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Commit e78c5af1 authored by Holly Ruess's avatar Holly Ruess
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add Pearson Correlation, make plots pdf

parent 21f00e65
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......@@ -198,7 +198,7 @@ process experimentQC {
output:
file '*.{png,npz}' into deepToolsStats
file '*.{pdf,npz}' into deepToolsStats
script:
......
......@@ -76,10 +76,10 @@ def generate_read_summary(design, extension):
return mbs_filename
def check_correlation(mbs):
def check_spearman_correlation(mbs):
'''Check Spearman pairwise correlation of samples based on read counts.'''
spearman_filename = 'heatmap_SpearmanCorr.png'
spearman_filename = 'heatmap_SpearmanCorr.pdf'
spearman_params = "--corMethod spearman --skipZero" + \
" --plotTitle \"Spearman Correlation of Read Counts\"" + \
" --whatToPlot heatmap --colorMap RdYlBu --plotNumbers"
......@@ -95,6 +95,25 @@ def check_correlation(mbs):
out, err = spearman_correlation.communicate()
def check_pearson_correlation(mbs):
'''Check Pearson pairwise correlation of samples based on read counts.'''
pearson_filename = 'heatmap_PearsonCorr.pdf'
pearson_params = "--corMethod pearson --skipZero" + \
" --plotTitle \"Pearson Correlation of Read Counts\"" + \
" --whatToPlot heatmap --colorMap RdYlBu --plotNumbers"
pearson_command = (
"plotCorrelation -in %s %s -o %s"
% (mbs, pearson_params, pearson_filename)
)
logger.info("Running deeptools with %s", pearson_command)
pearson_correlation = subprocess.Popen(pearson_command, shell=True)
out, err = pearson_correlation.communicate()
def check_coverage(design, extension):
'''Asses the sequencing depth of samples.'''
......@@ -166,7 +185,9 @@ def main():
# Run correlation
mbs_filename = generate_read_summary(design_df, extension)
check_correlation(mbs_filename)
check_spearman_correlation(mbs_filename)
check_pearson_correlation(mbs_filename)
# Run coverage
check_coverage(design_df, extension)
......
......@@ -33,7 +33,8 @@ def test_check_update_controls(design_bam):
@pytest.mark.singleend
def test_experiment_qc_singleend():
assert os.path.exists(os.path.join(test_output_path, 'sample_mbs.npz'))
assert os.path.exists(os.path.join(test_output_path, 'heatmap_SpearmanCorr.png'))
assert os.path.exists(os.path.join(test_output_path, 'heatmap_SpearmanCorr.pdf'))
assert os.path.exists(os.path.join(test_output_path, 'heatmap_PearsonCorr.pdf'))
assert os.path.exists(os.path.join(test_output_path, 'coverage.png'))
assert os.path.exists(os.path.join(test_output_path, 'ENCLB144FDT_fingerprint.png'))
assert os.path.exists(os.path.join(test_output_path, 'ENCLB831RUI_fingerprint.png'))
......@@ -41,7 +42,8 @@ def test_experiment_qc_singleend():
@pytest.mark.pairdend
def test_experiment_qc_pairedend():
assert os.path.exists(os.path.join(test_output_path, 'sample_mbs.npz'))
assert os.path.exists(os.path.join(test_output_path, 'heatmap_SpearmanCorr.png'))
assert os.path.exists(os.path.join(test_output_path, 'heatmap_SpearmanCorr.pdf'))
assert os.path.exists(os.path.join(test_output_path, 'heatmap_PearsonCorr.pdf'))
assert os.path.exists(os.path.join(test_output_path, 'coverage.png'))
assert os.path.exists(os.path.join(test_output_path, 'ENCLB568IYX_fingerprint.png'))
assert os.path.exists(os.path.join(test_output_path, 'ENCLB637LZP_fingerprint.png'))
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