Joint modeling of longitudinal CD4 count data and time to first occurrence of composite outcome

IF 1.9 Q3 INFECTIOUS DISEASES
Abdul-Karim Iddrisu , Wahab Abdul Iddrisu , Abu Sambor Gambedu Azomyan , Freedom Gumedze
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Abstract

In this study, we jointly modeled longitudinal CD4 count data and survival outcome (time-to-first occurrence of composite outcome of death, cardiac tamponade or constriction) in other to investigate the effects of Mycobacterium indicus pranii immunotherapy and the CD4 count measurements on the hazard of the composite outcome among patients with HIV and tuberculous (TB) pericarditis. In this joint modeling framework, the models for longitudinal and the survival data are linked by an association structure. The association structure represents the hazard of the event for 1-unit increase in the longitudinal measurement. Models fitting and parameter estimation were carried out using R version 4.2.3. The association structure that represents the strength of the association between the hazard for an event at time point j and the area under the longitudinal trajectory up to the same time j provides the best fit. We found that 1-unit increase in CD4 count results in 2 % significant reduction in the hazard of the composite outcome. Among HIV and TB pericarditis individuals, the hazard of the composite outcome does not differ between of M.indicus pranii versus placebo. Application of joint models to investigate the effect of M.indicus pranii on the hazard of the composite outcome is limited. Hence, this study provides information on the effect of M.indicus pranii on the hazard of the composite outcome among HIV and TB pericarditis patients.

纵向 CD4 细胞计数数据与首次出现综合结果时间的联合建模
在本研究中,我们对纵向 CD4 细胞计数数据和生存结果(死亡、心脏填塞或缩窄等综合结果的首次发生时间)进行了联合建模,以研究indic pranii 分枝杆菌免疫疗法和 CD4 细胞计数测量值对 HIV 和结核性(TB)心包炎患者中综合结果的危险性的影响。在这一联合建模框架中,纵向数据模型和生存数据模型由关联结构连接。关联结构表示纵向测量值增加 1 个单位时的事件危险度。模型拟合和参数估计使用 R 4.2.3 版本进行。关联结构表示事件在时间点 j 的危害与截至同一时间 j 的纵向轨迹下面积之间的关联强度,该结构的拟合效果最佳。我们发现,CD4 细胞数每增加 1 个单位,综合结果的危险性就会显著降低 2%。在艾滋病病毒感染者和结核性心包炎患者中,M.indicus pranii 和安慰剂对综合结果的影响没有差异。应用联合模型来研究 M.indicus pranii 对综合结果危险度的影响是有限的。因此,本研究提供了有关糙米茴芹对艾滋病和结核性心包炎患者综合结果危险性的影响的信息。
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来源期刊
Journal of Clinical Tuberculosis and Other Mycobacterial Diseases
Journal of Clinical Tuberculosis and Other Mycobacterial Diseases Medicine-Pulmonary and Respiratory Medicine
CiteScore
4.00
自引率
5.00%
发文量
44
审稿时长
30 weeks
期刊介绍: Journal of Clinical Tuberculosis and Mycobacterial Diseases aims to provide a forum for clinically relevant articles on all aspects of tuberculosis and other mycobacterial infections, including (but not limited to) epidemiology, clinical investigation, transmission, diagnosis, treatment, drug-resistance and public policy, and encourages the submission of clinical studies, thematic reviews and case reports. Journal of Clinical Tuberculosis and Mycobacterial Diseases is an Open Access publication.
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