数据与复现科研绘图与可视化FreedomIntelligence/OpenClaw-Medical-Skills数据与复现
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single-cell-cellphonedb-communication-mapping

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

single-cell-cellphonedb-communication-mapping:Apply this skill when user wants to quantify ligand–receptor communication between annotated single-cell populations 、 display networks ,支持 `CellChatVi。

OpenClawNanoClaw分析处理写作整理single-cellphone-db🔬 omics & computational biologysingle-cell & spatial omicsrun

原始来源

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/single-cellphone-db

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

  • Apply this skill when user wants to quantify ligand–receptor communication between annotated single-cell populations 、 display networks ,支持 CellChatViz. It distils workflow ,面向 t_cellphonedb.ipynb,which analyses EVT trophoblast data。
  • Use environment ,支持 omicverse>=0.2,scanpy,anndata,pandas,matplotlib,、 cellphonedb resources. tutorial assumes pre-built CellPhoneDB v5 SQLite bundle downloaded as cellphonedb.zip in working directory。
  • Activate omicverse plotting defaults ,通过 ov.plot_set() so that downstream figures follow project palette。
  • Read normalised counts ,支持 adata = ov.read('data/cpdb/normalised_log_counts.h5ad')。
  • Filter to cell populations of interest ,使用 adata.obs['cell_labels'] (e.g.,EVT,dNK,VCT). Ensure adata.obs['cell_labels'] is categorical 、 free of missing values so CellPhoneDB groups cells correctly。

原始文档

SKILL.md 摘录

Examples

  • "Run CellPhoneDB on our trophoblast dataset and export both the cpdb results pickle and processed AnnData."
  • "Highlight significant 'Signaling by Fibroblast growth factor' interactions with chord and bubble plots."
  • "Generate outgoing versus incoming communication circles to compare dNK subsets."

适用场景

  • Use single-cell-cellphonedb-communication-mapping to prepare 论文级图表。
  • Apply single-cell-cellphonedb-communication-mapping when results need clear visual communication。

不适用场景

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

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