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多变量方法分析围生期 HIV 感染儿童 5-11 岁时的脑代谢物水平的纵向变化。

Multivariate approach for longitudinal analysis of brain metabolite levels from ages 5-11 years in children with perinatal HIV infection.

机构信息

Department of Statistical Sciences, University of Cape Town, Private Bag X3, Rhodes Gift, 7707 Cape Town, South Africa; Biomedical Engineering Research Centre, Division of Biomedical Engineering, Department of Human Biology, University of Cape Town, South Africa.

Biomedical Engineering Research Centre, Division of Biomedical Engineering, Department of Human Biology, University of Cape Town, South Africa; Cape Universities Body Imaging Centre, Cape Town, South Africa; Neuroscience Institute, University of Cape Town, South Africa.

出版信息

Neuroimage. 2021 Aug 15;237:118101. doi: 10.1016/j.neuroimage.2021.118101. Epub 2021 May 4.

Abstract

Treatment guidelines recommend that children with perinatal HIV infection (PHIV) initiate antiretroviral therapy (ART) early in life and remain on it lifelong. As part of a longitudinal study examining the long-term consequences of PHIV and early ART on the developing brain, 89 PHIV children and a control group of 85 HIV uninfected children (HIV-) received neuroimaging at ages 5, 7, 9 and 11 years, including single voxel magnetic resonance spectroscopy (MRS) in three brain regions, namely the basal ganglia (BG), midfrontal gray matter (MFGM) and peritrigonal white matter (PWM). We analysed age-related changes in absolute metabolite concentrations using a multivariate approach traditionally applied to ecological data, the Correlated Response Model (CRM) and compared these to results obtained from a multilevel mixed effect modelling (MMEM) approach. Both approaches produce similar outcomes in relation to HIV status and age effects on longitudinal trajectories. Both methods found similar age-related increases in both PHIV and HIV- children in almost all metabolites across regions. We found significantly elevated GPC+PCh across regions (95% CI=[0.033; 0.105] in BG; 95% CI=[0.021; 0.099] in PWM; 95% CI=[0.059; 0.137] in MFGM) and elevated mI in MFGM (95% CI=[0.131; 0.407]) among children living with PHIV compared to HIV- children; additionally the CRM model also indicated elevated mI in BG (95% CI=[0.008; 0.248]). These findings suggest persistent inflammation across the brain in young children living with HIV despite early ART initiation.

摘要

治疗指南建议围产期感染艾滋病毒(PHIV)的儿童在生命早期开始接受抗逆转录病毒治疗(ART),并终生接受治疗。作为一项纵向研究的一部分,该研究旨在检查 PHIV 和早期 ART 对发育中大脑的长期影响,89 名 PHIV 儿童和 85 名未感染 HIV 的儿童(HIV-)对照组在 5 岁、7 岁、9 岁和 11 岁时接受了神经影像学检查,包括三个脑区的单体素磁共振波谱(MRS),即基底节(BG)、中前额灰质(MFGM)和周围白质(PWM)。我们使用传统应用于生态数据的多元方法,即相关反应模型(CRM),分析了与年龄相关的绝对代谢物浓度变化,并将这些结果与多层混合效应模型(MMEM)方法的结果进行了比较。这两种方法在 HIV 状态和年龄对纵向轨迹的影响方面都产生了类似的结果。两种方法都发现 PHIV 和 HIV-儿童在几乎所有区域的代谢物中都有相似的与年龄相关的增加。我们发现,在 PHIV 儿童和 HIV-儿童中,所有区域的 GPC+PCh 都显著升高(BG 的 95% CI=[0.033; 0.105];PWM 的 95% CI=[0.021; 0.099];MFGM 的 95% CI=[0.059; 0.137]),MFGM 中的 mI 也升高(95% CI=[0.131; 0.407]);此外,CRM 模型还表明 BG 中的 mI 升高(95% CI=[0.008; 0.248])。这些发现表明,尽管早期开始 ART,但 HIV 儿童的大脑仍存在持续的炎症。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b004/8295244/f486acae2a36/nihms-1723748-f0001.jpg

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