bio-causal-genomics-pleiotropy-detection SKILL.md skillA

bio-causal-genomics-pleiotropy-detection from fridrichmethod/awesome-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add fridrichmethod/awesome-skills/bio-causal-genomics-pleiotropy-detection@git:20260517.81511a7

Pins git:20260517.81511a7 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
fridrichmethod/awesome-skills
Path
skills/bio-causal-genomics-pleiotropy-detection/SKILL.md
Versions recorded
1
Latest version
git:20260517.81511a7, committed May 17, 2026
Size
10,861 bytes
Repository stars
15
License
a license file GitHub does not identify

Detect and correct for horizontal pleiotropy in Mendelian randomization analyses using MR-PRESSO for outlier removal, MR-Egger regression for directional pleiotropy, and Steiger filtering for variant directionality. Use when validating MR results, detecting pleiotropic instruments, or running sensitivity analyses for causal inference.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

## Version Compatibility

Reference examples tested with: MR-PRESSO 1.0+, TwoSampleMR 0.5+

Before using code patterns, verify installed versions match. If versions differ:
- R: `packageVersion("<pkg>")` then `?function_name` to verify parameters

If code throws ImportError, AttributeError, or TypeError, introspect the installed
package and adapt the example to match the actual API rather than retrying.

# Pleiotropy Detection

**"Check my MR results for pleiotropic bias"** → Detect and correct for horizontal pleiotropy using outlier removal (MR-PRESSO), directional pleiotropy testing (MR-Egger intercept), and variant directionality filtering (Steiger) to validate causal inference results.
- R: `MRPRESSO::mr_presso()` for global and distortion tests
- R: `TwoSampleMR::mr_egger_regression()` for Egger intercept test

## Overview

Horizontal pleiotropy violates the exclusion restriction assumption of MR: instruments
affect the outcome through pathways other than the exposure. Detecting and correcting
for pleiotropy is essential for valid causal inference.

Types of pleiotropy:
- **Vertical** (mediated): Instrument -> exposure -> outcome (valid, not a problem)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add fridrichmethod/awesome-skills/bio-causal-genomics-pleiotropy-detection@sha256:2052d13858af64da

The line at the top of this page pins the label git:20260517.81511a7, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_v36ibxls7pz5vkdz.svg)](https://markdownregistry.com/a/art_v36ibxls7pz5vkdz)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on May 17, 2026.

versioncommittedcommitsizeaudit
git:20260517.81511a7 latest2026-05-17 81511a7 10,861 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (10861 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

fridrichmethod/awesome-skills · 15 stars · license a license file GitHub does not identify · pushed 2026-11-02 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_v36ibxls7pz5vkdz
GET https://markdownregistry.com/api/v1/resolve?ref=fridrichmethod/awesome-skills/bio-causal-genomics-pleiotropy-detection
GET https://markdownregistry.com/api/v1/blob/2052d13858af64da07948ca2244d0d62998ca1890abffc869ac853e8661cebd5

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from fridrichmethod/awesome-skills

13c-metabolic-flux SKILL.md skill
fridrichmethod/awesome-skills · skills/13c-metabolic-flux/SKILL.md · Estimates intracellular metabolic fluxes from steady-state carbon-13 isotope-tracing measurements using validated atom…
v1.2 · audit A · 15 stars
aav-vector-design-agent SKILL.md skill
fridrichmethod/awesome-skills · skills/aav-vector-design-agent/SKILL.md · AI-powered adeno-associated virus (AAV) vector design for gene therapy including capsid engineering, promoter…
git:20260520.7a7a671 · audit A · 15 stars
bio-metagenomics-abundance SKILL.md skill
fridrichmethod/awesome-skills · skills/abundance-estimation/SKILL.md · Turns shotgun classifier output into a defensible abundance table with Bracken Bayesian re-estimation, then…
git:20260614.5d4591c · audit A · 15 stars
academic-humanizer SKILL.md skill
fridrichmethod/awesome-skills · skills/academic-humanizer/SKILL.md · "Improve the clarity and voice of AI-assisted academic writing (papers, theses, rebuttals) and
v0.3.3 · audit A · 15 stars
academic-paper SKILL.md skill
fridrichmethod/awesome-skills · skills/academic-paper--imbad-academic--73667df0a3/SKILL.md · 12-agent academic paper writing pipeline. 11 modes (full/plan/outline/revision/revision-coach/abstract/lit-review/format…
v3.3.1 · audit A · 15 stars
academic-paper-reviewer SKILL.md skill
fridrichmethod/awesome-skills · skills/academic-paper-reviewer--imbad-academic--277487101b/SKILL.md · Multi-perspective academic paper review with dynamic reviewer personas. Runs a 5-seat, role-separated review panel…
v1.11.1 · audit A · 15 stars
academic-paper-reviewer SKILL.md skill
fridrichmethod/awesome-skills · skills/academic-paper-reviewer/SKILL.md · Multi-perspective academic paper review with dynamic reviewer personas. Runs a 5-seat, role-separated review panel…
v1.11.1 · audit A · 15 stars
academic-paper SKILL.md skill
fridrichmethod/awesome-skills · skills/academic-paper/SKILL.md · 12-agent academic paper writing pipeline. 11 modes (full/plan/outline/revision/revision-coach/abstract/lit-review/format…
v3.3.1 · audit A · 15 stars
academic-pipeline SKILL.md skill
fridrichmethod/awesome-skills · skills/academic-pipeline--imbad-academic--cbc2ab73c3/SKILL.md · Orchestrator for the full academic research pipeline: research -> write -> integrity check -> review -> revise ->…
v3.24.0 · audit A · 15 stars
academic-pipeline SKILL.md skill
fridrichmethod/awesome-skills · skills/academic-pipeline/SKILL.md · Orchestrator for the full academic research pipeline: research -> write -> integrity check -> review -> revise ->…
v3.23.0 · audit A · 15 stars
academic-writing SKILL.md skill
fridrichmethod/awesome-skills · skills/academic-writing--journalism--0c1ed18632/SKILL.md · Scholarly writing and research compliance. Use for CRediT, preregistration, Plan S, Nelson Memo, preprints, ORCID, LLM…
git:20261025.50a54c2 · audit A · 15 stars
academic-writing SKILL.md skill
fridrichmethod/awesome-skills · skills/academic-writing/SKILL.md · Scholarly writing and research compliance. Use for CRediT, preregistration, Plan S, Nelson Memo, preprints, ORCID, LLM…
git:20260823.528ff10 · audit A · 15 stars

Every file in fridrichmethod/awesome-skills

Other files named bio-causal-genomics-pleiotropy-detection

bio-causal-genomics-pleiotropy-detection SKILL.md skill
pku-yuangroup/openai4s · skills/bioskills/bio-causal-genomics-pleiotropy-detection/SKILL.md · Detect and adjust for horizontal pleiotropy in two-sample Mendelian randomization by distinguishing uncorrelated (UHP)…
git:20260821.2d1b678 · audit A · 662 stars

Browse by kind, by grade A, or by owner.