bio-methylation-bismark-alignment — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited bio-methylation-bismark-alignment (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
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.gz# 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 indicesbismark --genome /path/to/genome_folder/ reads.fastq.gz -o output_dir/bismark --genome /path/to/genome_folder/ \
-1 reads_R1.fastq.gz \
-2 reads_R2.fastq.gz \
-o output_dir/bismark --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# 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# Post-Bisulfite Adapter Tagging (e.g., scBS-seq)
bismark --genome /path/to/genome_folder/ --pbat reads.fastq.gz# For libraries where all 4 strands are present
bismark --genome /path/to/genome_folder/ --non_directional reads.fastq.gz# 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# --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# 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# Bismark output is unsorted
samtools sort output.bam -o output.sorted.bam
samtools index output.sorted.bam# 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# Bismark generates detailed report
cat *_SE_report.txt
# Key metrics:
# - Sequences analyzed
# - Unique alignments
# - Mapping efficiency
# - C methylated in CpG context# 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 |
~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.