omicverse-single-cell-trajectory-inference
CommunityCompute pseudotime and lineage summaries for AnnData.
Education & Research#pseudotime#single-cell#anndata#palantir#paga#trajectory-inference#diffusion-map
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
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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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