Control structures, Loops, and Conditional Statements
Tested Stacks:
GATK 4.6.1
Samtools 1.21
Nextflow 24.10
Seurat v5.1
Python 3.12
Prerequisites: Basic Linux CLI & Sequencing Formats
📚 Chapter 4 of 13
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Control Structures: Loops and Conditional Statements in Python
Control structures allow programmers to dictate the flow of execution in biological data processing scripts. When working with thousands of sequences or genomic variants, mastering conditionals and loops is indispensable.
1. Conditional Statements (if, elif, else)
Evaluating biological filters such as sequencing quality thresholds, GC thresholds, and length boundaries:
# Quality Score filtering
read_phred_score = 34
if read_phred_score >= 30:
quality_status = "Q30+ (High Confidence, Error Rate <= 0.1%)"
elif read_phred_score >= 20:
quality_status = "Q20+ (Moderate, Error Rate <= 1%)"
else:
quality_status = "Low Quality (Needs Trimming or Filtering)"
print(f"Read Status: {quality_status}")2. Iterating with For Loops
Iterate over codon triplets or genomic coordinates with ease:
dna_sequence = "ATGCGATCGATCGTAGCTAGCTA"
# Extracting all 3-base codons
codons = [dna_sequence[i:i+3] for i in range(0, len(dna_sequence)-2, 3)]
print("Codon Stream:", codons)
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Common Pitfalls & Troubleshooting Checklist
- Java Heap Exhaustion (GATK / Picard): If processes terminate with
java.lang.OutOfMemoryError, set your environment variable explicitly:export _JAVA_OPTIONS="-Xmx16g -Djava.io.tmpdir=/tmp". - Index Timestamp Mismatch: If tools complain that a BAM index is missing or out of date, regenerate with
samtools index -@ 4 sample.bam. - Conda Channel Conflicts: Avoid ABI incompatibilities between bioconda and conda-forge by setting strict priority:
conda config --set channel_priority strict. - Chromosome Naming Contamination: Always verify whether reference FASTA headers use
chr1or1; divergent naming causes silent alignment drops.
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