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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
- 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