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Expanded renal transplantation: a competing risk model approach

机译:扩大的肾移植:竞争性风险模型方法

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Multi-state models (MSMs) are useful to analyze survival data when, besides the event of main interest, one or more intermediate states of the individual are identified. These models take the several existing states and the possible transitions among them into account. At the same time, covariate effects on each transition intensity may be investigated separately and, therefore, MSMs are more flexible than the standard Cox proportional hazards model. In this work, we use MSMs to investigate the impact of the quality of a transplanted kidney for a group of patients at the Hospital Universitario Central de Asturias. Specifically, we use an illness-death model to study the evolution of patients with kidney disease who received a renal transplant after a dialysis period. The intermediate state is defined as the failure of the received organ, while the terminating state is the death of the patient. In order to increase the potential number of organs available for transplant, the standards of quality for the transplanted kidneys were relaxed (the new criteria are labeled expanded criteria), and these expanded kidneys' were transplanted in appropriate candidates (older patients, with higher prevalence of diabetes mellitus). Results suggest that the expanded kidneys have a minor effect on survival, while both the kidney mortality and the risk of death increase with the patient's age and the serum creatinine and serum hemoglobin levels.
机译:当除了主要关注的事件之外,还可以识别个体的一个或多个中间状态时,多状态模型(MSM)可用于分析生存数据。这些模型考虑了几种现有状态以及它们之间可能的过渡。同时,可以分别研究每个过渡强度对协变量的影响,因此,MSM比标准Cox比例风险模型更灵活。在这项工作中,我们使用MSM来调查阿斯图里亚斯中央大学医院的一组患者的肾脏移植质量。具体来说,我们使用疾病死亡模型研究透析期后接受肾移植的肾脏疾病患者的演变。中间状态定义为接收器官的衰竭,而终止状态是患者的死亡。为了增加潜在的可移植器官数量,放宽了移植肾脏的质量标准(新标准标记为扩展标准),并将这些扩展的肾脏移植到合适的候选对象中(年龄较大,患病率较高的患者)糖尿病)。结果表明,扩张的肾脏对生存的影响较小,而肾脏死亡率和死亡风险均随患者年龄,血清肌酐和血红蛋白水平的升高而增加。

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