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Inference for the existence of hormetic dose–response relationships in toxicology studies

Authors :
Steven B. Kim
Scott M. Bartell
Daniel L. Gillen
Source :
Biostatistics. 17:523-536
Publication Year :
2016
Publisher :
Oxford University Press (OUP), 2016.

Abstract

In toxicology studies hormesis refers to a dose–response relationship with a stimulatory response at low doses and an inhibitory response at high doses. In this manuscript, we particularly focus on a J-shaped dose–response relationship for binary cancer responses. We propose and examine two new flexible models for testing the hypothesis of hormesis in a Bayesian framework. The first model is parametric and enhances the flexibility of modeling a hormetic zone by using a non-linear predictor in a multistage model. The second model is non-parametric and allows multiple model specifications, weighting the contribution of each model via Bayesian model averaging (BMA). Simulation studies show that the non-parametric modeling approach with BMA provides robust sensitivity and specificity for detecting hormesis relative to the parametric approach, regardless of the shape of a hormetic zone.

Details

ISSN :
14684357 and 14654644
Volume :
17
Database :
OpenAIRE
Journal :
Biostatistics
Accession number :
edsair.doi.dedup.....8bc9efeefd70b0271ab62f268da57072
Full Text :
https://doi.org/10.1093/biostatistics/kxw004