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Using human in vitro transcriptome analysis to build trustworthy machine learning models for prediction of animal drug toxicity

During the development of new drugs or compounds there is a requirement for preclinical trials, commonly involving animal tests, to ascertain the safety of the compound prior to human trials. Machine learning techniques could provide an in-silico alternative to animal models for assessing drug toxic...

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Detalles Bibliográficos
Autores principales: Gardiner, Laura-Jayne, Carrieri, Anna Paola, Wilshaw, Jenny, Checkley, Stephen, Pyzer-Knapp, Edward O., Krishna, Ritesh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7293302/
https://www.ncbi.nlm.nih.gov/pubmed/32533004
http://dx.doi.org/10.1038/s41598-020-66481-0