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Skills/google-deepmind/science-skills/encode-ccres-database
encode-ccres-database logo

encode-ccres-database

google-deepmind/science-skills
639 installs2K stars
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Installation

npx skills add https://github.com/google-deepmind/science-skills --skill encode-ccres-database

Summary

>

SKILL.md

ENCODE Database Skill

This skill allows you to query the ENCODE Registry of cCREs (candidate cis-Regulatory Elements) via the SCREEN GraphQL API. It helps identify functional non-coding DNA elements (like Promoters, Enhancers, and insulators) by analyzing biochemical signatures (DNase, H3K4me3, H3K27ac, CTCF).

Prerequisites

  1. uv: Read the uv skill and follow its Setup instructions to ensure

uv is installed and on PATH.

  1. User Notification: If LICENSE_NOTIFICATION.txt does not already exist in

this skill directory then (1) prominently notify the user to check the terms at https://www.encodeproject.org/help/rest-api/, then (2) create the file recording the notification text and timestamp.

Core Rules

  • Use the Wrapper: ALWAYS execute the provided helper scripts to query the

database rather than accessing the database directly. The scripts automatically enforce the required rate limit gracefully.

  • Parsing Output: Do NOT use cat to read the entire JSON output file

into context, as it can be extremely large. You MUST use jq to efficiently parse and extract relevant fields.

  • Notification: If this skill is used, ensure this is mentioned in the

output.

Quick Start

# Search cCREs by coordinates
uv run scripts/screen_api.py search --chromosome chr11 \
  --start 5205263 --end 5207263 \
  --output /tmp/search.json

# Get details for a specific cCRE
uv run scripts/screen_api.py details EH38E2941922 \
  --output /tmp/details.json

All subcommands write JSON to disk. Always save output in a temporary location like /tmp/.

Identifying High-Confidence ("Type A") Biosamples

Biosamples in ENCODE are often categorized by their data completeness. "Type A" (or high-confidence) biosamples are those that have experimental data for all four core epigenetic markers: DNase, H3K4me3, H3K27ac, and CTCF.

The biosamples and details commands automatically enrich their output with an is_type_a boolean flag for each biosample.

Example: Finding high-confidence cell types

uv run scripts/screen_api.py biosamples --output /tmp/biosamples.json
# Use jq to filter for Type A biosamples
jq '.data.ccREBiosampleQuery.biosamples[] | select(.is_type_a == true) | .displayname' /tmp/biosamples.json

Parsing Output (CRITICAL)

Do NOT use cat to read the entire JSON output file into context, as it can be extremely large. Instead, you MUST use jq to efficiently parse and extract the relevant fields from the JSON file saved by the script. If jq is not available on the system, write your own Python filtering code (e.g., python3 -c "import json...") to extract the necessary data.

For a complete reference of the JSON structure returned by eachmcommand (so you know which fields to query with jq), read references/json_output_structure.md.

Available Commands

  • search: Search cCREs by coordinates, accessions, or epigenetic signals.
    uv run scripts/screen_api.py search \
        --chromosome chr11 --start 5205263 --end 5207263 \
        --output /tmp/search.json
  • nearby-genes: Find nearby genes for given cCRE accessions.
    uv run scripts/screen_api.py nearby-genes \
        EH38E1516972 --output /tmp/nearby.json
  • details: Get detailed information and biosample-specific max Z-scores for

a specific cCRE.

    uv run scripts/screen_api.py details EH38E2941922 \
        --output /tmp/details.json
  • biosamples: Get biosample metadata for an assembly.
    uv run scripts/screen_api.py biosamples \
        --output /tmp/biosamples.json
  • orthologs: Get orthologous cCREs in another assembly.
    uv run scripts/screen_api.py orthologs EH38E2941922 \
        --output /tmp/orthologs.json
  • linked-genes: Find linked genes via methods like HiC or eQTLs.
    uv run scripts/screen_api.py linked-genes \
        EH38E1516972 --output /tmp/linked.json
  • gene-expression: Get gene expression (TPM) across all biosamples for a

named gene. Internally resolves the gene symbol to an Ensembl gene ID, then queries per-biosample RNA-seq quantifications.

    uv run scripts/screen_api.py gene-expression GAPDH \
        --output /tmp/gene_expr.json
  • entex: Get ENTEx data for a cCRE or genomic region.
    uv run scripts/screen_api.py entex \
        --accession EH38E1310345 \
        --output /tmp/entex.json
    uv run scripts/screen_api.py entex \
        --region chr1:1000068:1000409 \
        --output /tmp/entex.json
  • gwas: Query genome-wide association studies, SNPs, or enrichment data.
    uv run scripts/screen_api.py gwas studies \
        --output /tmp/gwas.json
    uv run scripts/screen_api.py gwas snps --study \
        Ahola-Olli_AV-27989323-Eotaxin_levels \
        --output /tmp/gwas_snps.json

You can supply the --assembly mm10 or --assembly grch38 flag to explicitly request a specific assembly for most commands. By default, the script targets grch38 but will automatically fall back to mm10 if no results are found or if the query fails.

ENCODE Portal REST API (Direct Access)

For accessing raw experiments, ChIP-seq peaks, or other datasets that are not represented as cCREs in SCREEN, use the scripts/encode_portal_api.py script. It allows custom queries to the ENCODE Portal REST API.

Usage

uv run scripts/encode_portal_api.py search "type=Experiment&target.label=ZNF549" --output /tmp/znf549_experiments.json

Data Analysis Tips

When analyzing .bed or .bigBed files downloaded from ENCODE, standard bioinformatics tools are highly recommended for finding overlaps (e.g., between gene promoters and peaks):

  • bedtools: For fast mathematical operations on genomic intervals.
  • bigBedToBed: For converting binary BigBed files to readable BED

format.

  • pybedtools: A Python wrapper for bedtools.

Write custom logic if these tools are not pre-installed.

Custom Queries (SCREEN GraphQL)

If you need to make a complex GraphQL query that the script does not support, read references/graphql_schema.md for a reference of available queries, arguments, and return fields in the SCREEN GraphQL API.

Score

0–100
57/ 100

Grade

C

Popularity17/30

639 installs — growing adoption. Source repo has 1,900 GitHub stars.

Completeness19/30

Documented: full SKILL.md body, one-line install. Missing: description, category/license metadata.

Trust15/25

Community skill with a public GitHub source repository you can review.

Freshness6/15

No update timestamp is tracked for this skill in our catalog.

Scored automatically from popularity, completeness, trust, and freshness — computed only from data in our catalog, never fabricated.

Proud of your score? Add this badge to your README.

Paste a snippet into your GitHub README. The badge updates automatically and links back to this page.

Encode Ccres Database skill score badge previewScore badge

Markdown

[![Encode Ccres Database skill](https://www.remoteopenclaw.com/skills/google-deepmind/science-skills/encode-ccres-database/badges/score.svg)](https://www.remoteopenclaw.com/skills/google-deepmind/science-skills/encode-ccres-database)

HTML

<a href="https://www.remoteopenclaw.com/skills/google-deepmind/science-skills/encode-ccres-database"><img src="https://www.remoteopenclaw.com/skills/google-deepmind/science-skills/encode-ccres-database/badges/score.svg" alt="Encode Ccres Database skill"/></a>

Encode Ccres Database FAQ

How do I install the Encode Ccres Database skill?

Run “npx skills add https://github.com/google-deepmind/science-skills --skill encode-ccres-database” in your terminal. The skill is added to your agent's skills directory and picked up automatically on the next run — no restart or extra configuration needed.

What does the Encode Ccres Database skill do?

> The full SKILL.md on this page shows the exact instructions the skill gives your agent.

Is the Encode Ccres Database skill free?

Yes. Encode Ccres Database is a free, open-source skill published from google-deepmind/science-skills. As with any third-party skill, review the source repository before installing it into an agent with sensitive access.

Does Encode Ccres Database work with Claude Code and OpenClaw?

Yes. Skills use the portable SKILL.md format, so Encode Ccres Database works with Claude Code, OpenClaw, Codex, Hermes, and any other agent that reads SKILL.md skills.

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