Testing Against Ordered Alternatives for Censored Survival Data
- 1 March 1993
- journal article
- theory and-methods
- Published by Taylor & Francis in Journal of the American Statistical Association
- Vol. 88 (421) , 153-160
- https://doi.org/10.1080/01621459.1993.10594305
Abstract
In animal carcinogenesis experiments or comparative clinical trials where the r groups correspond to increasing dosages of an agent or an increasing number of additional modalities and the primary outcome is time to a certain event (e.g., tumor occurrence, death) T, ordered alternatives of the form H1 : S1 ≤ S2 ≤ · · · ≤ Sr , where Si(t) = Pr (Ti > t) is the survival function for group are of special interest. Using the counting process formulation of the problem and generalizing earlier results, we show that the class of all two-sample weighted logrank statistics can be extended to test specifically for ordered alternatives. Ordered versions of the Gehan-Wilcoxon, unweighted logrank, and Peto–Prentice–Wilcoxon tests are investigated in detail. Asymptotic relative efficiencies under Lehmann and scale alternatives are evaluated analytically and numerically among these three tests and against Tarone's trend test (1975) for Weibull, gamma, and lognormal survival distributions. Effects of censoring and unequal group sizes are also explored. This class of tests has the advantage of having an asymptotic X2 (1) distribution, as opposed to the D distribution for the test proposed by Mau (1988). They can be easily calculated from modifying existing programs for two-sample weighted logrank tests. The ordered versions of the logrank test and the Peto–Prentice–Wilcoxon test are particularly recommended for their versatility under a variety of situations. The use of the tests is illustrated with data from a carcinogenesis experiment and from a colon cancer trial.Keywords
This publication has 18 references indexed in Scilit:
- Results and conclusions of the national toxicology program's rodent carcinogenicity studies with sodium fluorideInternational Journal of Cancer, 1991
- Levamisole and Fluorouracil for Adjuvant Therapy of Resected Colon CarcinomaNew England Journal of Medicine, 1990
- Tests for Patterned Alternatives ink-Sample ProblemsJournal of the American Statistical Association, 1987
- A class of rank test procedures for censored survival dataBiometrika, 1982
- Censoring and Stochastic IntegralsStatistica Neerlandica, 1980
- Nonparametric Inference for a Family of Counting ProcessesThe Annals of Statistics, 1978
- A Generalized Jonckheere k-Sample Test Against Ordered Alternatives When Observations Are Subject to Arbitrary Right CensorshipCommunications in Statistics - Simulation and Computation, 1973
- Asymptotically Efficient Rank Invariant Test ProceduresJournal of the Royal Statistical Society. Series A (General), 1972
- A generalized Wilcoxon test for comparing arbitrarily singly-censored samplesBiometrika, 1965
- A DISTRIBUTION-FREE k-SAMPLE TEST AGAINST ORDERED ALTERNATIVESBiometrika, 1954