cellfate-pseudotime-gene-analysis

Community

Discover fate-driving genes along cell trajectories.

AuthorStarlitnightly
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill identifies genes that are crucial for driving cell fate decisions during developmental processes, by analyzing gene expression changes along inferred cell trajectories.

Core Features & Use Cases

  • Pseudotime-Associated Gene Discovery: Uses Adaptive Threshold Regression (ATR) to find genes whose expression significantly correlates with pseudotime.
  • Lineage-Specific Fate Gene Scoring: Identifies genes that specifically drive the progression of particular cell lineages using density estimation and variability scoring.
  • Use Case: After inferring cell differentiation trajectories in a single-cell RNA-seq dataset, use this Skill to pinpoint the key genes responsible for transitioning cells from a progenitor state to specific terminal fates.

Quick Start

Run CellFateGenie to identify genes driving cell fate decisions along the pseudotime trajectory in your annotated AnnData object.

Dependency Matrix

Required Modules

mellon

Components

scriptsreferences

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: cellfate-pseudotime-gene-analysis
Download link: https://github.com/Starlitnightly/omicclaw/archive/main.zip#cellfate-pseudotime-gene-analysis

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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