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bulk-rna-seq-batch-correction-with-combat - Bulk RNA-seq batch correction with ComBat

Remove batch effects from merged bulk RNA-seq or microarray cohorts using omicverse's pyComBat wrapper

Tags

Updated: 2026-02-23

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • read expression matrices
  • concatenate gene expression data
  • run ComBat batch correction
  • export corrected matrices
  • create PCA visualizations

Inputs

  • pickled expression matrices
  • CSV expression tables
  • sample metadata
  • batch information

Outputs

  • corrected expression matrix
  • raw expression matrix
  • harmonized AnnData file
  • PCA embedding plots
  • before/after boxplots

Requirements

  • Python environment
  • omicverse library
  • pandas library
  • anndata library
  • matplotlib library

Source

  • Spec: SKILL.md
RNA-seq
batch correction
data harmonization
bioinformatics
gene expression
read expression matrices
concatenate gene expression data
run ComBat batch correction
export corrected matrices
pickled expression matrices
CSV expression tables
sample metadata
corrected expression matrix
raw expression matrix
harmonized AnnData file