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De novo drug design by iterative multiobjective deep reinforcement learning with graph-based molecular quality assessment

MOTIVATION: Generating molecules of high quality and drug-likeness in the vast chemical space is a big challenge in the drug discovery. Most existing molecule generative methods focus on diversity and novelty of molecules, but ignoring drug potentials of the generated molecules during the generation...

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Detalles Bibliográficos
Autores principales: Fang, Yi, Pan, Xiaoyong, Shen, Hong-Bin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10085518/
https://www.ncbi.nlm.nih.gov/pubmed/36961341
http://dx.doi.org/10.1093/bioinformatics/btad157