Literature DB >> 26003516

Challenges in using the ToxRefDB as a resource for toxicity prediction modeling.

Laura M Plunkett1, A Michael Kaplan2, Richard A Becker3.   

Abstract

Developing and evaluating toxicity prediction models requires selection and use of datasets of known positive and negative agents for the endpoint(s) of interest. EPA's Toxicity Reference Database (ToxRefDB) is a publicly available dataset containing detailed study and effect information on more than 400 chemicals, and it has been used by EPA researchers to develop toxicity prediction models. During an initial evaluation of reproductive toxicity, however, limitations were uncovered in applying data from ToxRefDB that involved interpretation of toxicity effects and designation of toxicity endpoints, core attributes of the database that are critical to its use. These limitations for reproductive toxicity were found to be related, at least in part, to challenges faced in (1) evaluating the source of the original study data (EPA Data Evaluation Records (DERs)) for input into ToxRefDB and (2) interpretation of the biological significance of responses. These limitations of the ToxRefDB have important implications for the wider use of the database as it currently exists. Our results point to a need for improvements to the existing ToxRefDB and/or for researchers to independently evaluate, assign and verify positive or negative designations to data from ToxRefDB before use in development or validation of prediction models or testing frameworks.
Copyright © 2015 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Prediction models; Reproductive toxicity; ToxRefDB; Validation

Mesh:

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Year:  2015        PMID: 26003516     DOI: 10.1016/j.yrtph.2015.05.013

Source DB:  PubMed          Journal:  Regul Toxicol Pharmacol        ISSN: 0273-2300            Impact factor:   3.271


  3 in total

1.  Retrospective mining of toxicology data to discover multispecies and chemical class effects: Anemia as a case study.

Authors:  Richard S Judson; Matthew T Martin; Grace Patlewicz; Charles E Wood
Journal:  Regul Toxicol Pharmacol       Date:  2017-02-24       Impact factor: 3.271

2.  ToxRefDB version 2.0: Improved utility for predictive and retrospective toxicology analyses.

Authors:  Sean Watford; Ly Ly Pham; Jessica Wignall; Robert Shin; Matthew T Martin; Katie Paul Friedman
Journal:  Reprod Toxicol       Date:  2019-07-21       Impact factor: 3.143

3.  Emerging Bioinformatics Methods and Resources in Drug Toxicology.

Authors:  Karine Audouze; Olivier Taboureau
Journal:  Methods Mol Biol       Date:  2022
  3 in total

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