omicverse-single-cell-trajectory-inference

Community

Compute pseudotime and lineage summaries for AnnData.

AuthorStarlitnightly
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Provide reproducible trajectory inference and coarse lineage summarization for cluster-ready single-cell AnnData objects so users can compute pseudotime, fate probabilities, and cluster-level topology without redoing preprocessing.

Core Features & Use Cases

  • Multi-branch inference: Run diffusion_map, slingshot, or palantir branches through a shared TrajInfer wrapper to obtain dpt_pseudotime, slingshot_pseudotime, or palantir_pseudotime and associated outputs.
  • Palantir follow-ups: Compute fate probabilities, branch masks, and optional lineage gene trends when dependencies are present.
  • PAGA topology: Produce cluster-level PAGA summaries and visualizations after pseudotime computation to aid interpretation.
  • Use Case: Convert an OmicVerse trajectory notebook into a reusable workflow to compare DPT, Slingshot, and Palantir analyses on the same preprocessed dataset.

Quick Start

Run diffusion_map on my cluster-ready AnnData to compute pseudotime and then calculate and plot a PAGA topology summary.

Dependency Matrix

Required Modules

anndatanumpypandasscanpyomicverse

Components

scriptsreferencesassets

💻 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: omicverse-single-cell-trajectory-inference
Download link: https://github.com/Starlitnightly/omicverse-skills/archive/main.zip#omicverse-single-cell-trajectory-inference

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