THE CHOICE OF CANCER-TREATMENT BASED ON COVARIATE-INFORMATION

Citation
Ay. Yakovlev et al., THE CHOICE OF CANCER-TREATMENT BASED ON COVARIATE-INFORMATION, Statistics in medicine, 13(15), 1994, pp. 1575-1581
Citations number
19
Categorie Soggetti
Statistic & Probability","Medicine, Research & Experimental","Public, Environmental & Occupation Heath","Statistic & Probability
Journal title
ISSN journal
02776715
Volume
13
Issue
15
Year of publication
1994
Pages
1575 - 1581
Database
ISI
SICI code
0277-6715(1994)13:15<1575:TCOCBO>2.0.ZU;2-G
Abstract
This paper is concerned with methods for choosing optimal treatment fo r particular patients; the central idea is that information contained in covariates may be useful for this kind of decision making. For each patient estimated conditional survivor functions for each mode of tre atment may be compared and the optimal treatment may be defined as the one providing higher predicted survival. Regression survival models f orm the basis for a pertinent statistical decision rule, and a procedu re for retrospective validation of such a rule is given. The usefulnes s of the proposed approach is illustrated with an application to the t reatment of patients with cancer of cervix uteri. The results of data analysis suggest that the choice of optimal treatment based on covaria te information is of considerable promise for practical use.