PlayMolecule Glimpse: Understanding Protein-Ligand Property Predictions with Interpretable Neural Networks.


Journal

Journal of chemical information and modeling
ISSN: 1549-960X
Titre abrégé: J Chem Inf Model
Pays: United States
ID NLM: 101230060

Informations de publication

Date de publication:
24 01 2022
Historique:
pubmed: 4 1 2022
medline: 24 3 2022
entrez: 3 1 2022
Statut: ppublish

Résumé

Deep learning has been successfully applied to structure-based protein-ligand affinity prediction, yet the black box nature of these models raises some questions. In a previous study, we presented K

Identifiants

pubmed: 34978201
doi: 10.1021/acs.jcim.1c00691
pmc: PMC8790755
doi:

Substances chimiques

Ligands 0
Proteins 0

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

225-231

Références

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Auteurs

Alejandro Varela-Rial (A)

Computational Science Laboratory, Universitat Pompeu Fabra, Barcelona Biomedical Research Park (PRBB), Carrer Dr. Aiguader 88, 08003 Barcelona, Spain.
Acellera Labs, Doctor Trueta 183, 08005 Barcelona, Spain.

Iain Maryanow (I)

Acellera Labs, Doctor Trueta 183, 08005 Barcelona, Spain.

Maciej Majewski (M)

Computational Science Laboratory, Universitat Pompeu Fabra, Barcelona Biomedical Research Park (PRBB), Carrer Dr. Aiguader 88, 08003 Barcelona, Spain.

Stefan Doerr (S)

Acellera Labs, Doctor Trueta 183, 08005 Barcelona, Spain.

Nikolai Schapin (N)

Computational Science Laboratory, Universitat Pompeu Fabra, Barcelona Biomedical Research Park (PRBB), Carrer Dr. Aiguader 88, 08003 Barcelona, Spain.
Acellera Labs, Doctor Trueta 183, 08005 Barcelona, Spain.

José Jiménez-Luna (J)

Computational Science Laboratory, Universitat Pompeu Fabra, Barcelona Biomedical Research Park (PRBB), Carrer Dr. Aiguader 88, 08003 Barcelona, Spain.

Gianni De Fabritiis (G)

Computational Science Laboratory, Universitat Pompeu Fabra, Barcelona Biomedical Research Park (PRBB), Carrer Dr. Aiguader 88, 08003 Barcelona, Spain.
Acellera Labs, Doctor Trueta 183, 08005 Barcelona, Spain.
Institució Catalana de Recerca i Estudis Avançats (ICREA), Passeig Lluis Companys 23, 08010 Barcelona, Spain.

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Classifications MeSH