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Heterogeneity in neurocognitive change trajectories among people with HIV starting antiretroviral therapy in Rakai, Uganda

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Abstract

Considerable heterogeneity exists in patterns of neurocognitive change in people with HIV (PWH). We examined heterogeneity in neurocognitive change trajectories from HIV diagnosis to 1–2 years post-antiretroviral therapy (ART). In an observational cohort study in Rakai, Uganda, 312 PWH completed a neuropsychological (NP) test battery at two-time points (ART-naïve, 1–2 years post-ART initiation). All NP outcomes were used in a latent profile analysis to identify subgroups of PWH with similar ART-related neurocognitive change profiles. In a subset, we examined subgroup differences pre-ART on cytokine and neurodegenerative biomarkers CSF levels. We identified four ART-related change subgroups: (1) decline-only (learning, memory, fluency, processing speed, and attention measures), (2) mixed (improvements in learning and memory but declines in attention and executive function measures), (3) no-change, or (4) improvement-only (learning, memory, and attention measures). ART-related NP outcomes that are most likely to change included learning, memory, and attention. Motor function measures were unchanged. Subgroups differed on eight of 34 pre-ART biomarker levels including interleukin (IL)-1β, IL-6, IL-13, interferon-γ, macrophage inflammatory protein-1β, matrix metalloproteinase (MMP)-3, MMP-10, and platelet-derived growth factor-AA. The improvement-only and mixed subgroups showed lower levels on these markers versus the no-change subgroup. These findings provide support for the need to disentangle heterogeneity in ART-related neurocognitive changes, to focus on higher-order cognitive processes (learning, memory, attention) as they were most malleable to change, and to better understand why motor function remained unchanged despite ART treatment. Group differences in pre-ART CSF levels provide preliminary evidence of biological plausibility of neurocognitive phenotyping.

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References

  • Abassi M, Morawski BM, Nakigozi G, Nakasujja N, Kong X, Meya DB, Robertson K, Gray R, Wawer MJ, Sacktor N, Boulware DR (2017) Cerebrospinal fluid biomarkers and HIV-associated neurocognitive disorders in HIV-infected individuals in Rakai, Uganda. J Neuro-Oncol 23:369–375

    CAS  Google Scholar 

  • Al-Khindi T, Zakzanis KK, van Gorp WG (2011) Does antiretroviral therapy improve HIV-associated cognitive impairment? A quantitative review of the literature. J Int Neuropsychol Soc 17:956–969

    Article  PubMed  Google Scholar 

  • Ances BM, Ortega M, Vaida F, Heaps J, Paul R (2012) Independent effects of HIV, aging, and HAART on brain volumetric measures. J Acquir Immune Defic Syndr 59:469–477

    Article  PubMed  PubMed Central  Google Scholar 

  • Anderson E, Zink W, Xiong H, Gendelman HE (2002) HIV-1-associated dementia: a metabolic encephalopathy perpetrated by virus-infected and immune-competent mononuclear phagocytes. J Acquir Immune Defic Syndr 31(Suppl 2):S43–S54

    Article  CAS  PubMed  Google Scholar 

  • Antinori A, Arendt G, Becker JT, Brew BJ, Byrd DA, Cherner M, Clifford DB, Cinque P, Epstein LG, Goodkin K, Gisslen M, Grant I, Heaton RK, Joseph J, Marder K, Marra CM, McArthur JC, Nunn M, Price RW, Pulliam L, Robertson KR, Sacktor N, Valcour V, Wojna VE (2007) Updated research nosology for HIV-associated neurocognitive disorders. Neurology 69:1789–1799

    Article  CAS  PubMed  Google Scholar 

  • Avalos CR, Abreu CM, Queen SE, Li M, Price S, Shirk EN, Engle EL, Forsyth E, Bullock BT, Mac Gabhann F, Wietgrefe SW, Haase AT, Zink MC, Mankowski JL, Clements JE, Gama L (2017) Brain macrophages in simian immunodeficiency virus-infected, antiretroviral-suppressed macaques: a functional latent reservoir. MBio 8(4):e01186–17

  • Beglinger LJ, Gaydos B, Tangphao-Daniels O, Duff K, Kareken DA, Crawford J, Fastenau PS, Siemers ER (2005) Practice effects and the use of alternate forms in serial neuropsychological testing. Arch Clin Neuropsychol 20:517–529

    Article  PubMed  Google Scholar 

  • Benedict RH, Zgaljardic DJ (1998) Practice effects during repeated administrations of memory tests with and without alternate forms. J Clin Exp Neuropsychol 20:339–352

    Article  CAS  PubMed  Google Scholar 

  • Bolton P, Wilk CM, Ndogoni L (2004) Assessment of depression prevalence in rural Uganda using symptom and function criteria. Soc Psychiatry Psychiatr Epidemiol 39:442–447

    Article  PubMed  Google Scholar 

  • Brouillette MJ, Yuen T, Fellows LK, Cysique LA, Heaton RK, Mayo NE (2016) Identifying neurocognitive decline at 36 months among HIV-positive participants in the CHARTER cohort using group-based trajectory analysis. PLoS One 11:e0155766

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Burdo TH, Lackner A, Williams KC (2013a) Monocyte/macrophages and their role in HIV neuropathogenesis. Immunol Rev 254:102–113

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Burdo TH, Weiffenbach A, Woods SP, Letendre S, Ellis RJ, Williams KC (2013b) Elevated sCD163 in plasma but not cerebrospinal fluid is a marker of neurocognitive impairment in HIV infection. AIDS 27:1387–1395

    Article  CAS  PubMed  Google Scholar 

  • Burger D, van der Heiden I, la Porte C, van der Ende M, Groeneveld P, Richter C, Koopmans P, Kroon F, Sprenger H, Lindemans J, Schenk P, van Schaik R (2006) Interpatient variability in the pharmacokinetics of the HIV non-nucleoside reverse transcriptase inhibitor efavirenz: the effect of gender, race, and CYP2B6 polymorphism. Br J Clin Pharmacol 61:148–154

    Article  CAS  PubMed  Google Scholar 

  • Busch AM, Wagener TL, Gregor KL, Ring KT, Borrelli B (2011) Utilizing reliable and clinically significant change criteria to assess for the development of depression during smoking cessation treatment: the importance of tracking idiographic change. Addict Behav 36:1228–1232

    Article  PubMed  PubMed Central  Google Scholar 

  • Busch RM, Lineweaver TT, Ferguson L, Haut JS (2015) Reliable change indices and standardized regression-based change score norms for evaluating neuropsychological change in children with epilepsy. Epilepsy Behav 47:45–54

    Article  PubMed  PubMed Central  Google Scholar 

  • Chelune GJ, Naugle RI, Luders H, Sedlak J, AI A (1993) Individual change after epilepsy surgery: practice effects and base-rate information. Neuropsychology 7:41–52

    Article  Google Scholar 

  • Coughlin JM, Wang Y, Ma S, Yue C, Kim PK, Adams AV, Roosa HV, Gage KL, Stathis M, Rais R, Rojas C, McGlothan JL, Watkins CC, Sacktor N, Guilarte TR, Zhou Y, Sawa A, Slusher BS, Caffo B, Kassiou M, Endres CJ, Pomper MG (2014) Regional brain distribution of translocator protein using [(11)C]DPA-713 PET in individuals infected with HIV. J Neuro-Oncol 20:219–232

    CAS  Google Scholar 

  • Cummins NW, Neuhaus J, Chu H, Neaton J, Wyen C, Rockstroh JK, Skiest DJ, Boyd MA, Khoo S, Rotger M, Telenti A, Weinshilboum R, Badley AD, Group IS (2015) Investigation of efavirenz discontinuation in multi-ethnic populations of HIV-positive individuals by genetic analysis. EBioMedicine 2:706–712

    Article  PubMed  PubMed Central  Google Scholar 

  • Cysique LA, Vaida F, Letendre S, Gibson S, Cherner M, Woods SP, McCutchan JA, Heaton RK, Ellis RJ (2009) Dynamics of cognitive change in impaired HIV-positive patients initiating antiretroviral therapy. Neurology 73:342–348

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Cysique LA, Franklin D Jr, Abramson I, Ellis RJ, Letendre S, Collier A, Clifford D, Gelman B, McArthur J, Morgello S, Simpson D, McCutchan JA, Grant I, Heaton RK (2011) Normative data and validation of a regression-based summary score for assessing meaningful neuropsychological change. J Clin Exp Neuropsychol 33:505–522

    Article  PubMed  PubMed Central  Google Scholar 

  • D’Antoni ML, Byron MM, Chan P, Sailasuta N, Sacdalan C, Sithinamsuwan P, Tipsuk S, Pinyakorn S, Kroon E, Slike BM, Krebs SJ, Khadka VS, Chalermchai T, Kallianpur KJ, Robb M, Spudich S, Valcour V, Ananworanich J, Ndhlovu LC, Rv254/Search S, Groups RSS (2018) Normalization of soluble CD163 levels after institution of antiretroviral therapy during acute HIV infection tracks with fewer neurological abnormalities. J Infect Dis 218:1453–1463

    Article  PubMed  PubMed Central  Google Scholar 

  • Dhoro M, Zvada S, Ngara B, Nhachi C, Kadzirange G, Chonzi P, Masimirembwa C (2015) CYP2B6*6, CYP2B6*18, body weight and sex are predictors of efavirenz pharmacokinetics and treatment response: population pharmacokinetic modeling in an HIV/AIDS and TB cohort in Zimbabwe. BMC Pharmacol Toxicol 16:4

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Duff K (2012) Evidence-based indicators of neuropsychological change in the individual patient: relevant concepts and methods. Arch Clin Neuropsychol 27:248–261

    Article  PubMed  PubMed Central  Google Scholar 

  • Dugbartey AT, Townes BD, Mahurin RK (2000) Eqivalence of the color trails and trail making test in non native English-speakers. Arch Clin Neuropsychol 15:425–431

    Article  CAS  PubMed  Google Scholar 

  • Eichenbaum H (2017) Prefrontal-hippocampal interactions in episodic memory. Nat Rev Neurosci 18:547–558

    Article  CAS  PubMed  Google Scholar 

  • Fieo R, Watson R, Deary IJ, Starr JM (2010) A revised activities of daily living/instrumental activities of daily living instrument increases interpretive power: theoretical application for functional tasks exercise. Gerontology 56:483–490

    Article  PubMed  Google Scholar 

  • Gallien S, Journot V, Loriot MA, Sauvageon H, Morlat P, Reynes J, Reliquet V, Chene G, Molina JM, group AAts (2017) Cytochrome 2B6 polymorphism and efavirenz-induced central nervous system symptoms : a substudy of the ANRS ALIZE trial. HIV Med 18:537–545

    Article  CAS  PubMed  Google Scholar 

  • Gama L, Abreu CM, Shirk EN, Price SL, Li M, Laird GM, Pate KA, Wietgrefe SW, O'Connor SL, Pianowski L, Haase AT, Van Lint C, Siliciano RF, Clements JE, Group L-SS (2017) Reactivation of simian immunodeficiency virus reservoirs in the brain of virally suppressed macaques. AIDS 31:5–14

    Article  CAS  PubMed  Google Scholar 

  • Garvey LJ, Pavese N, Politis M, Ramlackhansingh A, Brooks DJ, Taylor-Robinson SD, Winston A (2014) Increased microglia activation in neurologically asymptomatic HIV-infected patients receiving effective ART. AIDS 28:67–72

    Article  CAS  PubMed  Google Scholar 

  • Gomez D, Power C, Gill MJ, Koenig N, Vega R, Fujiwara E (2018) Empiric neurocognitive performance profile discovery and interpretation in HIV infection. J Neuro-Oncol

  • Gonzalez-Scarano F, Martin-Garcia J (2005) The neuropathogenesis of AIDS. Nat Rev Immunol 5:69–81

    Article  CAS  PubMed  Google Scholar 

  • Gross R, Bellamy SL, Ratshaa B, Han X, Vujkovic M, Aplenc R, Steenhoff AP, Mosepele M, Moorthy G, Zuppa AF, Strom BL, Bisson GP (2017) CYP2B6 genotypes and early efavirenz-based HIV treatment outcomes in Botswana. AIDS 31:2107–2113

    Article  CAS  PubMed  Google Scholar 

  • Haber SN (2016) Corticostriatal circuitry. Dialogues Clin Neurosci 18:7–21

    Article  PubMed  PubMed Central  Google Scholar 

  • Hagenaars JA, McCutcheon AL (2002) Applied latent class analysis. Cambridge University Press, Cambridge

    Book  Google Scholar 

  • Heaton RK, Grant I, Matthews CG (1991) Comprehensive norms for an expanded Halstead-Reitan Battery: demographic corrections, research findings, and clinical applications. Psychological Assessment Resources, Odessa

    Google Scholar 

  • Heaton RK, Temkin N, Dikmen S, Avitable N, Taylor MJ, Marcotte TD, Grant I (2001) Detecting change: a comparison of three neuropsychological methods, using normal and clinical samples. Arch Clin Neuropsychol 16:75–91

    Article  CAS  PubMed  Google Scholar 

  • Heaton RK, Clifford DB, Franklin DR Jr, Woods SP, Ake C, Vaida F, Ellis RJ, Letendre SL, Marcotte TD, Atkinson JH, Rivera-Mindt M, Vigil OR, Taylor MJ, Collier AC, Marra CM, Gelman BB, McArthur JC, Morgello S, Simpson DM, McCutchan JA, Abramson I, Gamst A, Fennema-Notestine C, Jernigan TL, Wong J, Grant I (2010) HIV-associated neurocognitive disorders persist in the era of potent antiretroviral therapy: CHARTER Study. Neurology 75:2087–2096

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Heaton RK, Franklin DR, Ellis RJ, McCutchan JA, Letendre SL, Leblanc S, Corkran SH, Duarte NA, Clifford DB, Woods SP, Collier AC, Marra CM, Morgello S, Mindt MR, Taylor MJ, Marcotte TD, Atkinson JH, Wolfson T, Gelman BB, McArthur JC, Simpson DM, Abramson I, Gamst A, Fennema-Notestine C, Jernigan TL, Wong J, Grant I, Group C, Group H (2011) HIV-associated neurocognitive disorders before and during the era of combination antiretroviral therapy: differences in rates, nature, and predictors. J Neuro-Oncol 17:3–16

    CAS  Google Scholar 

  • Hong S, Banks WA (2015) Role of the immune system in HIV-associated neuroinflammation and neurocognitive implications. Brain Behav Immun 45:1–12

    Article  CAS  PubMed  Google Scholar 

  • Imp BM, Rubin LH, Tien PC, Plankey MW, Golub ET, French AL, Valcour VG (2017) Monocyte activation is associated with worse cognitive performance in HIV-infected women with virologic suppression. J Infect Dis 215:114–121

    Article  CAS  PubMed  Google Scholar 

  • Insel T, Cuthbert B, Garvey M, Heinssen R, Pine DS, Quinn K, Sanislow C, Wang P (2010) Research domain criteria (RDoC): toward a new classification framework for research on mental disorders. Am J Psychiatry 167:748–751

    Article  PubMed  Google Scholar 

  • Jacobson NS, Truax P (1991) Clinical significance: a statistical approach to defining meaningful change in psychotherapy research. J Consult Clin Psychol 59:12–19

    Article  CAS  PubMed  Google Scholar 

  • Jin J, Maren S (2015) Prefrontal-hippocampal interactions in memory and emotion. Front Syst Neurosci 9:170

    Article  PubMed  PubMed Central  Google Scholar 

  • Karnofsky DAAWH, Carver LF, Burchenal J (1948) The use of nitrogen mustards in the palliative treatment of carcinoma. Cancer 1:634–656

    Article  Google Scholar 

  • Kaul M, Garden GA, Lipton SA (2001) Pathways to neuronal injury and apoptosis in HIV-associated dementia. Nature 410:988–994

    Article  CAS  PubMed  Google Scholar 

  • Klove H (1963) Clinical neuropsychology. Med Clin North Am 47:1647–1658

    Article  CAS  PubMed  Google Scholar 

  • Koenig MA, Lutalo T, Zhao F, Nalugoda F, Wabwire-Mangen F, Kiwanuka N, Wagman J, Serwadda D, Wawer M, Gray R (2003) Domestic violence in rural Uganda: evidence from a community-based study. Bull World Health Organ 81:53–60

    PubMed  PubMed Central  Google Scholar 

  • Koenig MA, Lutalo T, Zhao F, Nalugoda F, Kiwanuka N, Wabwire-Mangen F, Kigozi G, Sewankambo N, Wagman J, Serwadda D, Wawer M, Gray R (2004) Coercive sex in rural Uganda: prevalence and associated risk factors. Soc Sci Med 58:787–798

    Article  PubMed  Google Scholar 

  • Lamar M, Resnick SM, Zonderman AB (2003) Longitudinal changes in verbal memory in older adults: distinguishing the effects of age from repeat testing. Neurology 60:82–86

    Article  PubMed  Google Scholar 

  • Lawrence DM, Major EO (2002) HIV-1 and the brain: connections between HIV-1-associated dementia, neuropathology and neuroimmunology. Microbes Infect 4:301–308

    Article  CAS  PubMed  Google Scholar 

  • Lee DE, Reid WC, Ibrahim WG, Peterson KL, Lentz MR, Maric D, Choyke PL, Jagoda EM, Hammoud DA (2014) Imaging dopaminergic dysfunction as a surrogate marker of neuropathology in a small-animal model of HIV. Mol Imaging 13. https://doi.org/10.2310/7290.2014.00031

    Article  Google Scholar 

  • Lehericy S, Bardinet E, Tremblay L, Van de Moortele PF, Pochon JB, Dormont D, Kim DS, Yelnik J, Ugurbil K (2006) Motor control in basal ganglia circuits using fMRI and brain atlas approaches. Cereb Cortex 16:149–161

    Article  PubMed  Google Scholar 

  • Lindl KA, Marks DR, Kolson DL, Jordan-Sciutto KL (2010) HIV-associated neurocognitive disorder: pathogenesis and therapeutic opportunities. J NeuroImmune Pharmacol 5:294–309

    Article  PubMed  PubMed Central  Google Scholar 

  • Maj M, Satz P, Janssen R, Zaudig M, Starace F, D'Elia L, Sughondhabirom B, Mussa M, Naber D, Ndetei D et al (1994) WHO neuropsychiatric AIDS study, cross-sectional phase II. Neuropsychological and neurological findings. Arch Gen Psychiatry 51:51–61

    Article  CAS  PubMed  Google Scholar 

  • Maki PM, Rubin LH, Valcour V, Martin E, Crystal H, Young M, Weber KM, Manly J, Richardson J, Alden C, Anastos K (2015) Cognitive function in women with HIV: findings from the Women's Interagency HIV Study. Neurology 84:231–240

    Article  PubMed  PubMed Central  Google Scholar 

  • Marzolini C, Telenti A, Decosterd LA, Greub G, Biollaz J, Buclin T (2001) Efavirenz plasma levels can predict treatment failure and central nervous system side effects in HIV-1-infected patients. AIDS 15:71–75

    Article  CAS  PubMed  Google Scholar 

  • Milanini BAI, Javandel S, Joanna H, Paul R, Valcour V (2016) Discriminant analysis of neuropsychological testing differentiates HIV-associated neurocogntive disorder from mild cognitive impairment due to Alzheimer's disease. International Society of NeuroVirology, Toronto, pp 25–28

  • Molsberry SA, Cheng Y, Kingsley L, Jacobson L, Levine AJ, Martin E, Miller EN, Munro CA, Ragin A, Sacktor N, Becker JT, Neuropsychology Working Group of the Multicenter ACS (2018) Neuropsychological phenotypes among men with and without HIV disease in the multicenter AIDS cohort study. AIDS 32:1679–1688

    Article  PubMed  Google Scholar 

  • Mora-Peris B, Stevens E, Ferretti F, Underwood J, Taylor S, Winston A (2016) Evolution of changes in cognitive function after the initiation of antiretroviral therapy. AIDS Res Ther 13:20

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Mullinax M, Higgins J, Wagman J, Nakyanjo N, Kigozi G, Serwadda D, Wawer M, Gray R, Nalugoda F (2013) Community understandings of and responses to gender equality and empowerment in Rakai, Uganda. Glob Public Health 8:465–478

    Article  PubMed  Google Scholar 

  • Nakigozi G, Atuyambe L, Kamya M, Makumbi FE, Chang LW, Nakyanjo N, Kigozi G, Nalugoda F, Kiggundu V, Serwadda D, Wawer M, Gray R (2013) A qualitative study of barriers to enrollment into free HIV care: perspectives of never-in-care HIV-positive patients and providers in Rakai, Uganda. Biomed Res Int 2013:470245

    Article  PubMed  PubMed Central  Google Scholar 

  • Nalugoda F, Guwatudde D, Bwaninka JB, Makumbi FE, Lutalo T, Kagaayi J, Sewankambo NK, Kigozi G, Serwadda DM, Kong X, Wawer MJ, Wabwire-Mangen F, Gray RH (2014) Marriage and the risk of incident HIV infection in Rakai, Uganda. J Acquir Immune Defic Syndr 65:91–98

    Article  PubMed  PubMed Central  Google Scholar 

  • Nee DE, Wager TD, Jonides J (2007) Interference resolution: insights from a meta-analysis of neuroimaging tasks. Cogn Affect Behav Neurosci 7:1–17

    Article  PubMed  Google Scholar 

  • Norman GR, Sloan JA, Wyrwich KW (2003) Interpretation of changes in health-related quality of life: the remarkable universality of half a standard deviation. Med Care 41:582–592

    PubMed  Google Scholar 

  • Paul R, Cohen R, Navia B, Tashima K (2002) Relationships between cognition and structural neuroimaging findings in adults with human immunodeficiency virus type-1. Neurosci Biobehav Rev 26:353–359

    Article  PubMed  Google Scholar 

  • Pilgrim NA, Ahmed S, Gray RH, Sekasanvu J, Lutalo T, Nalugoda FK, Serwadda D, Wawer MJ (2013) Sexual coercion among adolescent women in Rakai, Uganda: does family structure matter? J Interpers Violence 28:1289–1313

    Article  PubMed  PubMed Central  Google Scholar 

  • Plessis SD, Vink M, Joska JA, Koutsilieri E, Stein DJ, Emsley R (2014) HIV infection and the fronto-striatal system: a systematic review and meta-analysis of fMRI studies. AIDS 28:803–811

    Article  PubMed  Google Scholar 

  • Porter L, Hao L, Bishai D, Serwadda D, Wawer MJ, Lutalo T, Gray R, Rakai Project T (2004) HIV status and union dissolution in sub-Saharan Africa: the case of Rakai, Uganda. Demography 41:465–482

    Article  PubMed  Google Scholar 

  • Radloff LS (1977) The CES-D scale: a self-report depression scale for research in the general population. Appl Psychol Meas 1:385–401

    Article  Google Scholar 

  • Radtke KK, Bacchetti P, Anastos K, Merenstein D, Crystal H, Karim R, Weber KM, Edmonds A, Sheth AN, Fischl MA, Vance D, Greenblatt RM, Rubin LH (2018) Use of nonantiretroviral medications that may impact neurocognition: patterns and predictors in a large, long-term HIV cohort study. J Acquir Immune Defic Syndr 78:202–208

    Article  PubMed  PubMed Central  Google Scholar 

  • Richardson-Vejlgaard R, Dawes S, Heaton RK, Bell MD (2009) Validity of cognitive complaints in substance-abusing patients and non-clinical controls: the patient's assessment of own functioning inventory (PAOFI). Psychiatry Res 169:70–74

    Article  PubMed  PubMed Central  Google Scholar 

  • Robertson KR (2006) Timed gait test: normative data for the assessment of the AIDS dementia complex. J Clin Exp Neuropsychol 28:1053–1064

    Article  PubMed  Google Scholar 

  • Robertson KR, Nakasujja N, Wong M, Musisi S, Katabira E, Parsons TD, Ronald A, Sacktor N (2007) Pattern of neuropsychological performance among HIV positive patients in Uganda. BMC Neurol 7:8

    Article  PubMed  PubMed Central  Google Scholar 

  • Royal W 3rd, Cherner M, Burdo TH, Umlauf A, Letendre SL, Jumare J, Abimiku A, Alabi P, Alkali N, Bwala S, Okwuasaba K, Eyzaguirre LM, Akolo C, Guo M, Williams KC, Blattner WA (2016) Associations between cognition, gender and monocyte activation among HIV infected individuals in Nigeria. PLoS One 11:e0147182

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Rubin LH, Maki PM (2019) HIV, depression, and cognitive impairment in the era of effective antiretroviral therapy. Curr HIV/AIDS Rep 16(1):82–95

    Article  PubMed  PubMed Central  Google Scholar 

  • Rubin LH, Maki PM, Springer G, Benning L, Anastos K, Gustafson D, Villacres MC, Jiang X, Adimora AA, Waldrop-Valverde D, Vance DE, Bolivar H, Alden C, Martin EM, Valcour VG, Women's Interagency HIVS (2017) Cognitive trajectories over 4 years among HIV-infected women with optimal viral suppression. Neurology 89:1594–1603

    Article  PubMed  PubMed Central  Google Scholar 

  • Rubin LH, Radtke KK, Eum S, Tamraz B, Kumanan KN, Springer G, Maki PM, Anastos K, Merenstein D, Karim R, Weber KM, Gustafson D, Greenblatt RM, Bishop JR (2018) Cognitive burden of common non-antiretroviral medications in HIV-infected women. J Acquir Immune Defic Syndr

  • Sacktor NC, Wong M, Nakasujja N, Skolasky RL, Selnes OA, Musisi S, Robertson K, McArthur JC, Ronald A, Katabira E (2005) The international HIV dementia scale: a new rapid screening test for HIV dementia. AIDS 19:1367–1374

    PubMed  Google Scholar 

  • Sacktor N, Nakasujja N, Skolasky RL, Rezapour M, Robertson K, Musisi S, Katabira E, Ronald A, Clifford DB, Laeyendecker O, Quinn TC (2009) HIV subtype D is associated with dementia, compared with subtype A, in immunosuppressed individuals at risk of cognitive impairment in Kampala, Uganda. Clin Infect Dis 49:780–786

    Article  PubMed  Google Scholar 

  • Sacktor N, Nakasujja N, Okonkwo O, Skolasky RL, Robertson K, Musisi S, Katabira E (2013) Longitudinal neuropsychological test performance among HIV seropositive individuals in Uganda. J Neuro-Oncol 19:48–56

    Google Scholar 

  • Sailasuta N, Ross W, Ananworanich J, Chalermchai T, DeGruttola V, Lerdlum S, Pothisri M, Busovaca E, Ratto-Kim S, Jagodzinski L, Spudich S, Michael N, Kim JH, Valcour V, RSp t (2012) Change in brain magnetic resonance spectroscopy after treatment during acute HIV infection. PLoS One 7:e49272

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Sanford R, Fernandez Cruz AL, Scott SC, Mayo NE, Fellows LK, Ances BM, Collins DL (2017) Regionally specific brain volumetric and cortical thickness changes in HIV-infected patients in the HAART era. J Acquir Immune Defic Syndr 74:563–570

    Article  PubMed  PubMed Central  Google Scholar 

  • Sawrie SM, Chelune GJ, Naugle RI, Luders HO (1996) Empirical methods for assessing meaningful neuropsychological change following epilepsy surgery. J Int Neuropsychol Soc 2:556–564

    Article  CAS  PubMed  Google Scholar 

  • Saylor D, Nakigozi G, Pardo CA, Kisakye A, Kumar A, Nakasujja N, Robertson KR, Gray RH, Wawer MJ, Sacktor N (2019) Vitamin D is not associated with HIV-associated neurocognitive disorder in Rakai, Uganda. J Neuro-Oncol. https://doi.org/10.1007/s13365-018-00719-6

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Scott JC, Woods SP, Carey CL, Weber E, Bondi MW, Grant I, Group HIVNRC (2011) Neurocognitive consequences of HIV infection in older adults: an evaluation of the “cortical” hypothesis. AIDS Behav 15:1187–1196

    Article  PubMed  Google Scholar 

  • Smith A (1982) Symbol digit modalities test: manual. Western Psychological Service, Los Angeles

  • Spies G, Denckla CA, Mall S, Levin J, Seedat S, Nakasujja N, Kinyanda E (2018) The relationship between cognitive change and physical health and behavioural outcomes in a Ugandan cohort of adults living with HIV - a longitudinal study. AIDS Care 31(7):803–808

    Article  PubMed  PubMed Central  Google Scholar 

  • Stanley L, Kellermanns FW, Zellweger TM (2017) Latent profile analysis: understanding family firm profiles. Fam Bus Rev 30:84–102

    Article  Google Scholar 

  • Swart M, Skelton M, Ren Y, Smith P, Takuva S, Dandara C (2013) High predictive value of CYP2B6 SNPs for steady-state plasma efavirenz levels in south African HIV/AIDS patients. Pharmacogenet Genomics 23:415–427

    Article  CAS  PubMed  Google Scholar 

  • Temkin NR, Heaton RK, Grant I, Dikmen SS (1999) Detecting significant change in neuropsychological test performance: a comparison of four models. J Int Neuropsychol Soc 5:357–369

    Article  CAS  PubMed  Google Scholar 

  • Tucker KA, Robertson KR, Lin W, Smith JK, An H, Chen Y, Aylward SR, Hall CD (2004) Neuroimaging in human immunodeficiency virus infection. J Neuroimmunol 157:153–162

    Article  CAS  PubMed  Google Scholar 

  • Valcour VG, Shiramizu BT, Shikuma CM (2010) HIV DNA in circulating monocytes as a mechanism to dementia and other HIV complications. J Leukoc Biol 87:621–626

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Valcour V, Chalermchai T, Sailasuta N, Marovich M, Lerdlum S, Suttichom D, Suwanwela NC, Jagodzinski L, Michael N, Spudich S, van Griensven F, de Souza M, Kim J, Ananworanich J, Group RSS (2012) Central nervous system viral invasion and inflammation during acute HIV infection. J Infect Dis 206:275–282

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Valcour VG, Spudich SS, Sailasuta N, Phanuphak N, Lerdlum S, Fletcher JL, Kroon ED, Jagodzinski LL, Allen IE, Adams CL, Prueksakaew P, Slike BM, Hellmuth JM, Kim JH, Ananworanich J, Group SRS (2015) Neurological response to cART vs. cART plus integrase inhibitor and CCR5 antagonist initiated during acute HIV. PLoS One 10:e0142600

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • von Giesen HJ, Antke C, Hefter H, Wenserski F, Seitz RJ, Arendt G (2000) Potential time course of human immunodeficiency virus type 1-associated minor motor deficits: electrophysiologic and positron emission tomography findings. Arch Neurol 57:1601–1607

    Google Scholar 

  • Votruba KL, Langenecker SA (2013) Factor structure, construct validity, and age- and education-based normative data for the parametric go/no-go test. J Clin Exp Neuropsychol 35:132–146

    Article  PubMed  PubMed Central  Google Scholar 

  • Wagman JA, Charvat B, Thoma ME, Ndyanabo A, Nalugoda F, Ssekasanvu J, Kigozi G, Serwadda D, Kagaayi J, Wawer MJ, Gray RH (2016) Intimate partner violence as a predictor of marital disruption in rural Rakai, Uganda: a longitudinal study. Int J Public Health 61:961–970

    Article  PubMed  Google Scholar 

  • Wagner S, Helmreich I, Dahmen N, Lieb K, Tadic A (2011) Reliability of three alternate forms of the trail making tests a and B. Arch Clin Neuropsychol 26:314–321

    Article  PubMed  Google Scholar 

  • Wang J, Sonnerborg A, Rane A, Josephson F, Lundgren S, Stahle L, Ingelman-Sundberg M (2006) Identification of a novel specific CYP2B6 allele in Africans causing impaired metabolism of the HIV drug efavirenz. Pharmacogenet Genomics 16:191–198

    Article  PubMed  Google Scholar 

  • Wesley MJ, Bickel WK (2014) Remember the future II: meta-analyses and functional overlap of working memory and delay discounting. Biol Psychiatry 75:435–448

    Article  PubMed  Google Scholar 

  • Winston A, Puls R, Kerr SJ, Duncombe C, Li PC, Gill JM, Taylor-Robinson SD, Emery S, Cooper DA, Altair Study G (2012) Dynamics of cognitive change in HIV-infected individuals commencing three different initial antiretroviral regimens: a randomized, controlled study. HIV Med 13:245–251

    CAS  PubMed  Google Scholar 

  • Winston A, Puls R, Kerr SJ, Duncombe C, Li P, Gill JM, Ramautarsing R, Taylor-Robinson SD, Emery S, Cooper DA, Group AS (2015) Differences in the direction of change of cerebral function parameters are evident over three years in HIV-infected individuals electively commencing initial cART. PLoS One 10:e0118608

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Woods SP, Scott JC, Dawson MS, Morgan EE, Carey CL, Heaton RK, Grant I, Group HIVNRC (2005) Construct validity of Hopkins verbal learning test-revised component process measures in an HIV-1 sample. Arch Clin Neuropsychol 20:1061–1071

    Article  PubMed  Google Scholar 

  • Woody ML, Gibb BE (2015) Integrating NIMH research domain criteria (RDoC) into depression research. Curr Opin Psychol 4:6–12

    Article  PubMed  PubMed Central  Google Scholar 

  • Wright PW, Pyakurel A, Vaida FF, Price RW, Lee E, Peterson J, Fuchs D, Zetterberg H, Robertson KR, Walter R, Meyerhoff DJ, Spudich SS, Ances BM (2016) Putamen volume and its clinical and neurological correlates in primary HIV infection. AIDS 30(11):1789–1794

    Article  CAS  PubMed  Google Scholar 

  • Ye AQ, Ajilore OA, Conte G, GadElkarim J, Thomas-Ramos G, Zhan L, Yang S, Kumar A, Magin RL, A GF, Leow AD (2015) The intrinsic geometry of the human brain connectome. Brain Inform 2:197–210

    Article  PubMed  PubMed Central  Google Scholar 

  • Zablotska IB, Gray RH, Koenig MA, Serwadda D, Nalugoda F, Kigozi G, Sewankambo N, Lutalo T, Wabwire Mangen F, Wawer M (2009) Alcohol use, intimate partner violence, sexual coercion and HIV among women aged 15-24 in Rakai, Uganda. AIDS Behav 13:225–233

    Article  PubMed  Google Scholar 

  • Zanger UM, Schwab M (2013) Cytochrome P450 enzymes in drug metabolism: regulation of gene expression, enzyme activities, and impact of genetic variation. Pharmacol Ther 138:103–141

    Article  CAS  PubMed  Google Scholar 

  • Zhou Y, Li R, Wang X, Miao H, Wei Y, Ali R, Qiu B, Li H (2017) Motor-related brain abnormalities in HIV-infected patients: a multimodal MRI study. Neuroradiology 59:1133–1142

    Article  PubMed  Google Scholar 

  • Zhuang Y, Qiu X, Wang L, Ma Q, Mapstone M, Luque A, Weber M, Tivarus M, Miller E, Arduino RC, Zhong J, Schifitto G (2017) Combination antiretroviral therapy improves cognitive performance and functional connectivity in treatment-naive HIV-infected individuals. J Neuro-Oncol 23:704–712

    CAS  Google Scholar 

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Funding

This study was sponsored by the NIH (MH099733, MH075673, MH080661-08, L30NS088658, NS065729-05S2) with additional funding from the Johns Hopkins Center for Global Health. This study was also supported in part by the Division of Intramural Research, NIAID, NIH.

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Correspondence to Leah H. Rubin.

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Rubin, L.H., Saylor, D., Nakigozi, G. et al. Heterogeneity in neurocognitive change trajectories among people with HIV starting antiretroviral therapy in Rakai, Uganda. J. Neurovirol. 25, 800–813 (2019). https://doi.org/10.1007/s13365-019-00768-5

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