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Knowledge-guided deep learning models of drug toxicity improve interpretation

In drug development, a major reason for attrition is the lack of understanding of cellular mechanisms governing drug toxicity. The black-box nature of conventional classification models has limited their utility in identifying toxicity pathways. Here we developed DTox (deep learning for toxicology),...

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Detalles Bibliográficos
Autores principales: Hao, Yun, Romano, Joseph D., Moore, Jason H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9481960/
https://www.ncbi.nlm.nih.gov/pubmed/36124309
http://dx.doi.org/10.1016/j.patter.2022.100565