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Season combinatorial intervention predictions with Salt & Peper
April 29, 2024, 4:42 a.m. | Thomas Gaudelet, Alice Del Vecchio, Eli M Carrami, Juliana Cudini, Chantriolnt-Andreas Kapourani, Caroline Uhler, Lindsay Edwards
cs.LG updates on arXiv.org arxiv.org
Abstract: Interventions play a pivotal role in the study of complex biological systems. In drug discovery, genetic interventions (such as CRISPR base editing) have become central to both identifying potential therapeutic targets and understanding a drug's mechanism of action. With the advancement of CRISPR and the proliferation of genome-scale analyses such as transcriptomics, a new challenge is to navigate the vast combinatorial space of concurrent genetic interventions. Addressing this, our work concentrates on estimating the effects …
abstract advancement arxiv become crispr cs.lg discovery drug discovery editing pivotal predictions q-bio.cb q-bio.gn role study systems targets type understanding
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