Cargando…

Neural network activation similarity: a new measure to assist decision making in chemical toxicology

Deep learning neural networks, constructed for the prediction of chemical binding at 79 pharmacologically important human biological targets, show extremely high performance on test data (accuracy 92.2 ± 4.2%, MCC 0.814 ± 0.093 and ROC-AUC 0.96 ± 0.04). A new molecular similarity measure, Neural Net...

Descripción completa

Detalles Bibliográficos
Autores principales: Allen, Timothy E. H., Wedlake, Andrew J., Gelžinytė, Elena, Gong, Charles, Goodman, Jonathan M., Gutsell, Steve, Russell, Paul J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society of Chemistry 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8159362/
https://www.ncbi.nlm.nih.gov/pubmed/34123016
http://dx.doi.org/10.1039/d0sc01637c