Mercurial > repos > ebi-gxa > pyscenic_binarize
changeset 0:31a8c822882f draft default tip
planemo upload for repository https://github.com/ebi-gene-expression-group/container-galaxy-sc-tertiary/ commit 6f7bc53bd9da7ee2a480b5aa2d1825209738c4c4
author | ebi-gxa |
---|---|
date | Sun, 15 Sep 2024 10:13:34 +0000 |
parents | |
children | |
files | get_test_data.sh macros.xml pyscenic_binarize_aucell.py pyscenic_binarize_aucell.xml test-data/aucell_test_smaller.tsv |
diffstat | 5 files changed, 5175 insertions(+), 0 deletions(-) [+] |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/get_test_data.sh Sun Sep 15 10:13:34 2024 +0000 @@ -0,0 +1,28 @@ +#!/usr/bin/env bash +TF_DATA_LINK='https://raw.githubusercontent.com/aertslab/scenic-nf/master/example/allTFs_hg38.txt' +MOTIF2TF_LINK='https://raw.githubusercontent.com/aertslab/scenic-nf/master/example/motifs.tbl' +RANKING_LINK='https://zenodo.org/records/13328724/files/genome-ranking_v2.feather' +LOOM_INPUT_LINK='https://raw.githubusercontent.com/aertslab/scenic-nf/master/example/expr_mat.loom' + +REGULONS_LINK='https://zenodo.org/records/13328724/files/regulons.tsv' +TF2TARGETS_LINK='https://zenodo.org/records/13328724/files/tf2targets.tsv' + +function get_data { + local link=$1 + local fname=$2 + + if [ ! -f $fname ]; then + echo "$fname not available locally, downloading.." + wget -O $fname --retry-connrefused --waitretry=1 --read-timeout=20 --timeout=15 -t 3 $link + fi +} + +# get matrix data +mkdir -p test-data +pushd test-data +get_data $TF_DATA_LINK "allTFs_hg38.txt" +get_data $MOTIF2TF_LINK "motifs.tbl" +get_data $RANKING_LINK "genome-ranking_v2.feather" +get_data $LOOM_INPUT_LINK "expr_mat.loom" +get_data $REGULONS_LINK regulons.tsv +get_data $TF2TARGETS_LINK tf2targets.tsv \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/macros.xml Sun Sep 15 10:13:34 2024 +0000 @@ -0,0 +1,15 @@ +<macros> + <token name="@TOOL_VERSION@">0.12.1</token> + <xml name="requirements"> + <requirements> + <container type="docker"> + aertslab/pyscenic:@TOOL_VERSION@ + </container> + </requirements> + </xml> + <xml name="citations"> + <citations> + <citation type="doi">10.1038/nmeth.4463</citation> + </citations> + </xml> +</macros>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/pyscenic_binarize_aucell.py Sun Sep 15 10:13:34 2024 +0000 @@ -0,0 +1,50 @@ +import argparse + +import pandas as pd +from pyscenic.binarization import binarize + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description="Binarize AUC matrix") + parser.add_argument("input_file", help="Input TSV or CSV file") + parser.add_argument( + "--threshold-overrides", + type=str, + help="Threshold overrides in JSON format", + ) + parser.add_argument("--seed", type=int, default=None, help="Random seed") + parser.add_argument( + "--num-workers", type=int, default=1, help="Number of workers" + ) + parser.add_argument( + "--output-prefix", type=str, default="output", help="Output prefix" + ) + + args = parser.parse_args() + + # Read input file + if args.input_file.endswith(".tsv"): + auc_mtx = pd.read_csv(args.input_file, sep="\t", index_col=0) + elif args.input_file.endswith(".csv"): + auc_mtx = pd.read_csv(args.input_file, index_col=0) + else: + raise ValueError("Input file must be a TSV or CSV file") + + auc_mtx.apply(pd.to_numeric) + # Parse threshold overrides + threshold_overrides = None + if args.threshold_overrides: + import json + + threshold_overrides = json.loads(args.threshold_overrides) + + # Call binarize function + binarized_mtx, thresholds = binarize( + auc_mtx, threshold_overrides, args.seed, args.num_workers + ) + + # set column name for thresholds + thresholds.rename("threshold", inplace=True) + + # Save output files + binarized_mtx.to_csv(f"{args.output_prefix}/binarized_mtx.tsv", sep="\t") + thresholds.to_csv(f"{args.output_prefix}/thresholds.tsv", sep="\t")
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/pyscenic_binarize_aucell.xml Sun Sep 15 10:13:34 2024 +0000 @@ -0,0 +1,81 @@ +<tool id="pyscenic_binarize" name="PySCENIC Binarize AUCell" profile="21.09" version="@TOOL_VERSION@+galaxy0"> + <description>defines AUCell thresholds and tags cells as passing it or not</description> + <macros> + <import>macros.xml</import> + </macros> + <expand macro="requirements"/> + <command detect_errors="exit_code"> + <![CDATA[ + ln -s $input_file aucell.tsv && + python '$__tool_directory__/pyscenic_binarize_aucell.py' + #if $threshold_overrides + --threshold-overrides '$threshold_overrides' + #end if + #if $seed + --seed '$seed' + #end if + --num-workers \${GALAXY_SLOTS:-1} + --output-prefix ./ + aucell.tsv + ]]> + </command> + <inputs> + <param name="input_file" type="data" format="tabular,txt" label="Input AUC matrix"/> + <param name="threshold_overrides" type="text" optional="true" label="Threshold overrides in JSON format" help="Override default threshold values for binarization"/> + <param name="seed" type="integer" optional="true" label="Random seed"/> + </inputs> + <outputs> + <data name="binarized_mtx" format="tsv" label="${tool.name} on ${on_string}: Binarized AUC matrix" from_work_dir="binarized_mtx.tsv"/> + <data name="thresholds" format="tsv" label="${tool.name} on ${on_string}: Binarization thresholds" from_work_dir="thresholds.tsv"/> + </outputs> + <tests> + <test> + <param name="input_file" value="aucell_test_smaller.tsv"/> + <param name="seed" value="10"/> + <output name="binarized_mtx"> + <assert_contents> + <has_text_matching expression="D124DE\t0\t1"/> + <has_n_lines n="5001"/> + </assert_contents> + </output> + <output name="thresholds"> + <assert_contents> + <has_text text="AUCell_1"/> + <has_n_lines n="3"/> + </assert_contents> + </output> + </test> + </tests> + <help> + <![CDATA[ + **What it does** + + This tool binarizes an AUC matrix using the `binarize` function from the `pySCENIC` package. + It produces a classification of the cell per given AUCell into passing or not passing an + automatically defined threshold, through binarization (when possible) of the AUCell distribution. + See the SCENIC paper or the PySCENIC notebooks for more details. + + **Input** + + - Input AUC matrix (TSV): The AUC matrix to be binarized (first column expected to be cell identifiers). + - Threshold overrides in JSON format (optional): Override default threshold values for binarization. + - Random seed (optional): Seed for random number generation. + + **Output** + + - Binarized AUC matrix: The binarized AUC matrix. + - Binarization thresholds: The threshold values used for binarization. + + **Example** + + Input AUC matrix (tsv file, as generated by the PySCENIC AUCell or Decoupler AUCell tools): + ``` + AUCellA AUCellB AUCellC + cell1 0.024 0.045 0.001 + cell2 0.136 0.024 0.045 + cellN 0.001 0.347 0.136 + ``` + ]]> + </help> + <expand macro="citations"/> +</tool>
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