ToxCast EPA in Vitro to in Vivo Challenge: Insight into the Rank-I Model.

Abstract:

:The ToxCast EPA challenge was managed by TopCoder in Spring 2014. The goal of the challenge was to develop a model to predict the lowest effect level (LEL) concentration based on in vitro measurements and calculated in silico descriptors. This article summarizes the computational steps used to develop the Rank-I model, which calculated the lowest prediction error for the secret test data set of the challenge. The model was developed using the publicly available Online CHEmical database and Modeling environment (OCHEM), and it is freely available at http://ochem.eu/article/68104 . Surprisingly, this model does not use any in vitro measurements. The logic of the decision steps used to develop the model and the reason to skip inclusion of in vitro measurements is described. We also show that inclusion of in vitro assays would not improve the accuracy of the model.

journal_name

Chem Res Toxicol

authors

Novotarskyi S,Abdelaziz A,Sushko Y,Körner R,Vogt J,Tetko IV

doi

10.1021/acs.chemrestox.5b00481

subject

Has Abstract

pub_date

2016-05-16 00:00:00

pages

768-75

issue

5

eissn

0893-228X

issn

1520-5010

journal_volume

29

pub_type

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