dotears: Scalable and consistent directed acyclic graph estimation using observational and interventional data
Summary: New assays such as Perturb-seq link parallel CRISPR interventions to transcriptomic readouts, providing insight into gene regulatory networks. Causal regulatory networks can be represented by directed acyclic graphs (DAGs), but lack of identifiability and a combinatorial solution space comp...
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Main Authors: | Albert Xue, Jingyou Rao, Sriram Sankararaman, Harold Pimentel |
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Format: | Article |
Language: | English |
Published: |
Elsevier
2025-02-01
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Series: | iScience |
Subjects: | |
Online Access: | http://www.sciencedirect.com/science/article/pii/S2589004224029006 |
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