Machine Learning Algorithm for Predicting Warfarin Dose in Caribbean Hispanics Using Pharmacogenetic Data

Machine Learning Algorithm for Predicting Warfarin Dose in Caribbean Hispanics Using Pharmacogenetic Data

Despite some previous examples of successful application to the field of pharmacogenomics, the utility of machine learning (ML) techniques for warfarin dose predictions in Caribbean Hispanic patients has yet to be fully evaluated. This study compares seven ML methods to predict warfarin dosing in Ca...

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Bibliographic Details
Main Authors: Abiel Roche-Lima, Adalis Roman-Santiago, Roberto Feliu-Maldonado, Jovaniel Rodriguez-Maldonado, Brenda G. Nieves-Rodriguez, Kelvin Carrasquillo-Carrion, Carla M. Ramos, Istoni da Luz Sant’Ana, Steven E. Massey, Jorge Duconge
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-01-01
Series:Frontiers in Pharmacology
Subjects:
pharmacogenetics
machine-learning
warfarin
Hispanics
prediction algorithms
Online Access:https://www.frontiersin.org/article/10.3389/fphar.2019.01550/full

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