接受抗逆转录病毒治疗的HIV感染患者CD4细胞计数与生存分析之间关系的联合建模,Gweru,津巴布韦

C. F
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引用次数: 0

摘要

本研究的主要目的是应用联合建模技术来评估cd4细胞计数与津巴布韦Gweru抗逆转录病毒治疗患者生存之间的关系。Cox比例风险模型主要用于观察时变协变量真实值时的生存数据建模。然而,大多数这些测量都是有误差的,为了避免这个问题,测量是纵向进行的,以减少在Cox比例风险模型中使用这些观察到的测量造成的偏差。方法:对Gweru地区2006 - 2010年ART队列数据进行二次数据分析。采用联合纵向生存模型确定CD4细胞计数与患者生存时间之间的关系。采用混合线性回归模型确定影响cd4细胞变化的因素,采用Cox比例风险模型确定与ART患者生存相关的因素。共享参数用于确定cd4细胞计数与ART患者生存之间的关系。结果:性别对生存率的直接影响为-0.003 (95% CI: -001, -0.002)。此外,观察到高度负相关-9.48 (95% CI: -11.7, -7.23),表明与男性患者相比,高水平lncd4的女性患者死亡风险降低。ART患者的居住地对生存率有显著的直接影响-0.66 (95% CI: -0.01, 0.003)。还有一个高度负的显著关联-10.0 (95% CI: -12.4, -7.67),表明城市地区和cd4细胞计数高的患者与农村地区患者相比,死亡风险降低。年龄对生存有直接影响,因为当我们从一个年龄组转移到另一个年龄组时,死亡的危险会增加。观察到高度负相关-9.4 (95% CI: -11.6, -7.17),表明随着年龄组的下降,高lncd4患者的死亡风险降低。
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Joint Modelling of the Relationship between CD4 Cell Count and Survival Analysis of HIV Infected Patients Receiving Antiretroviral Therapy, Gweru, Zimbabwe
Introduction: The main objective of this research is to apply joint modelling technique to assess the relationship between cd4 cell count and survival of ART patients in Gweru, Zimbabwe. The Cox proportional hazards model is mainly used in modelling survival data when the true values of the time-varying covariates are observed. However, most of these measurements are observed with error and to circumvent this problem, measurements are taken longitudinally to reduce the bias caused using such observed measurements in the Cox proportional hazards models. Methods: We conducted secondary data analysis on the Gweru district ART cohort data for the period 2006 to 2010. The association between CD4 cell count and survival time of the patient was determined using a joint longitudinal-survival model. The factors that affected cd4 cell changes were determined using mixed linear regression model and factors associated with survival of ART patients was determined using a Cox proportional hazard model. Shared parameters were used to determine the association between cd4 cell count and survival of the ART patient. Results: A statistically significant direct effect of gender on survival was observed -0.003 (95% CI: -001, -0.002). Also, a highly negative significant association was observed -9.48 (95% CI: -11.7, -7.23), indicating that female patients with high levels of lncd4 had reduced hazard of death compared to male patients. Place of residents of the ART patient had a significant direct effect on survival -0.66 (95% CI: -0.01, 0.003). There is also a highly negative significant association -10.0 (95% CI: -12.4, -7.67), indicating that patients in urban areas and with high lncd4 cell counts had a reduced hazard of death compared to patients in rural areas. Age had a direct effect on survival as the hazard of death increases as we move from one age group to another. A highly negative significant association was observed -9.4 (95% CI: -11.6, -7.17) indicating that the hazard of death for patients with high lncd4 decreases as we move down the age groups.
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