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Deep learning prediction of chemical-induced dose-dependent and context-specific multiplex phenotype responses and its application to personalized alzheimer’s disease drug repurposing

Predictive modeling of drug-induced gene expressions is a powerful tool for phenotype-based compound screening and drug repurposing. State-of-the-art machine learning methods use a small number of fixed cell lines as a surrogate for predicting actual expressions in a new cell type or tissue, althoug...

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Detalles Bibliográficos
Autores principales: Wu, You, Liu, Qiao, Qiu, Yue, Xie, Lei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9398009/
https://www.ncbi.nlm.nih.gov/pubmed/35951653
http://dx.doi.org/10.1371/journal.pcbi.1010367