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Inference for the existence of hormetic dose–response relationships in toxicology studies
- 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.
- Subjects :
- Statistics and Probability
Hormesis
Inference
Bayes Theorem
Articles
General Medicine
Models, Theoretical
010501 environmental sciences
Biology
Toxicology
Bayesian inference
01 natural sciences
Weighting
010104 statistics & probability
Bayes' theorem
Econometrics
Humans
Sensitivity (control systems)
0101 mathematics
Statistics, Probability and Uncertainty
0105 earth and related environmental sciences
Statistical hypothesis testing
Parametric statistics
Subjects
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