With competing risks failure time data, one often needs to assess the covariate effects on the cumulative incidence probabilities. Fine and Gray proposed a proportional hazards regression model to directly model the subdistribution of a competing risk. They developed the estimating procedure for right-censored competing risks data, based on the inverse probability of censoring weighting. Right-censored and left-truncated competing risks data sometimes occur in biomedical researches. In this paper, we study the proportional hazards regression model for the subdistribution of a competing risk with right-censored and left-truncated data. We adopt a new weighting technique to estimate the parameters in this model. We have derived the large sample properties of the proposed estimators. To illustrate the application of the new method, we analyze the failure time data for children with acute leukemia. In this example, the failure times for children who had bone marrow transplants were left truncated. Copyright (C) 2011 John Wiley & Sons, Ltd.
机构:
Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R ChinaShanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R China
Wang YiXin
Liu Peng
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Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R ChinaShanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R China
Liu Peng
Zhou Yong
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Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R China
Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R ChinaShanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R China
机构:
School of Statistics and Management, Shanghai University of Finance and EconomicsSchool of Statistics and Management, Shanghai University of Finance and Economics
WANG YiXin
LIU Peng
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Academy of Mathematics and Systems Science, Chinese Academy of SciencesSchool of Statistics and Management, Shanghai University of Finance and Economics
LIU Peng
ZHOU Yong
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School of Statistics and Management, Shanghai University of Finance and Economics
Academy of Mathematics and Systems Science, Chinese Academy of SciencesSchool of Statistics and Management, Shanghai University of Finance and Economics
机构:
Southern Methodist Univ, Dept Stat Sci, Dallas, TX USA
Univ Texas Southwestern Med Ctr Dallas, Dept Populat & Data Sci, Div Biostat, 5323 Harry Hines Blvd, Dallas, TX 75390 USASouthern Methodist Univ, Dept Stat Sci, Dallas, TX USA
Rong, Rong
Ning, Jing
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Univ Texas MD Anderson Canc Ctr, Dept Biostat, Houston, TX 77030 USASouthern Methodist Univ, Dept Stat Sci, Dallas, TX USA
Ning, Jing
Zhu, Hong
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Univ Texas Southwestern Med Ctr Dallas, Dept Populat & Data Sci, Div Biostat, 5323 Harry Hines Blvd, Dallas, TX 75390 USASouthern Methodist Univ, Dept Stat Sci, Dallas, TX USA