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    题名: Joint analysis of panel count and interval-censored data using distribution-free frailty analysis
    作者: CC, Wen;YH, Chen;CH, Tseng
    关键词: correlated data;joint model;recurrent event;semiparametric model;survival analysis
    日期: 2020-09-02
    上传时间: 2020-09-22 12:10:41 (UTC+8)
    摘要: We propose a joint analysis of recurrent and nonrecurrent event data subject to general types of interval censoring. The proposed analysis allows for general semiparametric models, including the Box–Cox transformation and inverse Box–Cox transformation models for the recurrent and nonrecurrent events, respectively. A frailty variable is used to account for the potential dependence between the recurrent and nonrecurrent event processes, while leaving the distribution of the frailty unspecified. We apply the pseudolikelihood for interval‐censored recurrent event data, usually termed as panel count data, and the sufficient likelihood for interval‐censored nonrecurrent event data by conditioning on the sufficient statistic for the frailty and using the working assumption of independence over examination times. Large sample theory and a computation procedure for the proposed analysis are established. We illustrate the proposed methodology by a joint analysis of the numbers of occurrences of basal cell carcinoma over time and time to the first recurrence of squamous cell carcinoma based on a skin cancer dataset, as well as a joint analysis of the numbers of adverse events and time to premature withdrawal from study medication based on a scleroderma lung disease dataset.
    關聯: Biometrical Journal 62(5), p.1164-1175
    DOI: 10.1002/bimj.201900134
    显示于类别:[數學學系暨研究所] 期刊論文

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