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 Toxicoljournal_title
Chemical research in toxicologyauthors
Novotarskyi S,Abdelaziz A,Sushko Y,Körner R,Vogt J,Tetko IVdoi
10.1021/acs.chemrestox.5b00481subject
Has Abstractpub_date
2016-05-16 00:00:00pages
768-75issue
5eissn
0893-228Xissn
1520-5010journal_volume
29pub_type
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