数据与复现统计与数据分析FreedomIntelligence/OpenClaw-Medical-Skills数据与复现
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tooluniverse-polygenic-risk-score

维护者 FreedomIntelligence · 最近更新 2026年4月1日

tooluniverse-polygenic-risk-score:**Use Cases:** - "Calculate my genetic risk ,用于 type 2 diabetes" - "Build polygenic risk score ,用于 coronary artery disease" - "What's my genetic predisposition to Al。

OpenClawNanoClaw分析处理复现实验tooluniverse-polygenic-risk-score🏥 medical & clinicalmedical toolsbuild

原始来源

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/tooluniverse-polygenic-risk-score

维护者
FreedomIntelligence
许可
MIT
最近更新
2026年4月1日

技能摘要

来自 SKILL.md 的关键信息

2 min

核心说明

  • 构建 、 interpret polygenic risk scores ,用于 complex diseases ,使用 genome-wide association study (GWAS) data。
  • Calculate my genetic risk ,用于 type 2 diabetes。
  • 构建 polygenic risk score ,用于 coronary artery disease。
  • What's my genetic predisposition to Alzheimer's disease。
  • Interpret my PRS percentile ,用于 breast cancer risk。

原始文档

SKILL.md 摘录

PRS Calculation Formula

A polygenic risk score is calculated as a weighted sum across genetic variants:

Where:

  • dosage_i: Number of effect alleles at SNP i (0, 1, or 2)
  • effect_size_i: Beta coefficient or log(odds ratio) from GWAS

Standardization

Raw PRS is standardized to z-scores for interpretation:

This allows comparison to population distribution and percentile calculation.

Significance Thresholds

  • Genome-wide significance: p < 5×10⁻⁸ (default threshold)
  • This corrects for ~1 million independent tests across the genome
  • Relaxed thresholds (e.g., p < 1×10⁻⁵) can include more SNPs but may add noise

适用场景

  • 适合在asked to calculate polygenic risk scores,interpret genetic risk ,用于 complex diseases,build custom PRS ,面向 GWAS data,或 answer questions like "What is my genetic predisposition to breast cancer?"时使用。

不适用场景

  • Do not rely on this catalog entry alone ,用于 installation 或 maintenance details。

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