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Other literature type . 2021
License: CC BY
Data sources: Datacite
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Other literature type . 2021
License: CC BY
Data sources: Datacite
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Additional file 2 of Prediction and mechanistic analysis of drug-induced liver injury (DILI) based on chemical structure

Authors: Liu, Anika; Walter, Moritz; Wright, Peter; Bartosik, Aleksandra; Dolciami, Daniela; Elbasir, Abdurrahman; Hongbin Yang; +1 Authors

Additional file 2 of Prediction and mechanistic analysis of drug-induced liver injury (DILI) based on chemical structure

Abstract

Additional file 2: Figure S1. DILI label prediction performance (balanced accuracy) of RF and SVM models trained using the DILIrank (−vLessConcern) dataset and Mordred molecular descriptors for 5-fold LOCO-CV, external test set, and FDA validation set (Methods). The balanced accuracy for 5-fold internal cross-validation, external test set, and FDA validation set for 10 models trained using different training data sets (DILIrank (−vLessConcern), DILIrank, DILIrank (+SIDER)) and training dataset splits is shown via whisker plots. The median model performance of 3 y-scrambled models is shown as triangles for cross-validation and external test set. Predictive accuracy is stable between cross-validation and external test set, but a distinct drop in predictive accuracy is observed when predicting the FDA validation set.

Keywords

Pharmacology, Mechanistic models, Chemical Sciences not elsewhere classified, Protein target, Information Systems not elsewhere classified, Structural alerts, Biochemistry, Cancer, Biological Sciences not elsewhere classified, Drug-induced liver injury (DILI)

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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