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使用基于事件的脆弱模型的贝叶斯方法识别精神分裂症患者复发时间的一些风险因素。

Identifying Some Risk Factors of Time to Relapses in Schizophrenic Patients using Bayesian Approach with Event-Dependent Frailty Model.

作者信息

Rahmati Maryam, Rahgozar Mehdi, Fadaei Farbod, Bakhshi Enayatollah, Cheraghi Leila

机构信息

Department of Biostatistics, University of Social Welfare and Rehabilitation Sciences, Tehran, Iran.

Department of Psychiatry, University of Social Welfare and Rehabilitation Sciences, Tehran, Iran.

出版信息

Iran J Psychiatry. 2015 Apr;10(2):123-7.

Abstract

OBJECTIVES

Schizophrenia patients often experience relapses once and even more with no limit on number of relapses. The time among relapses are rarely considered in studies. The aim of this study was to identify some risk factors of time to elapses in schizophrenic patients with recurrent events model in survival analysis.

METHODS

In a retrospective longitudinal study, the medical records of 159 schizophrenic patients who referred to Razi hospital in Tehran from 2003 to 2005 were conveniently sampled, investigated and followed until the end of 2009. The time to recurrent relapses were considered in weeks. The patients with at least one relapse in this duration were included in the study. Event-dependent frailty model, using Bayesian approach, was applied to fit the data and identify the risk factors of time to relapses.

RESULTS

In this recurrent failure time model, the effects of age of onset (95% CI = (0.058, 0.086)), gender (95% CI = (0.146, 0.686)), marital status (95% CI = (0.475, 0.965)) and family history (95% CI = (0.115, 0.543)) were significant on the hazard time to relapses. According to the credible interval of frailty variance, elapsed time to relapse is dependent on patients' characteristics (95% CI = (0.084, 0.369)). Subsequent relapses are likely to be influenced by the occurrence of the first relapse, too (95% CI = (2.504, 3.079)), with decreasing hazard of time to relapse.

CONCLUSIONS

Subsequent relapses are likely dependent on the first and previous relapses. Age of onset, gender, marital status and family history are important risk factors influencing hazard of time to relapses. More studies are required to clear out the effect of other covariates with this model.

摘要

目的

精神分裂症患者常经历一次或多次复发,复发次数无限制。以往研究很少考虑复发间隔时间。本研究旨在通过生存分析中的复发事件模型,识别精神分裂症患者复发间隔时间的一些危险因素。

方法

在一项回顾性纵向研究中,便利抽样选取了2003年至2005年转诊至德黑兰拉齐医院的159例精神分裂症患者的病历,进行调查并随访至2009年底。复发间隔时间以周为单位。该时间段内至少有一次复发的患者纳入研究。采用贝叶斯方法的事件依赖脆弱模型用于拟合数据并识别复发间隔时间的危险因素。

结果

在这个复发失败时间模型中,发病年龄(95%可信区间=(0.058, 0.086))、性别(95%可信区间=(0.146, 0.686))、婚姻状况(95%可信区间=(0.475, 0.965))和家族史(95%可信区间=(0.115, 0.543))对复发危险时间有显著影响。根据脆弱方差的可信区间,复发间隔时间取决于患者特征(95%可信区间=(0.084, 0.369))。随后的复发也可能受首次复发的影响(95%可信区间=(2.504, 3.079)),复发危险时间降低。

结论

随后的复发可能依赖于首次及先前的复发。发病年龄、性别、婚姻状况和家族史是影响复发间隔时间危险的重要危险因素。需要更多研究来明确该模型中其他协变量的作用。

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