数据与复现单细胞与空间组学FreedomIntelligence/OpenClaw-Medical-Skills数据与复现
BU

bulktrajblend-trajectory-interpolation

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

Invoke this skill when users need to bridge gaps in single-cell developmental trajectories using matched bulk RNA-seq. It follows [`t_bulktrajblend.ipynb`](../../omicverse_guide/docs/Tutorials-bulk2single/t_bulktrajblend.ipynb), showcasing how BulkTrajBlend deconvolves PDAC bulk samples, identifies overlapping communities with a GNN, and interpolates "interrupted" cell states.

OpenClawNanoClaw分析处理复现实验bulk-trajblend-interpolation🔬 omics & computational biologysingle-cell & spatial omicsextend

原始来源

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bulk-trajblend-interpolation

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

  • Invoke this skill when users need to bridge gaps in single-cell developmental trajectories ,使用 matched bulk RNA-seq. It follows t_bulktrajblend.ipynb,showcasing how BulkTrajBlend deconvolves PDAC bulk samples,identifies overlapping communities ,支持 GNN,、 interpolates "interrupted" cell states。
  • Import omicverse as ov,scanpy as sc,scvelo as scv,、 helper functions like ,面向 omicverse.utils import mde;run ov.plot_set()。
  • Load reference scRNA-seq AnnData (scv.数据集s.dentategyrus()) 、 raw bulk counts ,支持 ov.utils.read(...) followed by ov.bulk.Matrix_ID_mapping(...) ,用于 gene ID harmonisation。
  • Instantiate ov.bulk2single.BulkTrajBlend(bulk_seq=bulk_df,single_seq=adata,bulk_group=['dg_d_1','dg_d_2','dg_d_3'],celltype_key='clusters')。
  • Explain that bulk_group names correspond to raw bulk columns 、 method expects unscaled counts。

原始文档

SKILL.md 摘录

Examples

  • "Train BulkTrajBlend on PDAC cohorts, then interpolate missing OPC states in the trajectory."
  • "Load saved beta-VAE and GNN weights to regenerate overlapping communities and plot cluster vs. nocd labels."
  • "Run VIA on interpolated cells and compare PAGA graphs with the original scRNA-seq trajectory."

适用场景

  • Use bulktrajblend-trajectory-interpolation ,用于 single-cell 或 spatial omics analysis。
  • Apply bulktrajblend-trajectory-interpolation to 聚类,integration,或 trajectory workflows。

不适用场景

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

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