An augmented aging process in brain white matter in HIV

被引:34
作者
Kuhn, Taylor [1 ,2 ]
Kaufmann, Tobias [5 ,6 ]
Nhat Trung Doan [5 ,6 ]
Westlye, Lars T. [5 ,6 ,7 ]
Jones, Jacob [1 ,2 ]
Nunez, Rodolfo A. [1 ]
Bookheimer, Susan Y. [1 ,3 ]
Singer, Elyse J. [4 ]
Hinkin, Charles H. [1 ,2 ]
Thames, April D. [1 ,8 ]
机构
[1] Univ Calif Los Angeles, Dept Psychiat & Biobehav Sci, 740 Westwood Plaza,C8-746, Los Angeles, CA 90073 USA
[2] Vet Assoc Greater Los Angeles Healthcare Ctr, 11301 Wilshire Blvd, Los Angeles, CA 90049 USA
[3] Univ Calif Los Angeles, Tennenbaum Ctr Biol Creat, Dept Cognit Psychol, 635 Charles Young Dr S,260-M, Los Angeles, CA 90095 USA
[4] Univ Calif Los Angeles, Dept Neurol, 710 Westwood Plaza, Los Angeles, CA 90073 USA
[5] Univ Oslo, Oslo Univ Hosp, Div Mental Hlth & Addict, NORMENT,KG Jebsen Ctr Psychosis Res, Oslo, Norway
[6] Univ Oslo, Inst Clin Med, Oslo, Norway
[7] Univ Oslo, Dept Psychol, Oslo, Norway
[8] Univ Southern Calif, Dept Psychol, 3620 S McClintock Ave, Los Angeles, CA 90049 USA
基金
欧盟第七框架计划; 英国医学研究理事会; 英国生物技术与生命科学研究理事会;
关键词
cognitive aging; DTI; HIV; machine learning; neuropsychology/behavior; AGE; DISORDERS; LIFE; HYPERINTENSITIES; INFECTION; INTEGRITY; COGNITION;
D O I
10.1002/hbm.24019
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Objective: 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. Methods: HIV+ (n=70) and HIV-negative (HIV2, 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. Results: BAG was significantly higher in the HIV+ group than the HIV2 group F (1, 103) 512.408, p=.001). HIV RNA viral load was significantly associated with BAG, particularly in older HIV1 individuals (R-2 50.29, F(7, 70) 52.66, p=.021). Further, BAG was negatively correlated with domain-level cognitive function (learning: r=20.26, p=.008; memory: r=20.21, p=.034). Conclusions: HIV infection is associated with augmented white matter aging, and greater brain aging is associated with worse cognitive performance in multiple domains.
引用
收藏
页码:2532 / 2540
页数:9
相关论文
共 45 条
  • [21] The effects of HIV and aging on subcortical shape alterations: A 3D morphometric study
    Kuhn, Taylor
    Schonfeld, Daniel
    Sayegh, Philip
    Arentoft, Alyssa
    Jones, Jacob D.
    Hinkin, Charles H.
    Bookheimer, Susan Y.
    Thames, April D.
    [J]. HUMAN BRAIN MAPPING, 2017, 38 (02) : 1025 - 1037
  • [22] McMurtray Aaron, 2008, J Stroke Cerebrovasc Dis, V17, P212, DOI 10.1016/j.jstrokecerebrovasdis.2008.02.005
  • [23] Using CForest to Analyze Diffusion Tensor Imaging Data: A Study of White Matter Integrity in Healthy Aging
    McWhinney, Sean R.
    Tremblay, Antoine
    Chevalier, Therese M.
    Lim, Vanessa K.
    Newman, Aaron J.
    [J]. BRAIN CONNECTIVITY, 2016, 6 (10) : 747 - 758
  • [24] MORI S, 2005, MRI ATLAS HUMAN WHIT
  • [25] Prediction of individual subject's age across the human lifespan using diffusion tensor imaging: A machine learning approach
    Mwangi, Benson
    Hasan, Khader M.
    Soares, Jair C.
    [J]. NEUROIMAGE, 2013, 75 : 58 - 67
  • [26] Mapping white matter integrity in elderly people with HIV
    Nir, Talia M.
    Jahanshad, Neda
    Busovaca, Edgar
    Wendelken, Lauren
    Nicolas, Krista
    Thompson, Paul M.
    Valcour, Victor G.
    [J]. HUMAN BRAIN MAPPING, 2014, 35 (03) : 975 - 992
  • [27] REITAN R. M., 1958, PERCEPT MOT SKILLS, V8, P271
  • [28] White matter lesions and the cholinergic deficit in aging and mild cognitive impairment
    Richter, Nils
    Michel, Anne
    Onur, Oezguer A.
    Kracht, Lutz
    Dietlein, Markus
    Tittgemeyer, Marc
    Neumaier, Bernd
    Fink, Gereon R.
    Kukolja, Juraj
    [J]. NEUROBIOLOGY OF AGING, 2017, 53 : 27 - 35
  • [29] Acceleration of Age-Associated Methylation Patterns in HIV-1-Infected Adults
    Rickabaugh, Tammy M.
    Baxter, Ruth M.
    Sehl, Mary
    Sinsheimer, Janet S.
    Hultin, Patricia M.
    Hultin, Lance E.
    Quach, Austin
    Martnez-Maza, Otoniel
    Horvath, Steve
    Vilain, Eric
    Jamieson, Beth D.
    [J]. PLOS ONE, 2015, 10 (03):
  • [30] Co-Morbidities in Persons Infected with HIV: Increased Burden with Older Age and Negative Effects on Health-Related Quality of Life
    Rodriguez-Penney, Alan T.
    Iudicello, Jennifer E.
    Riggs, Patricia K.
    Doyle, Katie
    Ellis, Ronald J.
    Letendre, Scott L.
    Grant, Igor
    Woods, Steven Paul
    [J]. AIDS PATIENT CARE AND STDS, 2013, 27 (01) : 5 - 16