A joint frailty model provides for risk stratification of human immunodeficiency virus-infected patients based on unobserved heterogeneity

被引:3
|
作者
Jung, Tae Hyun [1 ]
Kyriakides, Tassos [1 ,2 ]
Holodniy, Mark [3 ,4 ]
Esserman, Denise [1 ]
Peduzzi, Peter [1 ,2 ]
机构
[1] Yale Sch Publ Hlth, Dept Biostat, Yale Ctr Analyt Sci, 300 George St, New Haven, CT 06520 USA
[2] VA Connecticut Healthcare Syst, VA Cooperat Studies Program Coordinating Ctr, 950 Campbell Ave, West Haven, CT 06516 USA
[3] VA Palo Alto Hlth Care Syst, 3801 Miranda Ave, Palo Alto, CA 94304 USA
[4] Stanford Univ, Sch Med, Div Infect Dis & Geog Med, 300 Pasteur Dr, Stanford, CA 94305 USA
基金
美国国家卫生研究院;
关键词
Recurring AIDS-defining event; Semicompeting risk of death; Joint frailty model; Frailty risk stratification; OPTIMA trial; RECURRENT EVENTS; COMPETING RISK; HIV-INFECTION; MORTALITY; BIOMARKER; DESIGN; INDEX; DEATH;
D O I
10.1016/j.jclinepi.2018.02.007
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Objectives: To investigate the association between recurrent AIDS-defining events and a semicompeting risk of death in patients with advanced, multidrug-resistant human immunodeficiency virus infection and to identify individuals at increased risk for these events using a joint frailty model. Study Design and Setting: Three hundred sixty-eight patients with antiretroviral treatment failure in the Options in Management of Antiretrovirals Trial randomized to two antiretroviral treatment strategies using a 2 x 2 factorial design, intensive vs. standard and interruption vs. continuation, and followed for development of AIDS-defining events and death. Results: Participants were heterogeneous for risk of AIDS-defining events and death (P < 0.001), and AIDS-defining events were strongly associated with death (P < 0.001), irrespective of treatment. The frailty model was used to classify individuals into high- and low-risk groups based on unobserved heterogeneity. Low-risk individuals were unlikely to die (0%) or have an AIDS-defining event ( < 4%), whereas high-risk individuals had event rates approaching 70%. About one-third of high-risk individuals had accelerated mortality, all who died before experiencing an AIDS-defining event. High-risk was associated with being immunocompromised and higher predicted 5-year mortality. Conclusion: The joint frailty model permits classification of individuals into risk groups based on unobserved heterogeneity that may be identifiable based on observed covariates, providing advantages over the traditional Cox model. (C) 2018 Elsevier Inc. All rights reserved.
引用
收藏
页码:16 / 23
页数:8
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