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

Author:

Kim Steven B.1,Bartell Scott M.2,Gillen Daniel L.2

Affiliation:

1. Department of Mathematics and Statistics, California State University, Monterey Bay, Seaside, CA 93955, USA

2. Department of Statistics, University of California, Irvine, Irvine, CA 92697, USA

Abstract

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.

Funder

NIA

Publisher

Oxford University Press (OUP)

Subject

Statistics, Probability and Uncertainty,General Medicine,Statistics and Probability

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