPS $cond.using_RPS.check + --out_log $log + + #if $cond.type_selector == 'datasets': + #if $cond.using_RAS.check == 'true': + --input_datas + #for $data in $using_RAS.input_Datasets: + ${data.input} + #end for + + --names + #for $data in $using_RAS.input_Datasets: + ${data.input_name} + #end for + #end if + + #if $cond.using_RPS.check == 'true': + --input_datas_rps + #for $data in $using_RPS.input_Datasets_RPS: + ${data.input_rps} + #end for + + --names_rps + #for $data in $using_RPS.input_Datasets_RPS: + ${data.input_name_rps} + #end for + #end if + + #elif $cond.type_selector == 'dataset_class': + #if $cond.using_RAS.check == 'true': + --input_data ${using_RAS.input_data} + --input_class ${using_RAS.input_class} + #end if + + #if $cond.using_RPS.check == 'true': + --input_data_rps ${using_RPS.input_data_rps} + --input_class_rps ${using_RPS.input_class_rps} + #end if + #end if + + --comparison ${comparis.comparison} + #if $comparis.comparison == 'onevsmany' + --control '${cond.comparis.controlgroup}' + #end if + + --choice_map '${cond_choice_map.choice_map}' + #if $cond_choice_map.choice_map == 'Custom': + --custom_map ${cond_choice_map.custom_map} + #end if + + #if $advanced.choice == 'true': + --pValue ${advanced.pValue} + --fChange ${advanced.fChange} + --generate_svg ${advanced.generateSvg} + --generate_pdf ${advanced.generatePdf} + --net ${advanced.netRPS} + #else + --pValue 0.05 + --fChange 1.2 + --generate_svg false + --generate_pdf true + --net false + #end if + ]]> + </command> + + <inputs> + <conditional name="cond"> + <param name="type_selector" argument="--option" type="select" label="Input format:"> + <option value="datasets" selected="true">RAS of group 1 + RAS of group 2 + ... + RAS of group N</option> + <option value="dataset_class">RAS of all samples + sample group specification</option> + </param> + + <when value="datasets"> + <conditional name = "using_RAS"> + <param name = "check" argument = "--using_RAS" type = "boolean" checked = "true" label = "Using RAS datasets." /> + + <when value = "true"> + <repeat name="input_Datasets" title="RAS dataset" min="2"> + <param name="input" argument="--input_datas" type="data" format="tabular, csv, tsv" label="add dataset" /> + <param name="input_name" argument="--names" type="text" label="Dataset's name:" value="Dataset" help="Default: Dataset" /> + </repeat> + </when> + </conditional> + + <conditional name = "using_RPS"> + <param name = "check" argument = "--using_RPS" type = "boolean" checked = "false" label = "Using RPS datasets." /> + + <when value = "true"> + <repeat name="input_Datasets_RPS" title="RPS dataset" min="2"> + <param name="input_rps" argument="--input_datas_rps" type="data" format="tabular, csv, tsv" label="add dataset" /> + <param name="input_name_rps" argument="--names_rps" type="text" label="Dataset's name:" value="Dataset" help="Default: Dataset" /> + </repeat> + </when> + </conditional> + </when> + + <when value="dataset_class"> + <conditional name = "using_RAS"> + <param name = "check" argument = "--using_RAS" type = "boolean" checked = "true" label = "Using RAS datasets." /> + + <when value = "true"> + <param name="input_data" argument="--input_data" type="data" format="tabular, csv, tsv" label="RAS of all samples" /> + <param name="input_class" argument="--input_class" type="data" format="tabular, csv, tsv" label="Sample group specification" /> + </when> + </conditional> + + <conditional name = "using_RPS"> + <param name = "check" argument = "--using_RPS" type = "boolean" checked = "false" label = "Using RPS datasets." /> + + <when value = "true"> + <param name="input_data_rps" argument="--input_data_rps" type="data" format="tabular, csv, tsv" label="RPS of all samples" /> + <param name="input_class_rps" argument="--input_class_rps" type="data" format="tabular, csv, tsv" label="Sample group specification" /> + </when> + </conditional> + </when> + </conditional> + + <conditional name="comparis"> + <param name="comparison" argument="--comparison" type="select" label="Groups comparison:"> + <option value="manyvsmany" selected="true">One vs One</option> + <option value="onevsrest">One vs All</option> + <option value="onevsmany">One vs Control</option> + </param> + <when value="onevsmany"> + <param name="controlgroup" argument="--controlgroup" type="text" label="Control group label:" value="0" help="Name of group label to be compared to others"/> + </when> + </conditional> + + <conditional name="cond_choice_map"> + <param name="choice_map" argument="--choice_map" type="select" label="Choose metabolic map:"> + <option value="HMRcore" selected="true">HMRcore</option> + <option value="ENGRO2">ENGRO2</option> + <option value="Custom">Custom</option> + </param> + + <when value="Custom"> + <param name="custom_map" argument="--custom_map" type="data" format="xml, svg" label="custom-map.svg"/> + </when> + </conditional> + + <conditional name="advanced"> + <param name="choice" type="boolean" checked="false" label="Use advanced options?" help="Use this options to choose custom parameters for evaluation: pValue, Fold-Change threshold, how to solve (A and NaN) and specify output maps."> + <option value="true" selected="true">No</option> + <option value="false">Yes</option> + </param> + + <when value="true"> + <param name="pValue" argument="--pValue" type="float" size="20" value="0.05" max="1" min="0" label="P-value threshold:" help="min value 0" /> + <param name="fChange" argument="--fChange" type="float" size="20" value="1.2" min="1" label="Fold-Change threshold:" help="min value 1" /> + <param name="generateSvg" argument="--generateSvg" type="boolean" checked="false" label="Generate SVG map" help="should the program generate an editable svg map of the processes?" /> + <param name="generatePdf" argument="--generatePdf" type="boolean" checked="true" label="Generate PDF map" help="should the program return a non editable (but displayble) pdf map of the processes?" /> + + <param name="netRPS" argument="--net" type="boolean" checked="false" label="Should RPS enrichment use net values?" help="If checked and RPS datasets are present the arrow tips of a reversible arrow will be colored with the net contribution of both directions' RPS values" /> + </when> + </conditional> + </inputs> + + <outputs> + <data format="txt" name="log" label="MaREA - Log" /> + <collection name="results" type="list" label="MaREA - Results"> + <discover_datasets pattern="__name_and_ext__" directory="result"/> + </collection> + </outputs> + + <help> + <![CDATA[ + +What it does +------------- + +This tool analyzes and visualizes differences in the Reaction Activity Scores (RASs) of groups of samples, as computed by the Expression2RAS tool, of groups of samples. + +Accepted files are: + - option 1) two or more RAS datasets, each referring to samples in a given group. The user can specify a label for each group (as e.g. "classA" and "classB"); + - option 2) one RAS dataset and one group-file specifying the group each sample belongs to. + +RAS datasets format: tab-separated text files, reporting the RAS value of each reaction (row) for a given sample (column). + +Column header: sample ID. +Row header: reaction ID. + +Optional files: + - custom svg map. Graphical elements must have the same IDs of reactions. See HmrCore svg map for an example. + +The tool generates: + - 1) a tab-separated file: reporting fold-change and p-values of reaction activity scores (RASs) between a pair of conditions/classes; + - 2) a metabolic map file (downloadable as .svg): visualizing up- and down-regulated reactions between a pair of conditions/classes; + - 3) a log file (.txt). + +Output options: +To calculate P-Values and Fold-Changes and to enrich maps, comparisons are performed for each possible pair of groups (default option ‘One vs One’). + +Alternative options are: + - comparison of each group vs. the rest of samples (option ‘One vs Rest’) + - comparison of each group vs. a control group (option ‘One vs Control). If this option is selected the user must indicate the control group label. + +Output files will be named as classA_vs_classB. Reactions will conventionally be reported as up-regulated (down-regulated) if they are significantly more (less) active in class having label "classA". + +Example input +------------- + +"RAS of group 1 + RAS of group 2 + ... + RAS of group N" option: + +RAS Dataset 1: + ++------------+----------------+----------------+----------------+ +| Reaction ID| TCGAA62670 | TCGAA62671 | TCGAA62672 | ++============+================+================+================+ +| r1642 | 0.523167 | 0.371355 | 0.925661 | ++------------+----------------+----------------+----------------+ +| r1643 | 0.568765 | 0.765567 | 0.456789 | ++------------+----------------+----------------+----------------+ +| r1640 | 0.876545 | 0.768933 | 0.987654 | ++------------+----------------+----------------+----------------+ +| r1641 | 0.456788 | 0.876543 | 0.876542 | ++------------+----------------+----------------+----------------+ +| r1646 | 0.876543 | 0.786543 | 0.897654 | ++------------+----------------+----------------+----------------+ + +RAS Dataset 2: + ++------------+----------------+----------------+----------------+ +| Reaction ID| TCGAA62670 | TCGAA62671 | TCGAA62672 | ++============+================+================+================+ +| r1642 | 0.523167 | 0.371355 | 0.925661 | ++------------+----------------+----------------+----------------+ +| r1643 | 0.568765 | 0.765567 | 0.456789 | ++------------+----------------+----------------+----------------+ +| r1640 | 0.876545 | 0.768933 | 0.987654 | ++------------+----------------+----------------+----------------+ +| r1641 | 0.456788 | 0.876543 | 0.876542 | ++------------+----------------+----------------+----------------+ +| r1646 | 0.876543 | 0.786543 | 0.897654 | ++------------+----------------+----------------+----------------+ + +"RAS of all samples + sample group specification" option: + +RAS Dataset: + ++------------+----------------+----------------+----------------+ +| Reaction ID| TCGAA62670 | TCGAA62671 | TCGAA62672 | ++============+================+================+================+ +| r1642 | 0.523167 | 0.371355 | 0.925661 | ++------------+----------------+----------------+----------------+ +| r1643 | 0.568765 | 0.765567 | 0.456789 | ++------------+----------------+----------------+----------------+ +| r1640 | 0.876545 | 0.768933 | 0.987654 | ++------------+----------------+----------------+----------------+ +| r1641 | 0.456788 | 0.876543 | 0.876542 | ++------------+----------------+----------------+----------------+ +| r1646 | 0.876543 | 0.786543 | 0.897654 | ++------------+----------------+----------------+----------------+ + +Group-file + ++---------------+-----------+ +| Patient ID | Class | ++===============+===========+ +| TCGAAA3529 | MSI | ++---------------+-----------+ +| TCGAA62671 | MSS | ++---------------+-----------+ +| TCGAA62672 | MSI | ++---------------+-----------+ + +Advanced options +---------------- + +P-Value threshold: the threshold used for significance Kolmogorov-Smirnov (KS) test, to verify whether the distributions of RASs over the samples in two sets are significantly different + +Fold-Change threshold: threshold of the fold-change between the average RAS of two groups. Among the reactions that pass the KS test, only fold-change values larger than the indicated threshold will be visualized on the output metabolic map; + + +.. class:: infomark + +**TIP**: If your data is not TAB delimited, use `Convert delimiters to TAB`_. + +.. class:: infomark + +**TIP**: If your dataset is not split into classes, use `MaREA cluster analysis`_. + +.. class:: infomark + +**TIP**: This tool using the RAS scores computed by `Ras tool`_. + +@REFERENCE@ + +.. _Ras tool: http://bimib.disco.unimib.it:5555/?tool_id=toolshed.g2.bx.psu.edu%2Frepos%2Fbimib%2Fmarea%2FMaREA+RAS+Generator%2F1.0.6&version=1.0.6&__identifer=auulv6gbp76 +.. _Convert delimiters to TAB: http://bimib.disco.unimib.it:5555/?tool_id=Convert+characters1&version=1.0.0&__identifer=76g7trea4j6 +.. _MaREA cluster analysis: http://bimib.disco.unimib.it:5555/?tool_id=toolshed.g2.bx.psu.edu%2Frepos%2Fbimib%2Fmarea%2FMaREA_cluester%2F1.1.2&version=1.1.2&__identifer=lxbyzn2me9 + +]]> + </help> + <expand macro="citations" /> </tool> \ No newline at end of file