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Chunk #92 — Online Methods — Gene Regulatory Mechanisms Prediction — Trans-regulatory module detection by matrix factorization

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Integrated Single-Cell Multiomic Profiling of Caudate Nucleus Suggests Key Mechanisms in Alcohol Use Disorder.
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To uncover AUD-associated regulatory programs in each cell type, we performed differential module expression analysis. We first pre-processed the pseudo-bulk gene expression count matrix by: (1) normalizing for cell depth, (2) log-transforming, and (3) z-scoring expression across all donors. We then estimated module activity in each donor as the mean expression of module genes. Using a two-tailed two-sample t-test, we identified differentially active modules between individuals with and without AUD.