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In silico prediction of volume of distribution of drugs in man using conformal prediction performs on par with animal data-based models

Authors :
Urban Fagerholm
Sven Hellberg
Staffan Arvidsson McShane
Ola Spjuth
Jonathan Alvarsson
Source :
Xenobiotica. 51:1366-1371
Publication Year :
2021
Publisher :
Informa UK Limited, 2021.

Abstract

Volume of distribution at steady state (Vss) is an important pharmacokinetic endpoint. In this study we apply machine learning and conformal prediction for human Vss prediction, and make a head-to-head comparison with rat-to-man scaling, allometric scaling and the Rodgers-Lukova method on combined in silico and in vitro data, using a test set of 105 compounds with experimentally observed Vss.The mean prediction error and % with

Details

ISSN :
13665928 and 00498254
Volume :
51
Database :
OpenAIRE
Journal :
Xenobiotica
Accession number :
edsair.doi...........e1503b4d85235aa6a06926bc812d1934
Full Text :
https://doi.org/10.1080/00498254.2021.2011471