On the Restricted Mean Survival Time Curve in Survival Analysis

被引:194
作者
Zhao, Lihui [1 ]
Claggett, Brian [2 ]
Tian, Lu [3 ]
Uno, Hajime [4 ]
Pfeffer, Marc A. [2 ]
Solomon, Scott D. [2 ]
Trippa, Lorenzo [5 ,6 ]
Wei, L. J. [6 ]
机构
[1] Northwestern Univ, Dept Prevent Med, Chicago, IL 60611 USA
[2] Harvard Univ, Sch Med, Brigham & Womens Hosp, Div Cardiovasc Med, Boston, MA 02115 USA
[3] Stanford Univ, Dept Hlth Res & Policy, Stanford, CA 94305 USA
[4] Dana Farber Canc Inst, Dept Med Oncol, Boston, MA 02115 USA
[5] Dana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02115 USA
[6] Harvard Univ, Dept Biostat, Boston, MA 02115 USA
关键词
Equivalence/noninferiority study; Gaussian process; Martingale; Simultaneous confidence band; Survival function; CENSORED-DATA; COX MODEL; DIFFERENCE; ESTIMATOR; FAILURE; HAZARDS; LINE;
D O I
10.1111/biom.12384
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
For a study with an event time as the endpoint, its survival function contains all the information regarding the temporal, stochastic profile of this outcome variable. The survival probability at a specific time point, say t, however, does not transparently capture the temporal profile of this endpoint up to t. An alternative is to use the restricted mean survival time (RMST) at time t to summarize the profile. The RMST is the mean survival time of all subjects in the study population followed up to t, and is simply the area under the survival curve up to t. The advantages of using such a quantification over the survival rate have been discussed in the setting of a fixed-time analysis. In this article, we generalize this approach by considering a curve based on the RMST over time as an alternative summary to the survival function. Inference, for instance, based on simultaneous confidence bands for a single RMST curve and also the difference between two RMST curves are proposed. The latter is informative for evaluating two groups under an equivalence or noninferiority setting, and quantifies the difference of two groups in a time scale. The proposal is illustrated with the data from two clinical trials, one from oncology and the other from cardiology.
引用
收藏
页码:215 / 221
页数:7
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