Applications of multinomial dose-response models in developmental toxicity risk assessment.
Reproductive and developmental anomalies induced by toxic chemicals may be identified using laboratory experiments with small mammalian species such as rats, mice, and rabbits. In this paper, dose-response models for correlated multinomial data arising in studies of developmental toxicity are discussed. These models provide a joint characterization of dose-response relationships for both embryolethality and teratogenicity. Generalized estimating equations are used for model fitting, incorporating overdispersion relative to the multinomial variation due to correlation among littermates. The fitted dose-response models are used to estimate benchmark doses in a series of experiments conducted by the U.S. National Toxicology Program. Joint analysis of prenatal death and fetal malformation using an extended Dirichlet-trinomial covariance function to characterize overdispersion appears to have statistical and computational advantages over separate analysis of these two end points. Benchmark doses based on overall toxicity are below the minimum of those for prenatal death and fetal malformation and may, thus, be preferred for risk assessment purposes.
Krewski
D
D
Health Protection Branch, Health and Welfare Canada, Ottawa, Ontario.
Zhu
Y
Y
D000014:Abnormalities, Drug-Induced / Q000209:etiology; D000465:Algorithms; D000818:Animals; D004305:Dose-Response Relationship, Drug; D004781:Environmental Exposure; D005260:Female; D005313:Fetal Death / Q000139:chemically induced; D015386:Hazardous Substances / Q000008:administration & dosage / Q000633:toxicity*; D008098:Litter Size; D051379:Mice; D008954:Models, Biological; D008956:Models, Chemical; D015233:Models, Statistical; D011247:Pregnancy; D011817:Rabbits; D051381:Rats; D018570:Risk Assessment; D013723:Teratogens / Q000633:toxicity; D014116:Toxicology
D015386:Hazardous Substances; D013723:Teratogens