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Modeling the trajectory of CD4 cell count and its effect on the risk of AIDS progression and TB infection among HIV-infected patients using a joint model of competing risks and longitudinal ordinal data

机译:利用竞争风险和纵向数据的联合模型建模CD4细胞计数的轨迹及其对艾滋病毒进展和TB感染风险的影响

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Background: This study was conducted to better understand the influence of prognostic factors and the trend of CD4 cell count on the risk of progression to acquired immunodeficiency syndrome (AIDS) and tuberculosis (TB) infection among patients with human immunodeficiency virus (HIV) in a developing country. Methods: The information of 1530 HIV-infected patients admitted in Behavioral Diseases Counseling Centers, Tehran, Iran, (2004-2014) was analyzed in this study. A joint model of ordinal longitudinal outcome and competing events is used to model longitudinal measurements of CD4 cell count and the risk of TB-infection and AIDS-progression among HIV patients, simultaneously. Results: The results revealed that the trend of CD4 cell count had a significant association with the risk of TB-infection and AIDS-progression (p0.001). Higher ages (p0.001), the history of being in prison (p=0.013), receiving antiretroviral therapy (ART) (p0.001) and isoniazid preventive therapy (IPT) (p0.001) were associated with the positive trend of CD4 cell count. Higher ages were also associated with higher risks of TB (p0.001) and AIDS-progression (p0.001). Furthermore, ART (p=.0009) and IPT (p0.001) were associated with a lower risk of TB-infection. In addition, ART (p0.001) was associated with a lower risk of AIDS-progression. Moreover, individuals being imprisoned (p=0.001) and abusing alcohol (p=0.012) were more likely to have TB-co-infection. Conclusions: The used joint model provided a flexible framework for simultaneous studying of the effects of covariates on the level of CD4 cell count and the risk of progression to TB and AIDS. This model also assessed the effect of CD4 trajectory on the hazards of competing events.
机译:背景:该研究进行了更好地了解预后因素的影响和CD4细胞的趋势对人类免疫缺陷病毒(HIV)中获得免疫缺陷综合征(艾滋病)和结核病(TB)感染的进展的风险发展中国家。方法:在本研究中分析了德黑兰助理咨询中心1530名艾滋病毒感染患者的信息,伊朗德黑兰(2004-2014)分析。序数纵向结果和竞争事件的联合模型用于模拟CD4细胞计数的纵向测量和同时HIV患者的TB感染和艾滋病的风险。结果:结果表明,CD4细胞计数的趋势与TB感染和艾滋病进展的风险有显着关系(P <0.001)。更高的年龄(P <0.001),入狱的历史(p = 0.013),接受抗逆转录病毒治疗(第p <0.001)和异喹啉预防治疗(IPT)(p <0.001)与积极趋势有关CD4细胞计数。较高的年龄也与Tb的风险较高(P <0.001)和艾滋病进展(P <0.001)相关。此外,技术(P = .0009)和IPT(P <0.001)与TB感染的风险较低有关。此外,技术(P <0.001)与艾滋病进展的风险较低有关。此外,被监禁的个体(p = 0.001)和滥用醇(p = 0.012)更可能具有Tb-Cofection。结论:二手联合模型提供了一种灵活的框架,用于同时研究协变量对CD4细胞计数水平的影响以及对TB和艾滋病的进展风险。该模型还评估了CD4轨迹对竞争事件危害的影响。

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