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scanpy qc plots #312
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scanpy qc plots #312
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72d0df7
First working versions of scanpy qc metrics script
pcm32 54bf7c2
initial commit for the scan qc wrapper
ajroura22 b4b2b8c
testing the xml
ajroura22 c808a19
improved tests
ajroura22 7796e54
Defining data outputs
ajroura22 873197a
Improvements to qc script
pcm32 abddadd
Formatting improvements
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<?xml version="1.0"?> | ||
<tool id="scRNAseq_qc_tool" name="scRNAseq Quality Control Tool" version="1.0.0" hidden="false"> | ||
<description>Generate quality control metrics for single-cell RNA-seq data.</description> | ||
<macros> | ||
<import>scanpy_macros2.xml</import> | ||
</macros> | ||
<expand macro="requirements"/> | ||
<command detect_errors="exit_code"> | ||
<![CDATA[ | ||
#!/bin/bash | ||
python $__tool_directory__/scripts/sc_qc_metrics.py "$adata_file" "$sample_field" | ||
--output_format "$output_format" | ||
--plot_size "$plot_size" | ||
#if $percent_mito_field: | ||
--percent_mito_field '$percent_mito_field' | ||
#end if | ||
#if $percent_ribo_field: | ||
--percent_ribo_field '$percent_ribo_field' | ||
#end if | ||
#if $ribo_field: | ||
--ribo_field '$ribo_field' | ||
#end if | ||
#if $mito_field: | ||
--mito_field '$mito_field' | ||
#end if | ||
#if $doublet_score_field: | ||
--doublet_score_field '$doublet_score_field' | ||
#end if | ||
]]> | ||
</command> | ||
<inputs> | ||
<param type="data" format="h5ad,h5" name="adata_file" label="AnnData object file" /> | ||
<param type="text" name="sample_field" label="Sample Field" /> | ||
<param type="select" name="output_format" label="Output Format"> | ||
<option value="pdf">PDF</option> | ||
<option value="png">PNG</option> | ||
</param> | ||
<param type="text" name="plot_size" label="Plot Size (Width Height)" value="10,10"/> | ||
<param type="text" name="percent_mito_field" label="Mitochondrial Gene Field" /> | ||
<param type="text" name="percent_ribo_field" label="Ribosomal Gene Field" /> | ||
<param type="text" name="ribo_field" label="Ribo Field" /> | ||
<param type="text" name="mito_field" label="Mito Field" /> | ||
<param type="text" name="doublet_score_field" label="Doublet Score Field" /> | ||
</inputs> | ||
<outputs> | ||
<data name="general_qc_plots" format="pdf" label="General QC Plots" from_work_dir="general_qc_plots.pdf" /> | ||
<data name="scatter_umi_vs_genes_detected_colored_by_mito" format="pdf" label="Scatter UMI vs Genes Detected (Colored by Mito)" from_work_dir="scatter_umi_vs_genes_detected_colored_by_mito.pdf" /> | ||
<data name="scatter_umi_vs_genes_detected" format="pdf" label="Scatter UMI vs Genes Detected" from_work_dir="scatter_umi_vs_genes_detected.pdf" /> | ||
<data name="doublet_ratio_plot" format="pdf" label="Doublet Ratio Plot" from_work_dir="doublet_ratio_plot.pdf" /> | ||
<data name="highest_expr_genes" format="pdf" label="Highest Expression Genes Plot" from_work_dir="highest_expr_genes.pdf" /> | ||
<data name="n_counts_per_cell" format="pdf" label="Counts per Cell Plot" from_work_dir="n_counts_per_cell.pdf" /> | ||
<data name="n_counts_per_cell_by_sample" format="pdf" label="Counts per Cell by Sample Plot" from_work_dir="n_counts_per_cell_by_sample.pdf" /> | ||
<data name="n_genes_per_cell" format="pdf" label="Genes per Cell Plot" from_work_dir="n_genes_per_cell.pdf" /> | ||
<data name="percent_mito_per_cell" format="pdf" label="Percent Mitochondrial per Cell Plot" from_work_dir="percent_mito_per_cell.pdf" /> | ||
<collection name="highest_expr_genes_per_sample" type="data" label="highest_expr_genes_${sample}.pdf"> | ||
<discover_datasets pattern="(?P<name>.+)\.tsv$" format="pdf" directory="output_dir" visible="false"/> | ||
</collection> | ||
</data> | ||
</outputs> | ||
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|
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<tests> | ||
<!-- Test Case 1: Basic Test --> | ||
<test> | ||
<param name="adata_file" value="anndata_ops_raw.h5" /> | ||
<param name="sample_field" value="louvain" /> | ||
<param name="output_format" value="pdf" /> | ||
<output name="general_qc_plots" > | ||
<assert_contents> | ||
<has_size value="100000" delta="1000"/> | ||
</assert_contents> | ||
</output> | ||
</test> | ||
<!-- Add more test cases as needed --> | ||
</tests> | ||
<!-- ... (help section as provided in the previous response) ... --> | ||
|
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<help> | ||
<![CDATA[ | ||
This tool generates quality control metrics for single-cell RNA-seq data using the provided Python script. | ||
Input parameters: | ||
- AnnData object file: Path to the AnnData object file. | ||
- Sample Field: Field in the obs for the sample identifier. | ||
- Output Format: Output format of the plots (PDF or PNG). | ||
- Plot Size: Size of the plots (optional, provide as "width height"). | ||
- Mitochondrial Gene Field: Field in the obs for the percentage of mitochondrial genes. | ||
- Ribosomal Gene Field: Field in the obs for the percentage of ribosomal genes. | ||
- Ribo Field: Field in the var for marking ribosomal genes. | ||
- Mito Field: Field in the var for marking mitochondrial genes. | ||
- Doublet Score Field: Field in the obs for the doublet score. | ||
Output: | ||
- General QC Plots: PDF file containing general quality control plots. | ||
]]> | ||
</help> | ||
<expand macro="citations"/> | ||
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</tool> | ||
|
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Please add a
help
field on each, explaining what they are. For example, for Mitochondrial Gene Field: