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Get Started Free →Bisulfite sequencing read alignment using Bismark with bowtie2/hisat2. Handles genome preparation and produces BAM files with methylation information. Use when aligning WGBS, RRBS, or other bisulfite-converted sequencing reads to a reference genome.
.claude/skills/bio-methylation-bismark-alignment/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-14 | ✗→✓ | ▲ Improved | — | — |
| case-02 | ✗→✓ | ▲ Improved | — | — |
| case-12 | ✗→✓ | ▲ Improved | — | — |
| case-11 | ✗→✓ | ▲ Improved | — | — |
| case-08 | ✗→✓ | ▲ Improved | — | — |
Reference examples tested with: Bowtie2 2.5.3+, HISAT2 2.2.1+, Trim Galore 0.6.10+, samtools 1.19+
Before using code patterns, verify installed versions match. If versions differ:
<tool> --version then <tool> --help to confirm flagsIf code throws ImportError, AttributeError, or TypeError, introspect the installed package and adapt the example to match the actual API rather than retrying.
"Align my bisulfite sequencing reads" → Map WGBS/RRBS reads to an in-silico bisulfite-converted reference genome, producing BAM files with methylation context tags.
bismark_genome_preparation genome/ then bismark --genome genome/ reads.fq.gzbash# One-time genome preparation (creates bisulfite-converted index) bismark_genome_preparation --bowtie2 /path/to/genome_folder/ # Genome folder should contain FASTA files (e.g., hg38.fa, chr1.fa, etc.) # Creates Bisulfite_Genome/ subdirectory with CT and GA converted indices
bashbismark --genome /path/to/genome_folder/ reads.fastq.gz -o output_dir/
bashbismark --genome /path/to/genome_folder/ \ -1 reads_R1.fastq.gz \ -2 reads_R2.fastq.gz \ -o output_dir/
bashbismark --genome /path/to/genome_folder/ \ --bowtie2 \ # Use bowtie2 (default) --parallel 4 \ # Number of parallel instances --temp_dir /tmp/ \ # Temporary directory --non_directional \ # For non-directional libraries --nucleotide_coverage \ # Generate nucleotide coverage report -o output_dir/ \ reads.fastq.gz
bash# Reduced Representation Bisulfite Sequencing bismark --genome /path/to/genome_folder/ \ --pbat \ # For PBAT libraries (post-bisulfite adapter tagging) reads.fastq.gz # MspI digestion (RRBS standard) # Bismark handles MspI-digested libraries automatically
bash# Post-Bisulfite Adapter Tagging (e.g., scBS-seq) bismark --genome /path/to/genome_folder/ --pbat reads.fastq.gz
bash# For libraries where all 4 strands are present bismark --genome /path/to/genome_folder/ --non_directional reads.fastq.gz
bash# Trim adapters first with Trim Galore (recommended) trim_galore --illumina --paired reads_R1.fastq.gz reads_R2.fastq.gz # Then align bismark --genome /path/to/genome_folder/ \ -1 reads_R1_val_1.fq.gz \ -2 reads_R2_val_2.fq.gz
bash# --parallel sets instances per alignment direction # Total threads = parallel * 2 (for directional) or parallel * 4 (non-directional) bismark --genome /path/to/genome_folder/ \ --parallel 4 \ reads.fastq.gz
bash# Bismark produces: # - reads_bismark_bt2.bam # Aligned reads # - reads_bismark_bt2_SE_report.txt # Alignment report # View alignment report cat output_dir/reads_bismark_bt2_SE_report.txt
bash# Bismark output is unsorted samtools sort output.bam -o output.sorted.bam samtools index output.sorted.bam
bash# Remove PCR duplicates (recommended for WGBS, not RRBS) deduplicate_bismark --bam output_bismark_bt2.bam # For paired-end deduplicate_bismark --paired --bam output_bismark_bt2_pe.bam
bash# Bismark generates detailed report cat *_SE_report.txt # Key metrics: # - Sequences analyzed # - Unique alignments # - Mapping efficiency # - C methylated in CpG context
bash# HISAT2 is faster and uses less memory for large mammalian genomes bismark_genome_preparation --hisat2 /path/to/genome_folder/ # Align with HISAT2 bismark --genome /path/to/genome_folder/ --hisat2 reads.fastq.gz # HISAT2 paired-end bismark --genome /path/to/genome_folder/ --hisat2 \ -1 reads_R1.fastq.gz \ -2 reads_R2.fastq.gz
| Parameter | Description | |-----------|-------------| | --genome | Path to genome folder | | --bowtie2 | Use Bowtie2 aligner (default) | | --hisat2 | Use HISAT2 aligner | | --parallel | Parallel alignment instances | | --non_directional | Non-directional library | | --pbat | PBAT library protocol | | -o | Output directory | | --temp_dir | Temporary file directory | | --nucleotide_coverage | Generate nuc coverage report | | -N | Mismatches in seed (0 or 1, default 0) | | -L | Seed length (default 20) |
| Type | Parameter | Description | |------|-----------|-------------| | Directional | (default) | Standard WGBS/RRBS | | Non-directional | --non_directional | All 4 strands | | PBAT | --pbat | Post-bisulfite adapter tagging |
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-14 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-13 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-17 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-06 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-02 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-18 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-05 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-12 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-11 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-20 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-08 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-19 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-15 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-03 | pass→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-09 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-16 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-07 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-04 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-10 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-21 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-22 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of +41 percentage points is the difference between those two pass rates over the 22 comparable cases.
The per-case answers from this run were removed by the retention sweep, so the case table below shows the verdicts without the text either arm produced. The counts above were recorded at the time and are unaffected. Answers are now kept for 180 days.
Other measured skills in the registry, with their headline benchmark lift.