title: Statistical evaluation of mortality in long-term carcinogenicity bioassays using a Williams-type procedure.
abstract: Several doses and a control group can be compared under order restriction using the Williams procedure for normally distributed endpoints assuming variance homogeneity. Comparison of the survival functions represents a secondary endpoint in long-term in vivo bioassays of carcinogenicity. Therefore, a Williams-type procedure for the comparison of survival functions is proposed for the assumption of the Cox proportional hazards model or the general frailty Cox model to allow a joint analysis over sex and strains. Interpretation according to both statistical significance and biological relevance is possible with simultaneous confidence intervals for hazard ratios. Related survival data can be analyzed using the R packages survival, coxme, and multcomp. Together with the R packages MCPAN and nparcomp, Dunnett- or Williams-type procedures are now available for the statistical analysis of the following endpoint types in toxicology: (i) normally distributed, (ii) non-normally distributed, (iii) score (ordered categorical) data, (iv) crude proportions, (v) survival functions, and (vi) time-to-tumor data with and without cause-of-death information.
authors: Institut für Statistik, Ludwig-Maximilians-Universität München, Germany. esther.herberich@stat.uni-muenchen.de
authors: Esther
authors: E
authors: Herberich
authors: Ludwig A
authors: LA
authors: Hothorn
mesh_terms: D000818:Animals; D001699:Biometry / Q000379:methods*; D015197:Carcinogenicity Tests / Q000706:statistics & numerical data*; D002273:Carcinogens / Q000145:classification / Q000633:toxicity*; D003627:Data Interpretation, Statistical; D004305:Dose-Response Relationship, Drug; D005260:Female; D053208:Kaplan-Meier Estimate; D008297:Male; D051379:Mice; D009026:Mortality; D015999:Multivariate Analysis; D009369:Neoplasms / Q000139:chemically induced* / Q000401:mortality; D010574:Pesticide Synergists / Q000633:toxicity; D010882:Piperonyl Butoxide / Q000633:toxicity; D016016:Proportional Hazards Models; D051381:Rats; D018570:Risk Assessment; D014116:Toxicology / Q000706:statistics & numerical data; D015262:Xenobiotics / Q000145:classification / Q000633:toxicity*
chemical_list: D002273:Carcinogens; D010574:Pesticide Synergists; D015262:Xenobiotics; D010882:Piperonyl Butoxide