Department of Biostatistics, School of Public Health, Hamadan University of Medical Sciences, Hamadan, Iran.
Modeling of Noncommunicable Diseases Research Center, Hamadan University of Medical Sciences, Hamadan, Iran.
BMC Med Res Methodol. 2023 May 22;23(1):123. doi: 10.1186/s12874-023-01949-x.
HIV is one of the deadliest epidemics and one of the most critical global public health issues. Some are susceptible to die among people living with HIV and some survive longer. The aim of the present study is to use mixture cure models to estimate factors affecting short- and long-term survival of HIV patients.
The total sample size was 2170 HIV-infected people referred to the disease counseling centers in Kermanshah Province, in the west of Iran, from 1998 to 2019. A Semiparametric PH mixture cure model and a mixture cure frailty model were fitted to the data. Also, a comparison between these two models was performed.
Based on the results of the mixture cure frailty model, antiretroviral therapy, tuberculosis infection, history of imprisonment, and mode of HIV transmission influenced short-term survival time (p-value < 0.05). On the other hand, prison history, antiretroviral therapy, mode of HIV transmission, age, marital status, gender, and education were significantly associated with long-term survival (p-value < 0.05). The concordance criteria (K-index) value for the mixture cure frailty model was 0.65 whereas for the semiparametric PH mixture cure model was 0.62.
This study showed that the frailty mixture cure models is more suitable in the situation where the studied population consisted of two groups, susceptible and non-susceptible to the event of death. The people with a prison history, who received ART treatment, and contracted HIV through injection drug users survive longer. Health professionals should pay more attention to these findings in HIV prevention and treatment.
HIV 是一种致命的传染病,也是全球最关键的公共卫生问题之一。一些 HIV 感染者会死亡,而另一些则能存活更长时间。本研究旨在使用混合治愈模型来估计影响 HIV 患者短期和长期生存的因素。
总样本量为 2170 名于 1998 年至 2019 年期间在伊朗西部克尔曼沙阿省疾病咨询中心就诊的 HIV 感染者。对数据进行了半参数 PH 混合治愈模型和混合治愈脆弱性模型拟合,并对这两种模型进行了比较。
基于混合治愈脆弱性模型的结果,抗逆转录病毒治疗、结核感染、入狱史和 HIV 传播方式均影响短期生存时间(p 值<0.05)。另一方面,入狱史、抗逆转录病毒治疗、HIV 传播方式、年龄、婚姻状况、性别和教育程度与长期生存显著相关(p 值<0.05)。混合治愈脆弱性模型的一致性标准(K 指数)值为 0.65,而半参数 PH 混合治愈模型的 K 指数值为 0.62。
本研究表明,在研究人群分为易感性和不易感性两组的情况下,脆弱性混合治愈模型更适用。有入狱史、接受抗逆转录病毒治疗且通过注射吸毒者感染 HIV 的人存活时间更长。卫生专业人员在 HIV 预防和治疗中应更加关注这些发现。