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Can computers conceive the complexity of cancer to cure it? Using artificial intelligence technology in cancer modelling and drug discovery.
Adams, Rachael C; Rashidieh, Behnam.
Afiliação
  • Adams RC; QIMR Berghofer Medical Research Institute, 300 Herston Road, Herston, QLD 4006, Australia.
  • Rashidieh B; QIMR Berghofer Medical Research Institute, 300 Herston Road, Herston, QLD 4006, Australia.
Math Biosci Eng ; 17(6): 6515-6530, 2020 09 25.
Article em En | MEDLINE | ID: mdl-33378864
Drug discovery and the development of safe and effective therapeutics is an intricate procedure, further complicated in the context of cancer research by the inherent heterogeneity and complexity of the disease. To address the difficulties of identifying, validating, and pursuing a promising drug target, artificial intelligence (AI) technologies including machine learning (ML) have been adopted at all stages throughout the drug development pipeline. Various methods are widely employed to efficiently process and learn from experimental data sets, with agent-based models garnering thorough interest due to their ability to model individual cell populations with aberrant phenotypes. The predictive power of artificial intelligence modelling techniques founded in comprehensive datasets and automated decision-making generates an obvious avenue of interest for application in the drug discovery pipeline.
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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Inteligência Artificial / Neoplasias Tipo de estudo: Prognostic_studies Idioma: En Revista: Math Biosci Eng Ano de publicação: 2020 Tipo de documento: Article País de afiliação: Austrália País de publicação: Estados Unidos

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Inteligência Artificial / Neoplasias Tipo de estudo: Prognostic_studies Idioma: En Revista: Math Biosci Eng Ano de publicação: 2020 Tipo de documento: Article País de afiliação: Austrália País de publicação: Estados Unidos