Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles, 740 Westwood Plaza, C8-746, Los Angeles, California, 90073.
Veterans Association Greater Los Angeles Healthcare Center, 11301 Wilshire Blvd, Los Angeles, California, 90049.
Hum Brain Mapp. 2018 Jun;39(6):2532-2540. doi: 10.1002/hbm.24019. Epub 2018 Feb 27.
HIV infection and aging are both associated with neurodegeneration. However, whether the aging process alone or other factors associated with advanced age account for the progression of neurodegeneration in the aging HIV-positive (HIV+) population remains unclear.
HIV+ (n = 70) and HIV-negative (HIV-, n = 34) participants underwent diffusion tensor imaging (DTI) and metrics of microstructural properties were extracted from regions of interest (ROIs). A support vector regression model was trained on two independent datasets of healthy adults across the adult life-span (n = 765, Cam-CAN = 588; UiO = 177) to predict participant age from DTI metrics, and applied to the HIV dataset. Predicted brain age gap (BAG) was computed as the difference between predicted age and chronological age, and statistically compared between HIV groups. Regressions assessed the relationship between BAG and HIV severity/medical comorbidities. Finally, correlation analyses tested for associations between BAG and cognitive performance.
BAG was significantly higher in the HIV+ group than the HIV- group F (1, 103) = 12.408, p = .001). HIV RNA viral load was significantly associated with BAG, particularly in older HIV+ individuals (R = 0.29, F(7, 70) = 2.66, p = .021). Further, BAG was negatively correlated with domain-level cognitive function (learning: r = -0.26, p = .008; memory: r = -0.21, p = .034).
HIV infection is associated with augmented white matter aging, and greater brain aging is associated with worse cognitive performance in multiple domains.
HIV 感染和衰老均与神经退行性变有关。然而,衰老过程本身或与高龄相关的其他因素是否导致 HIV 阳性(HIV+)人群的神经退行性变进展尚不清楚。
对 70 名 HIV+(HIV+)和 34 名 HIV-(HIV-)参与者进行弥散张量成像(DTI),并从感兴趣区(ROI)提取微观结构特性的度量值。使用跨越成人生命期的两个独立的健康成年人数据集(n=765,Cam-CAN=588;UiO=177)的支持向量回归模型来预测 DTI 指标的参与者年龄,并将其应用于 HIV 数据集。预测的大脑年龄差距(BAG)是通过计算预测年龄与实际年龄的差异得到的,并在 HIV 组之间进行了统计学比较。回归分析评估了 BAG 与 HIV 严重程度/合并症之间的关系。最后,相关性分析测试了 BAG 与认知表现之间的关联。
HIV+组的 BAG 明显高于 HIV-组(F(1,103)=12.408,p=0.001)。HIV RNA 病毒载量与 BAG 显著相关,尤其是在年龄较大的 HIV+个体中(R=0.29,F(7,70)=2.66,p=0.021)。此外,BAG 与域级认知功能呈负相关(学习:r=-0.26,p=0.008;记忆:r=-0.21,p=0.034)。
HIV 感染与白质老化加速有关,并且大脑老化程度与多个认知域的认知表现下降相关。