accessibility-aggregat…
Build comprehensive chromatin accessibility maps by aggregating ATAC-seq and DNase-seq narrowPeak data across multiple ENCODE experiments, donors, and labs.…
Cross-reference ENCODE data with PubMed, bioRxiv, ClinicalTrials.gov, Open Targets, GTEx, ClinVar, GWAS Catalog, gnomAD, Ensembl, and other scientific databases. Use when the user wants to find publications, preprints, or clinical trials related to ENCODE experiments, chain
$ npx -y skills add ammawla/encode-toolkit --skill cross-reference --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/cross-referenceContext preview
The summary Claude sees to decide when to auto-load this skill.
Cross-reference ENCODE data with PubMed, bioRxiv, ClinicalTrials.gov, Open Targets, GTEx, ClinVar, GWAS Catalog, gnomAD, Ensembl, and other scientific databases. Use when the user wants to find publications, preprints, or clinical trials related to ENCODE experiments, chain
name: cross-reference description: Cross-reference ENCODE data with PubMed, bioRxiv, ClinicalTrials.gov, Open Targets, GTEx, ClinVar, GWAS Catalog, gnomAD, Ensembl, and other scientific databases. Use when the user wants to find publications, preprints, or clinical trials related to ENCODE experiments, chain ENCODE data with other scientific MCP servers, or build translational pipelines from genomic data to clinical application.
Help the user connect ENCODE genomics data to the broader scientific literature, clinical research, drug target discovery, and variant interpretation. This skill is the central hub for all multi-database workflows in the ENCODE Toolkit.
1. Track an ENCODE experiment to extract PMIDs from publications 2. Use `encode_get_citations` or `encode_get_references` to get PMIDs 3. Pass PMIDs to PubMed tools (`search_articles`, `get_article_metadata`, `find_related_articles`) 4. Find related literature about the same targets, biosamples, or biological questions
1. Search bioRxiv for preprints in relevant categories (genomics, genetics, cell biology) 2. Look for preprints that reference ENCODE accession IDs or targets 3. Link discovered preprint DOIs to tracked experiments using `encode_link_reference`
1. Identify disease-relevant ENCODE data (e.g., pancreatic tissue data for diabetes trials) 2. Use `encode_get_references` to find linked NCT IDs 3. Search ClinicalTrials.gov for trials targeting the same genes/proteins as ENCODE experiments 4. Link relevant trial NCT IDs to experiments using `encode_link_reference`
1. Identify ENCODE ChIP-seq or CRISPR screen targets of interest 2. Resolve gene symbols to Ensembl Gene IDs via `search_entities` 3. Query Open Targets for disease associations, tractability, and drug candidates 4. Chain from ENCODE functional data to therapeutic hypotheses
1. Find ENCODE regulatory experiments in a tissue of interest 2. Annotate peaks with nearest genes using GENCODE annotations 3. Query GTEx for expression of those genes in the matching tissue 4. Validate that putative regulatory elements sit near actively transcribed genes
1. Obtain trait-associated variants from the GWAS Catalog 2. Check clinical significance in ClinVar 3. Intersect variant coordinates with ENCODE peak files and cCREs 4. Determine whether disease-associated variants fall in regulatory elements
1. Search for high-quality research papers about ENCODE targets (H3K27me3, CTCF, etc.) 2. Find systematic reviews and meta-analyses relevant to ENCODE data types 3. Cross-validate ENCODE quality metrics against published benchmarks
1. Check ENCODE experiment `dbxrefs` for GEO accessions (format: `GEO:GSExxxxx`) 2. Search GEO E-utilities for complementary datasets in the same tissue/assay 3. Link GEO accessions to tracked experiments using `encode_link_reference` 4. See `geo-connector` skill for detailed GEO API usage
Raw sequencing reads for ENCODE experiments are deposited in NCBI SRA. GEO records link to SRA via E-utilities `elink`. For reprocessing ENCODE data or accessing raw reads not on the ENCODE Portal, query SRA via:
curl "https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=gds&db=sra&id=GDS_UID&tool=encode_mcp&email=YOUR_EMAIL"
Use the Ensembl REST API to cross-reference ENCODE targets and regulatory elements with Ensembl annotations. See `ensembl-annotation` skill for VEP, Regulatory Build, and gene lookup endpoints.
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| Identifier | Format | Example | Database | MCP Tool / Skill | |---|---|---|---|---| | PMID | numeric string | "35486828" | PubMed | `get_article_metadata` | | DOI | 10.xxxx/... | "10.1038/s41586-020-2493-4" | CrossRef | `convert_article_ids` | | NCT ID | NCT + 8 digits | "NCT04567890" | ClinicalTrials.gov | `get_trial_details` | | GEO Series | GSE + digits | "GSE123456" | GEO/NCBI | `geo-connector` skill | | GEO Sample | GSM + digits | "GSM1234567" | GEO/NCBI | `geo-connector` skill | | bioRxiv DOI | 10.1101/YYYY.MM.DD.xxx | "10.1101/2024.06.15.598765" | bioRxiv | `get_preprint` | | ENCODE Experiment | ENCSR + 6 alphanum | "ENCSR123ABC" | ENCODE | `encode_get_experiment` | | ENCODE File | ENCFF + 6 alphanum | "ENCFF001AAA" | ENCODE | `encode_get_file_info` | | Ensembl Gene | ENSG + 11 digits | "ENSG00000102974" | Ensembl | `ensembl-annotation` skill | | Ensembl Transcript | ENST + 11 digits | "ENST00000264010" | Ensembl | `ensembl-annotation` skill | | SRA Study | SRP + digits | "SRP123456" | SRA/NCBI | E-utilities | | SRA Run | SRR + digits | "SRR1234567" | SRA/NCBI | E-utilities | | ROR ID | 9 chars | "021nxhr62" | ROR | `search_by_funder` | | ChEMBL ID | CHEMBL + digits | "CHEMBL25" | Open Targets | `search_entities` | | rsID | rs + digits | "rs7903146" | dbSNP/ClinVar | `clinvar-annotation` skill | | ClinVar Accession | RCV + digits | "RCV000012345" | ClinVar | `clinvar-annotation` skill | | JASPAR Matrix | MA + digits + version | "MA0139.1" | JASPAR | `jaspar-motifs` skill |
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Step 1: Track the experiment to extract publications
Search ENCODE, cross-reference 14 databases, run 7 analysis pipelines, and generate publication-ready methods — all from natural language in Claude Code.
Repo: ammawla/encode-toolkit
Build comprehensive chromatin accessibility maps by aggregating ATAC-seq and DNase-seq narrowPeak data across multiple ENCODE experiments, donors, and labs.…
Guide for multi-experiment batch operations: QC screening, batch download, comparison, and report generation across many ENCODE experiments simultaneously. Use…
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Generate proper ENCODE citations for publications, grants, and presentations. Use when the user needs to cite ENCODE data, create bibliography entries, write…
Guide for annotating ENCODE regulatory variants with ClinVar clinical significance. Use when users need to check if variants in ENCODE peaks have clinical…