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A combination of machine learning and infrequent metadynamics to efficiently predict kinetic rates, transition states, and molecular determinants of drug dissociation from G protein-coupled receptors

Determining the drug-target residence time (RT) is of major interest in drug discovery given that this kinetic parameter often represents a better indicator of in vivo drug efficacy than binding affinity. However, obtaining drug-target unbinding rates poses significant challenges, both computational...

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Опубликовано в: :J Chem Phys
Главные авторы: Lamim Ribeiro, João Marcelo, Provasi, Davide, Filizola, Marta
Формат: Artigo
Язык:Inglês
Опубликовано: AIP Publishing LLC 2020
Предметы:
Online-ссылка:https://ncbi.nlm.nih.gov/pmc/articles/PMC7515652/
https://ncbi.nlm.nih.gov/pubmed/33003748
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1063/5.0019100
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