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Leveraging generative AI to prioritize drug repurposing candidates for Alzheimer's disease with real-world clinical validation.
Yan, Chao; Grabowska, Monika E; Dickson, Alyson L; Li, Bingshan; Wen, Zhexing; Roden, Dan M; Michael Stein, C; Embí, Peter J; Peterson, Josh F; Feng, QiPing; Malin, Bradley A; Wei, Wei-Qi.
Afiliação
  • Yan C; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA.
  • Grabowska ME; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA.
  • Dickson AL; Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.
  • Li B; Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, TN, USA.
  • Wen Z; Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA.
  • Roden DM; Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA.
  • Michael Stein C; Department of Cell Biology, Emory University School of Medicine, Atlanta, GA, USA.
  • Embí PJ; Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.
  • Peterson JF; Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.
  • Feng Q; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA.
  • Malin BA; Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.
  • Wei WQ; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA.
NPJ Digit Med ; 7(1): 46, 2024 Feb 26.
Article em En | MEDLINE | ID: mdl-38409350
ABSTRACT
Drug repurposing represents an attractive alternative to the costly and time-consuming process of new drug development, particularly for serious, widespread conditions with limited effective treatments, such as Alzheimer's disease (AD). Emerging generative artificial intelligence (GAI) technologies like ChatGPT offer the promise of expediting the review and summary of scientific knowledge. To examine the feasibility of using GAI for identifying drug repurposing candidates, we iteratively tasked ChatGPT with proposing the twenty most promising drugs for repurposing in AD, and tested the top ten for risk of incident AD in exposed and unexposed individuals over age 65 in two large clinical datasets (1) Vanderbilt University Medical Center and (2) the All of Us Research Program. Among the candidates suggested by ChatGPT, metformin, simvastatin, and losartan were associated with lower AD risk in meta-analysis. These findings suggest GAI technologies can assimilate scientific insights from an extensive Internet-based search space, helping to prioritize drug repurposing candidates and facilitate the treatment of diseases.

Texto completo: 1 Base de dados: MEDLINE Idioma: En Ano de publicação: 2024 Tipo de documento: Article

Texto completo: 1 Base de dados: MEDLINE Idioma: En Ano de publicação: 2024 Tipo de documento: Article