Quality Control Examples¶
Generate comprehensive QC reports with statistics and visualizations.
Comprehensive QC Report¶
Generate a complete QC report with statistics and visualizations.
#!/bin/bash
OUTPUT_DIR="output"
QC_DIR="qc_report"
mkdir -p $QC_DIR
# Generate statistics
echo "=== PSM Statistics ===" > $QC_DIR/report.txt
qpxc stats analyze psm \
--parquet-path $OUTPUT_DIR/psm.parquet \
>> $QC_DIR/report.txt
echo "" >> $QC_DIR/report.txt
echo "=== Project Statistics ===" >> $QC_DIR/report.txt
qpxc stats analyze project-ae \
--absolute-path $OUTPUT_DIR/ae.parquet \
--parquet-path $OUTPUT_DIR/psm.parquet \
>> $QC_DIR/report.txt
# Generate QC plots
qpxc visualize plot box-intensity \
--feature-path $OUTPUT_DIR/feature.parquet \
--save-path $QC_DIR/intensity_boxplot.svg
qpxc visualize plot kde-intensity \
--feature-path $OUTPUT_DIR/feature.parquet \
--save-path $QC_DIR/intensity_kde.svg
qpxc visualize plot peptide-distribution \
--feature-path $OUTPUT_DIR/feature.parquet \
--save-path $QC_DIR/peptide_distribution.svg
qpxc visualize plot ibaq-distribution \
--ibaq-path $OUTPUT_DIR/ae.parquet \
--save-path $QC_DIR/ibaq_distribution.svg
# Create HTML report
cat > $QC_DIR/index.html << 'EOF'
<!DOCTYPE html>
<html>
<head>
<title>qpx QC Report</title>
<style>
body { font-family: Arial, sans-serif; margin: 20px; }
h1 { color: #2c3e50; }
h2 { color: #34495e; margin-top: 30px; }
pre { background: #f4f4f4; padding: 15px; border-radius: 5px; }
img { max-width: 100%; height: auto; margin: 20px 0; }
.grid { display: grid; grid-template-columns: repeat(2, 1fr); gap: 20px; }
</style>
</head>
<body>
<h1>qpx Quality Control Report</h1>
<h2>Statistics</h2>
<pre>
$(cat report.txt)
</pre>
<h2>Visualizations</h2>
<div class="grid">
<div>
<h3>Intensity Box Plot</h3>
<img src="intensity_boxplot.svg" alt="Intensity Box Plot">
</div>
<div>
<h3>Intensity KDE</h3>
<img src="intensity_kde.svg" alt="Intensity KDE">
</div>
<div>
<h3>Peptide Distribution</h3>
<img src="peptide_distribution.svg" alt="Peptide Distribution">
</div>
<div>
<h3>iBAQ Distribution</h3>
<img src="ibaq_distribution.svg" alt="iBAQ Distribution">
</div>
</div>
</body>
</html>
EOF
echo "QC report generated: $QC_DIR/index.html"
Related Documentation¶
- CLI Reference - Complete command documentation
- Format Specification - Data format details
- GitHub Repository - Source code and more examples
Need more examples? Check the tests/examples/ directory in the repository for real data files you can use for testing.