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

bulk-rna-seq-batch-correction-with-combat

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

Apply this skill when a user has multiple bulk expression matrices measured across different batches and needs to harmonise them before downstream analysis. It follows [`t_bulk_combat.ipynb`](../../omicverse_guide/docs/Tutorials-bulk/t_bulk_combat.ipynb), w hich demonstrates the pyComBat workflow on ovarian cancer microarray cohorts.

OpenClawNanoClaw分析处理复现实验bulk-combat-correction🔬 omics & computational biologysingle-cell & spatial omicsuse

原始来源

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bulk-combat-correction

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 has multiple bulk expression matrices measured across different batches 、 needs to harmonise them before downstream analysis. It follows t_bulk_combat.ipynb,w hich demonstrates pyComBat workflow on ovarian cancer microarray cohorts。
  • Load omicverse as ov,anndata,pandas as pd,、 matplotlib.pyplot as plt。
  • Call ov.ov_plot_set() (aliased ov.plot_set() in some releases) to align figures ,支持 omicverse styling。
  • Read prepared pickled matrices (或 user-provided expression tables) ,支持 pd.read_pickle(...)/pd.read_csv(...)。
  • Transpose to gene × sample before wrapping them in anndata.AnnData objects so adata.obs stores sample metadata。

原始文档

SKILL.md 摘录

Examples

  • "Combine three GEO ovarian cohorts, run ComBat, and export both the raw and corrected CSV matrices."
  • "Plot PCA embeddings before and after batch correction to confirm that batches 1–3 overlap."
  • "Save the harmonised AnnData file so I can reload it later for downstream DEG analysis."

适用场景

  • Use bulk-rna-seq-batch-correction-,支持-combat ,用于 single-cell 或 spatial omics analysis。
  • Apply bulk-rna-seq-batch-correction-,支持-combat 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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