Factors Predicting Detrimental Change in Declarative Memory Among Women With HIV: A Study of Heterogeneity in Cognition

ObjectiveStatistical techniques used to study cognitive function in HIV typically yield normative estimates and can mask the heterogeneity in cognitive trajectories over time. We applied a novel statistical approach to identify clusters of individuals with distinct patterns of change in declarative...

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Main Authors: Kathryn C. Fitzgerald, Pauline M. Maki, Yanxun Xu, Wei Jin, Raha Dastgheyb, Dionna W. Williams, Gayle Springer, Kathryn Anastos, Deborah Gustafson, Amanda B. Spence, Adaora A. Adimora, Drenna Waldrop, David E. Vance, Hector Bolivar, Victor G. Valcour, Leah H. Rubin
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-10-01
Series:Frontiers in Psychology
Subjects:
HIV
Online Access:https://www.frontiersin.org/article/10.3389/fpsyg.2020.548521/full
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language English
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author Kathryn C. Fitzgerald
Pauline M. Maki
Yanxun Xu
Yanxun Xu
Wei Jin
Raha Dastgheyb
Dionna W. Williams
Dionna W. Williams
Gayle Springer
Kathryn Anastos
Deborah Gustafson
Amanda B. Spence
Adaora A. Adimora
Drenna Waldrop
David E. Vance
Hector Bolivar
Victor G. Valcour
Leah H. Rubin
Leah H. Rubin
Leah H. Rubin
spellingShingle Kathryn C. Fitzgerald
Pauline M. Maki
Yanxun Xu
Yanxun Xu
Wei Jin
Raha Dastgheyb
Dionna W. Williams
Dionna W. Williams
Gayle Springer
Kathryn Anastos
Deborah Gustafson
Amanda B. Spence
Adaora A. Adimora
Drenna Waldrop
David E. Vance
Hector Bolivar
Victor G. Valcour
Leah H. Rubin
Leah H. Rubin
Leah H. Rubin
Factors Predicting Detrimental Change in Declarative Memory Among Women With HIV: A Study of Heterogeneity in Cognition
Frontiers in Psychology
phenotyping
longitudinal
women
declarative memory
HIV
author_facet Kathryn C. Fitzgerald
Pauline M. Maki
Yanxun Xu
Yanxun Xu
Wei Jin
Raha Dastgheyb
Dionna W. Williams
Dionna W. Williams
Gayle Springer
Kathryn Anastos
Deborah Gustafson
Amanda B. Spence
Adaora A. Adimora
Drenna Waldrop
David E. Vance
Hector Bolivar
Victor G. Valcour
Leah H. Rubin
Leah H. Rubin
Leah H. Rubin
author_sort Kathryn C. Fitzgerald
title Factors Predicting Detrimental Change in Declarative Memory Among Women With HIV: A Study of Heterogeneity in Cognition
title_short Factors Predicting Detrimental Change in Declarative Memory Among Women With HIV: A Study of Heterogeneity in Cognition
title_full Factors Predicting Detrimental Change in Declarative Memory Among Women With HIV: A Study of Heterogeneity in Cognition
title_fullStr Factors Predicting Detrimental Change in Declarative Memory Among Women With HIV: A Study of Heterogeneity in Cognition
title_full_unstemmed Factors Predicting Detrimental Change in Declarative Memory Among Women With HIV: A Study of Heterogeneity in Cognition
title_sort factors predicting detrimental change in declarative memory among women with hiv: a study of heterogeneity in cognition
publisher Frontiers Media S.A.
series Frontiers in Psychology
issn 1664-1078
publishDate 2020-10-01
description ObjectiveStatistical techniques used to study cognitive function in HIV typically yield normative estimates and can mask the heterogeneity in cognitive trajectories over time. We applied a novel statistical approach to identify clusters of individuals with distinct patterns of change in declarative memory in HIV-seropositive (HIV+) and HIV-seronegative (HIV−) women.Methods1731 women from the Women’s Interagency HIV Study, a multi-center, prospective cohort study, completed the Hopkins Verbal Learning Test-Revised (HLVT-R) at >2 visits. To derive subgroups with similar patterns of decline by HIV-serostatus, we used a mixed-effects framework that modeled the trajectory of multiple declarative memory outcomes over time, while simultaneously clustering individuals.ResultsOf the 1731 participants, 1149 were HIV+ (70% Black/African American [AA]; 30% White/Other [W/O]) and 582 were HIV− (68% AA; 32% W/O). Race stratification was necessary to optimize clustering. Among HIV+AA’s, four subgroups emerged: a subgroup with minimal decline, two with accelerated decline, and one with stable but low performance. In HIV− AA, three subgroups emerged: one with minimal decline and two with accelerated decline. In multivariable-adjusted models among HIV+, individuals with accelerated decline were less educated (P < 0.001) and more likely to have a history of depression (P < 0.001) versus those with minimal decline. Similar subgroups were identified in W/O HIV+ and W/O HIV− participants.ConclusionWe identified clinically meaningful subgroups of women with distinct phenotypes of declarative memory decline, which depend on race and HIV-serostatus using a data driven approach. Identification of underlying mechanisms and risk factors contributing to the observed differences are warranted. More broadly our modeling approach could be other populations to identify risk factors for accelerated cognitive decline and to personalize interventions.
topic phenotyping
longitudinal
women
declarative memory
HIV
url https://www.frontiersin.org/article/10.3389/fpsyg.2020.548521/full
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spelling doaj-c1a758a666dd440e9319b7149db9f68a2020-11-25T02:26:25ZengFrontiers Media S.A.Frontiers in Psychology1664-10782020-10-011110.3389/fpsyg.2020.548521548521Factors Predicting Detrimental Change in Declarative Memory Among Women With HIV: A Study of Heterogeneity in CognitionKathryn C. Fitzgerald0Pauline M. Maki1Yanxun Xu2Yanxun Xu3Wei Jin4Raha Dastgheyb5Dionna W. Williams6Dionna W. Williams7Gayle Springer8Kathryn Anastos9Deborah Gustafson10Amanda B. Spence11Adaora A. Adimora12Drenna Waldrop13David E. Vance14Hector Bolivar15Victor G. Valcour16Leah H. Rubin17Leah H. Rubin18Leah H. Rubin19Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, United StatesDepartments of Psychiatry and Psychology, University of Illinois at Chicago, Chicago, IL, United StatesDepartment of Applied Mathematics and Statistics, Johns Hopkins University, Baltimore, MD, United StatesDivision of Biostatistics and Bioinformatics, The Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, United StatesDepartment of Applied Mathematics and Statistics, Johns Hopkins University, Baltimore, MD, United StatesDepartment of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, United StatesDepartment of Molecular and Comparative Pathobiology, Johns Hopkins University School of Medicine, Baltimore, MD, United StatesDivision of Clinical Pharmacology, Johns Hopkins University School of Medicine, Baltimore, MD, United StatesDepartment of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United StatesAlbert Einstein College of Medicine and Montefiore Medical Center, Bronx, NY, United StatesDepartment of Neurology, SUNY Downstate Medical Center, Brooklyn, NY, United States0Division of Infectious Diseases, Georgetown University Medical Center, Washington, DC, United States1Division of Infectious Diseases, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States2Nell Hodgson Woodruff School of Nursing, Emory University, Atlanta, GA, United States3School of Nursing, University of Alabama at Birmingham, Birmingham, AL, United States4University of Miami Miller School of Medicine, Miami, FL, United States5Memory and Aging Center, Department of Neurology, University of California, San Francisco, San Francisco, CA, United StatesDepartment of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, United StatesDepartment of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States6Department of Psychiatry, Johns Hopkins University School of Medicine, Baltimore, MD, United StatesObjectiveStatistical techniques used to study cognitive function in HIV typically yield normative estimates and can mask the heterogeneity in cognitive trajectories over time. We applied a novel statistical approach to identify clusters of individuals with distinct patterns of change in declarative memory in HIV-seropositive (HIV+) and HIV-seronegative (HIV−) women.Methods1731 women from the Women’s Interagency HIV Study, a multi-center, prospective cohort study, completed the Hopkins Verbal Learning Test-Revised (HLVT-R) at >2 visits. To derive subgroups with similar patterns of decline by HIV-serostatus, we used a mixed-effects framework that modeled the trajectory of multiple declarative memory outcomes over time, while simultaneously clustering individuals.ResultsOf the 1731 participants, 1149 were HIV+ (70% Black/African American [AA]; 30% White/Other [W/O]) and 582 were HIV− (68% AA; 32% W/O). Race stratification was necessary to optimize clustering. Among HIV+AA’s, four subgroups emerged: a subgroup with minimal decline, two with accelerated decline, and one with stable but low performance. In HIV− AA, three subgroups emerged: one with minimal decline and two with accelerated decline. In multivariable-adjusted models among HIV+, individuals with accelerated decline were less educated (P < 0.001) and more likely to have a history of depression (P < 0.001) versus those with minimal decline. Similar subgroups were identified in W/O HIV+ and W/O HIV− participants.ConclusionWe identified clinically meaningful subgroups of women with distinct phenotypes of declarative memory decline, which depend on race and HIV-serostatus using a data driven approach. Identification of underlying mechanisms and risk factors contributing to the observed differences are warranted. More broadly our modeling approach could be other populations to identify risk factors for accelerated cognitive decline and to personalize interventions.https://www.frontiersin.org/article/10.3389/fpsyg.2020.548521/fullphenotypinglongitudinalwomendeclarative memoryHIV