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CoCoA-diff: counterfactual inference for single-cell gene expression analysis

Finding a causal gene is a fundamental problem in genomic medicine. We present a causal inference framework, CoCoA-diff, that prioritizes disease genes by adjusting confounders without prior knowledge of control variables in single-cell RNA-seq data. We demonstrate that our method substantially impr...

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Detalles Bibliográficos
Autores principales: Park, Yongjin P., Kellis, Manolis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8369635/
https://www.ncbi.nlm.nih.gov/pubmed/34404460
http://dx.doi.org/10.1186/s13059-021-02438-4