Machine learning-based unified models for predicting drug clearance from pharmacokinetic animal and study design variables.

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Title: Machine learning-based unified models for predicting drug clearance from pharmacokinetic animal and study design variables.
Authors: Ampadi Ramachandran R; 1DATA Consortium, www.1DATA.life, Kansas State University Olathe, Olathe, Kansas, United States of America.; Food Animal Residue Avoidance and Databank Program (FARAD), Kansas State University Olathe, Olathe, Kansas, United States of America.; Department of Mathematics, Kansas State University, Manhattan, Kansas, United States of America., Tell LA; Department of Medicine and Epidemiology, FARAD, School of Veterinary Medicine, University of California-Davis, Davis, California, United States of America., Mercer MA; Department of Medicine and Epidemiology, FARAD, School of Veterinary Medicine, University of California-Davis, Davis, California, United States of America., Xu X; 1DATA Consortium, www.1DATA.life, Kansas State University Olathe, Olathe, Kansas, United States of America.; Department of Statistics, Kansas State University, Manhattan, United States of America., Millagaha Gedara NI; 1DATA Consortium, www.1DATA.life, Kansas State University Olathe, Olathe, Kansas, United States of America.; College of Business, Loyola University, New Orleans, Louisiana, United States of America., Clapham MO; Department of Medicine and Epidemiology, FARAD, School of Veterinary Medicine, University of California-Davis, Davis, California, United States of America., Lin Z; Department of Environmental and Global Health, College of Public Health and Health Professions, University of Florida, Gainesville, FL, United States of America.; Center for Environmental and Human Toxicology, University of Florida, Gainesville, FL, United States of America., Riviere JE; 1DATA Consortium, www.1DATA.life, Kansas State University Olathe, Olathe, Kansas, United States of America.; Food Animal Residue Avoidance and Databank Program (FARAD), Kansas State University Olathe, Olathe, Kansas, United States of America.; Department of Population Health and Pathobiology, FARAD, College of Veterinary Medicine, North Carolina State University, Raleigh, North Carolina, United States of America., Jaberi-Douraki M; 1DATA Consortium, www.1DATA.life, Kansas State University Olathe, Olathe, Kansas, United States of America.; Food Animal Residue Avoidance and Databank Program (FARAD), Kansas State University Olathe, Olathe, Kansas, United States of America.; Department of Mathematics, Kansas State University, Manhattan, Kansas, United States of America.
Source: PloS one [PLoS One] 2026 May 06; Vol. 21 (5), pp. e0346432. Date of Electronic Publication: 2026 May 06 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Ampadi+Ramachandran+R%22">Ampadi Ramachandran R</searchLink>; 1DATA Consortium, www.1DATA.life, Kansas State University Olathe, Olathe, Kansas, United States of America.; Food Animal Residue Avoidance and Databank Program (FARAD), Kansas State University Olathe, Olathe, Kansas, United States of America.; Department of Mathematics, Kansas State University, Manhattan, Kansas, United States of America.<br /><searchLink fieldCode="AU" term="%22Tell+LA%22">Tell LA</searchLink>; Department of Medicine and Epidemiology, FARAD, School of Veterinary Medicine, University of California-Davis, Davis, California, United States of America.<br /><searchLink fieldCode="AU" term="%22Mercer+MA%22">Mercer MA</searchLink>; Department of Medicine and Epidemiology, FARAD, School of Veterinary Medicine, University of California-Davis, Davis, California, United States of America.<br /><searchLink fieldCode="AU" term="%22Xu+X%22">Xu X</searchLink>; 1DATA Consortium, www.1DATA.life, Kansas State University Olathe, Olathe, Kansas, United States of America.; Department of Statistics, Kansas State University, Manhattan, United States of America.<br /><searchLink fieldCode="AU" term="%22Millagaha+Gedara+NI%22">Millagaha Gedara NI</searchLink>; 1DATA Consortium, www.1DATA.life, Kansas State University Olathe, Olathe, Kansas, United States of America.; College of Business, Loyola University, New Orleans, Louisiana, United States of America.<br /><searchLink fieldCode="AU" term="%22Clapham+MO%22">Clapham MO</searchLink>; Department of Medicine and Epidemiology, FARAD, School of Veterinary Medicine, University of California-Davis, Davis, California, United States of America.<br /><searchLink fieldCode="AU" term="%22Lin+Z%22">Lin Z</searchLink>; Department of Environmental and Global Health, College of Public Health and Health Professions, University of Florida, Gainesville, FL, United States of America.; Center for Environmental and Human Toxicology, University of Florida, Gainesville, FL, United States of America.<br /><searchLink fieldCode="AU" term="%22Riviere+JE%22">Riviere JE</searchLink>; 1DATA Consortium, www.1DATA.life, Kansas State University Olathe, Olathe, Kansas, United States of America.; Food Animal Residue Avoidance and Databank Program (FARAD), Kansas State University Olathe, Olathe, Kansas, United States of America.; Department of Population Health and Pathobiology, FARAD, College of Veterinary Medicine, North Carolina State University, Raleigh, North Carolina, United States of America.<br /><searchLink fieldCode="AU" term="%22Jaberi-Douraki+M%22">Jaberi-Douraki M</searchLink>; 1DATA Consortium, www.1DATA.life, Kansas State University Olathe, Olathe, Kansas, United States of America.; Food Animal Residue Avoidance and Databank Program (FARAD), Kansas State University Olathe, Olathe, Kansas, United States of America.; Department of Mathematics, Kansas State University, Manhattan, Kansas, United States of America.
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