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Other literature type . 2021
License: CC BY
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Other literature type . 2021
License: CC BY
Data sources: Datacite
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Additional file 6 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 6 of Prediction and mechanistic analysis of drug-induced liver injury (DILI) based on chemical structure

Abstract

Additional file 6: Table S1. Performance of models trained using the DILIrank (−vLessConcern) dataset. Shown is mean ± standard deviation for 7 metrics (MCC - Matthew’s Correlation Coefficient, PRAUC - Precision-Recall Area Under Curve, ROCAUC - Receiver-Operator-Characteristic Area Under Curve) for models trained using ECFP4, Mordred molecular descriptors (MD), and protein target descriptors (PT). Row names correspond to the descriptor type, algorithm, and the test set - external test set (ET), FDA validation set (FDA). The best external test set and FDA validation set performance per metric are shown in bold. For the FDA validation set, PRAUC and ROCAUC were not available as only the confusion matrices of the predictions were provided by CAMDA. The model trained using SVM and ECFP4 descriptors achieved the best performance over 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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selected citations
These citations are derived from selected sources.
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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