LiteratureScientific Writing & PublishingFreedomIntelligence/OpenClaw-Medical-SkillsLiterature Review
BI

bio-phasing-imputation-reference-panels

Maintainer FreedomIntelligence · Last updated April 1, 2026

Select and prepare reference panels (1KGP, HRC, TOPMed) for imputation.

OpenClawNanoClawDiscoveryReadingbio-phasing-imputation-reference-panels🧠 bioos extended suitebioos extended bioinformatics suiteselect

Original source

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-phasing-imputation-reference-panels

Maintainer
FreedomIntelligence
License
MIT
Last updated
April 1, 2026

Skill Snapshot

Key Details From SKILL.md

2 min

Key Notes

  • BASE_URL="http://ftp.1000genomes.ebi.ac.uk/vol1/ftp/data_collections/1000G_2504_high_coverage/working/20201028_3202_phased.
  • for chr in {1..22}; do wget ${BASE_URL}/CCDG_14151_B01_GRM_WGS_2020-08-05_chr${chr}.filtered.shapeit2-duohmm-phased.vcf.gz wget ${BASE_URL}/CCDG_14151_B01_GRM_WGS_2020-08-05_chr${chr}.filtered.shapeit2-duohmm-phased.vcf.gz.tbi done.
  • wget http://ftp.1000genomes.ebi.ac.uk/vol1/ftp/data_collections/1000G_2504_high_coverage/1000G_2504_high_coverage.sequence.index.

Source Doc

Excerpt From SKILL.md

Create population sample lists

grep "EUR" samples.txt | cut -f1 > european_samples.txt grep "AFR" samples.txt | cut -f1 > african_samples.txt grep "EAS" samples.txt | cut -f1 > east_asian_samples.txt

Subset reference to specific population

bcftools view -S european_samples.txt
1000GP.chr22.vcf.gz
-Oz -o 1000GP_EUR.chr22.vcf.gz


## Beagle uses VCF directly, but ensure proper format

bcftools view -m2 -M2 -v snps reference.vcf.gz | \
    bcftools annotate --set-id '%CHROM:%POS:%REF:%ALT' | \
    bgzip > reference_beagle.vcf.gz
bcftools index reference_beagle.vcf.gz

Use cases

  • Use bio-phasing-imputation-reference-panels for manuscript drafting and submission workflows.
  • Apply bio-phasing-imputation-reference-panels when polishing research communication outputs.

Not for

  • Do not treat this catalog entry as a substitute for the full upstream workflow.

Upstream Related Skills

  • phasing-imputation/haplotype-phasing - Use panels for phasing
  • phasing-imputation/genotype-imputation - Use panels for imputation
  • variant-calling/vcf-manipulation - VCF file operations

Related skills

Related skills

Back to directory
BI
LiteratureScientific Writing & Publishing

bio-longread-alignment

Align long reads using minimap2 for Oxford Nanopore and PacBio data. Supports various presets for different read types and applications. Use…

OpenClawNanoClawDiscovery
FreedomIntelligence/OpenClaw-Medical-SkillsView
BI
LiteratureScientific Writing & Publishing

bio-machine-learning-atlas-mapping

Map query cells to reference atlases with scANVI or Symphony.

OpenClawNanoClawDiscovery
FreedomIntelligence/OpenClaw-Medical-SkillsView
BI
LiteratureScientific Writing & Publishing

bio-methylation-bismark-alignment

Bisulfite sequencing read alignment using Bismark with bowtie2/hisat2. Handles genome preparation and produces BAM files with methylation in…

OpenClawNanoClawDiscovery
FreedomIntelligence/OpenClaw-Medical-SkillsView
BI
LiteratureScientific Writing & Publishing

bio-microbiome-taxonomy-assignment

Taxonomic classification of ASVs using reference databases like SILVA, GTDB, or UNITE. Covers naive Bayes classifiers (DADA2, IDTAXA) and ex…

OpenClawNanoClawDiscovery
FreedomIntelligence/OpenClaw-Medical-SkillsView