annotate cosg.xml @ 1:fe5996e87b41 draft default tip

planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit d1eee788f207ac0077cb5fea82a3f32cc4980e40
author iuc
date Tue, 05 Nov 2024 13:32:17 +0000
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cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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1 <tool id="cosg" name="COSG" version="@TOOL_VERSION@+galaxy@VERSION_SUFFIX@" profile="@profile@">
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2 <description>Cell marker gene identification</description>
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3 <macros>
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4 <import>macros.xml</import>
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5 </macros>
1
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6 <xrefs>
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7 <xref type="bio.tools">cosg</xref>
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8 </xrefs>
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9 <expand macro="requirements">
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10 </expand>
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11 <expand macro="version_command"/>
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12 <command detect_errors="exit_code"><![CDATA[
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13 @CMD@
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14 ]]></command>
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15 <configfiles>
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16 <configfile name="script_file"><![CDATA[
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17 @CMD_imports@
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18 @CMD_read_inputs@
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19
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20 #if $method_options.groups != 'all'
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21 #set $method_options.groups=[$groups]
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22 #end if
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23
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24 cosg.cosg(adata,
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25 groupby='$method_options.groupby',
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26 groups='$method_options.groups',
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27 n_genes_user=$method_options.n_genes_user,
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28 mu=$advanced_options.mu,
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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29 remove_lowly_expressed=$advanced_options.filter_expression.remove_lowly_expressed,
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30 #if $advanced_options.filter_expression.remove_lowly_expressed == "True"
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31 expressed_pct=$advanced_options.filter_expression.expressed_pct,
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32 #end ifs
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33 key_added='$advanced_options.key_added',
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34 use_raw=$advanced_options.layer_selection.use_raw,
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35 #if $advanced_options.layer_selection.use_raw == "False"
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36 #if $advanced_options.layer_selection.layer
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37 layer='$advanced_options.layer_selection.layer',
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38 #end if
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39 #end if
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40 reference='$advanced_options.reference'
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41 )
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42
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43 df=pd.DataFrame(adata.uns['cosg']['names']).T
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44 df.to_csv('marker.tsv', sep='\t', index=True)
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45
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46 @CMD_anndata_write_outputs@
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47 ]]></configfile>
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48 </configfiles>
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49 <inputs>
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50 <expand macro="inputs_anndata"/>
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51 <section name="method_options" title="Method Options" expanded="true">
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52 <param argument="groupby" type="text" value="" optional="false" label="The key of the cell groups in .obs"/>
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53 <param argument="groups" type="text" value="all" optional="false" label="Subset of cell groups" help="e.g. 'g1','g2','g3'."/>
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54 <param argument="n_genes_user" type="integer" value="50" min="1" label="The number of genes that appear in the returned tables"/>
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55 </section>
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56 <section name="advanced_options" title="Advanced Options">
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57 <param argument="mu" type="float" value="1.0" min="0.0" max="1.0" label="The penalty restricting marker genes expressing in non-target cell groups" help="Larger value represents more strict restrictions. mu should be >= 0, and by default, mu = 1."/>
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58 <conditional name="filter_expression">
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59 <param name="remove_lowly_expressed" type="select" label="Remove lowly expressed genes" help="If yes, genes that express a percentage of target cells smaller than a specific value (`expressed_pct`) are not considered as marker genes for the target cells.">
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60 <option value="False">No</option>
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61 <option value="True">Yes</option>
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62 </param>
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63 <when value="False"/>
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64 <when value="True">
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65 <param argument="expressed_pct" type="float" value="0.1" min="0.01" max="1.0" label="Percentage of target cells" help="Genes that express a percentage of target cells smaller than a specific value (`expressed_pct`) are not considered as marker genes for the target cells."/>
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66 </when>
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67 </conditional>
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68 <param argument="key_added" type="text" value="cosg" optional="false" label="The key in adata.uns information is saved to.">
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69 <validator type="empty_field"/>
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70 </param>
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71 <conditional name="layer_selection">
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72 <param name="use_raw" type="select" label="Use raw attribute of adata if present to perform tests on." help="If use_raw is set to True then adata.raw.X if it exists.">
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73 <option value="False">No</option>
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74 <option value="True">Yes</option>
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75 </param>
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76 <when value="False">
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77 <param argument="layer" type="text" value="" label="Key from adata.layers whose value will be used to perform tests on." help="If empty then adata.X will be used. If use_raw is set to True then adata.raw.X. If layers specified then use adata.layers[layer]."/>
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78 </when>
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79 <when value="True"/>
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80 </conditional>
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81 <param argument="reference" type="text" value="rest" optional="false" label="If a group identifier, compare with respect to this group." help=" If you use the keyword 'rest', compare each group to the union of the rest of the group.">
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82 <validator type="empty_field"/>
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83 </param>
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84 </section>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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85 <expand macro="inputs_common_advanced"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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86 </inputs>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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87 <outputs>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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88 <expand macro="anndata_outputs"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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89 <data name="marker_out" format="tabular" from_work_dir="marker.tsv" label="${tool.name} on ${on_string}: Markers"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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90 </outputs>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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91 <tests>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
iuc
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92 <test expect_num_outputs="3">
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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93 <!-- test 1 -->
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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94 <param name="adata" value="tl.rank_genes_groups.newton-cg.pbmc68k_highly_reduced.h5ad" />
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
iuc
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95 <param name="groupby" value="bulk_labels"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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96 <section name="advanced_common">
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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97 <param name="show_log" value="true" />
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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98 </section>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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99 <output name="hidden_output">
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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100 <assert_contents>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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101 <has_text_matching expression="cosg.cosg"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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102 <has_text_matching expression="groupby='bulk_labels'"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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103 <has_text_matching expression="groups='all'"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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104 <has_text_matching expression="n_genes_user=50"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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105 <has_text_matching expression="mu=1.0"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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106 <has_text_matching expression="remove_lowly_expressed=False"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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107 <has_text_matching expression="key_added='cosg'"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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108 <has_text_matching expression="use_raw=False"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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109 <has_text_matching expression="reference='rest'"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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110 </assert_contents>
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111 </output>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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112 <output name="anndata_out" file="cosg.rank_genes_groups.newton-cg.pbmc68k_highly_reduced_1.h5ad" ftype="h5ad">
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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113 <assert_contents>
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114 <has_h5_keys keys="obs, var, uns" />
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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115 </assert_contents>
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116 </output>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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117 <output name="marker_out" file="marker_1.tsv" ftype="tabular" compare="sim_size">
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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118 <assert_contents>
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119 <has_n_columns n="51" />
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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120 </assert_contents>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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121 </output>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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122 </test>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
iuc
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123 <test expect_num_outputs="3">
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
iuc
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124 <!-- test 2 -->
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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125 <param name="adata" value="tl.rank_genes_groups.newton-cg.pbmc68k_highly_reduced.h5ad" />
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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126 <param name="groupby" value="louvain"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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127 <param name="remove_lowly_expressed" value="True" />
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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128 <section name="advanced_common">
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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129 <param name="show_log" value="true" />
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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130 </section>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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131 <output name="hidden_output">
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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132 <assert_contents>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
iuc
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133 <has_text_matching expression="cosg.cosg"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
iuc
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134 <has_text_matching expression="groupby='louvain'"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
iuc
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135 <has_text_matching expression="groups='all'"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
iuc
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diff changeset
136 <has_text_matching expression="n_genes_user=50"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
iuc
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diff changeset
137 <has_text_matching expression="mu=1.0"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
iuc
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138 <has_text_matching expression="remove_lowly_expressed=True"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
iuc
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139 <has_text_matching expression="expressed_pct=0.1"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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140 <has_text_matching expression="key_added='cosg'"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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141 <has_text_matching expression="use_raw=False"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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142 <has_text_matching expression="reference='rest'"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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143 </assert_contents>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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144 </output>
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145 <output name="anndata_out" file="cosg.rank_genes_groups.newton-cg.pbmc68k_highly_reduced_2.h5ad" ftype="h5ad">
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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146 <assert_contents>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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147 <has_h5_keys keys="obs, var, uns" />
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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148 </assert_contents>
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149 </output>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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150 <output name="marker_out" file="marker_2.tsv" ftype="tabular">
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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151 <assert_contents>
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152 <has_n_columns n="51" />
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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153 </assert_contents>
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154 </output>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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155 </test>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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156 <test expect_num_outputs="3">
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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157 <!-- test 3 -->
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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diff changeset
158 <param name="adata" value="tl.rank_genes_groups.newton-cg.pbmc68k_highly_reduced.h5ad" />
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
iuc
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159 <param name="groupby" value="bulk_labels"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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160 <param name="use_raw" value="True"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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diff changeset
161 <section name="advanced_common">
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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162 <param name="show_log" value="true" />
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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163 </section>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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164 <output name="hidden_output">
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
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165 <assert_contents>
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iuc
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166 <has_text_matching expression="cosg.cosg"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
iuc
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167 <has_text_matching expression="groupby='bulk_labels'"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
iuc
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168 <has_text_matching expression="groups='all'"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
iuc
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169 <has_text_matching expression="n_genes_user=50"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
iuc
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170 <has_text_matching expression="mu=1.0"/>
cf880680fd0b planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/cosg/ commit 2e477dea2f014c265e6a2c6d25432d0e2bace733
iuc
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171 <has_text_matching expression="remove_lowly_expressed=False"/>
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172 <has_text_matching expression="key_added='cosg'"/>
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173 <has_text_matching expression="use_raw=True"/>
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174 <has_text_matching expression="reference='rest'"/>
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175 </assert_contents>
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176 </output>
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177 <output name="anndata_out" file="cosg.rank_genes_groups.newton-cg.pbmc68k_highly_reduced_3.h5ad" ftype="h5ad">
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178 <assert_contents>
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179 <has_h5_keys keys="obs, var, uns" />
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180 </assert_contents>
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181 </output>
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182 <output name="marker_out" file="marker_3.tsv" ftype="tabular">
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183 <assert_contents>
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184 <has_n_columns n="51" />
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185 </assert_contents>
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186 </output>
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187 </test>
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188 </tests>
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189 <help><![CDATA[
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190 Marker gene identification for single-cell sequencing data using COSG.
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191 ============================================================================================================
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192
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193 Accurate and fast cell marker gene identification with COSG
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194
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195 COSG is a cosine similarity-based method for more accurate and scalable marker gene identification.
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196
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197 - COSG is a general method for cell marker gene identification across different data modalities, e.g., scRNA-seq, scATAC-seq and spatially resolved transcriptome data.
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198 - Marker genes or genomic regions identified by COSG are more indicative and with greater cell-type specificity.
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199 - COSG is ultrafast for large-scale datasets, and is capable of identifying marker genes for one million cells in less than two minutes.
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200
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201 Here is the R version for COSG, and the Python version is hosted in https://github.com/genecell/COSG.
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202
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203 ]]></help>
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204 <expand macro="citations"/>
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205 </tool>