Abstract
Despite the availability of effective antiretroviral therapies, cognitive impairment (CI) remains prevalent in HIV-infected (HIV+) individuals. Evidence from primarily cross-sectional studies, in predominantly male samples, implicates monocyte- and macrophage-driven inflammatory processes linked to HIV-associated CI. Thus, peripheral systemic inflammatory markers may be clinically useful biomarkers in tracking HIV-associated CI. Given sex differences in immune function, we focused here on whether mean and intra-individual variability in inflammatory marker-predicted CI in HIV+ and HIV− women. Seventy-two HIV+ (36 with CI) and 58 HIV− (29 with CI) propensity-matched women participating in the Women’s Interagency HIV Study completed a neuropsychological battery once between 2009 and 2011, and performance was used to determine CI status. Analysis of 13 peripheral immune markers was conducted on stored biospecimens at three time points (7 and 3.5 years before neuropsychological data collection and concurrent with data collection). HIV+ women showed alterations in 8 immune markers compared to HIV− women. The strongest predictors of CI across HIV+ and HIV− women were lower mean soluble tumor necrosis factor receptor I (sTNFRI) levels, higher mean interleukin (IL)-6 levels, and greater variability in C-reactive protein (CRP) and matrix metalloproteinase (MMP)-9 (p values < 0.05). Stratified by HIV, the only significant predictor of CI was greater variability in CRP for both HIV+ and HIV− women (p values < 0.05). This variability predicted lower executive function, attention/working memory, and psychomotor speed in HIV+ but only learning in HIV− women (p values < 0.05). Intra-individual variability in CRP levels over time may be a good predictor of CI in predominately minority low-socioeconomic status midlife women.
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References
Ances BM, Hammoud DA (2014) Neuroimaging of HIV-associated neurocognitive disorders (HAND). Curr Opin HIV AIDS 9:545–551
Anderson AM, Fennema-Notestine C, Umlauf A, Taylor MJ, Clifford DB, Marra CM, Collier AC, Gelman BB, McArthur JC, McCutchan JA, Simpson DM, Morgello S, Grant I, Letendre SL (2015a) CSF biomarkers of monocyte activation and chemotaxis correlate with magnetic resonance spectroscopy metabolites during chronic HIV disease. J Neuro-Oncol 21:559–567
Anderson AM, Harezlak J, Bharti A, Mi D, Taylor MJ, Daar ES, Schifitto G, Zhong J, Alger JR, Brown MS, Singer EJ, Campbell TB, McMahon DD, Buchthal S, Cohen R, Yiannoutsos C, Letendre SL, Navia BA (2015b) Plasma and cerebrospinal fluid biomarkers predict cerebral injury in HIV-infected individuals on stable combination antiretroviral therapy. J Acquir Immune Defic Syndr 69:29–35
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
Avison MJ, Nath A, Greene-Avison R, Schmitt FA, Greenberg RN, Berger JR (2004) Neuroimaging correlates of HIV-associated BBB compromise. J Neuroimmunol 157:140–146
Bacon MC, von Wyl V, Alden C, Sharp G, Robison E, Hessol N, Gange S, Barranday Y, Holman S, Weber K, Young MA (2005) The Women’s Interagency HIV Study: an observational cohort brings clinical sciences to the bench. Clin Diagn Lab Immunol 12:1013–1019
Barkan SE, Melnick SL, Preston-Martin S, Weber K, Kalish LA, Miotti P, Young M, Greenblatt R, Sacks H, Feldman J (1998) The Women’s Interagency HIV Study. WIHS Collaborative Study Group. Epidemiology 9:117–125
Bogaty P, Dagenais GR, Joseph L, Boyer L, Leblanc A, Belisle P, Brophy JM (2013) Time variability of C-reactive protein: implications for clinical risk stratification. PLoS One 8:e60759
Bora A, Ubaida Mohien C, Chaerkady R, Chang L, Moxley R, Sacktor N, Haughey N, McArthur JC, Cotter R, Nath A, Graham DR (2014) Identification of putative biomarkers for HIV-associated neurocognitive impairment in the CSF of HIV-infected patients under cART therapy determined by mass spectrometry. J Neuro-Oncol 20:457–465
Burdo TH, Lackner A, Williams KC (2013a) Monocyte/macrophages and their role in HIV neuropathogenesis. Immunol Rev 254:102–113
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
Ciborowski P, Enose Y, Mack A, Fladseth M, Gendelman HE (2004) Diminished matrix metalloproteinase 9 secretion in human immunodeficiency virus-infected mononuclear phagocytes: modulation of innate immunity and implications for neurological disease. J Neuroimmunol 157:11–16
Cohen RA, de la Monte S, Gongvatana A, Ombao H, Gonzalez B, Devlin KN, Navia B, Tashima KT (2011) Plasma cytokine concentrations associated with HIV/hepatitis C coinfection are related to attention, executive and psychomotor functioning. J Neuroimmunol 233:204–210
Correia S, Cohen R, Gongvatana A, Ross S, Olchowski J, Devlin K, Tashima K, Navia B, Delamonte S (2013) Relationship of plasma cytokines and clinical biomarkers to memory performance in HIV. J Neuroimmunol 265:117–123
Cysique LA, Heaton RK, Kamminga J, Lane T, Gates TM, Moore DM, Hubner E, Carr A, Brew BJ (2014) HIV-associated neurocognitive disorder in Australia: a case of a high-functioning and optimally treated cohort and implications for international neuroHIV research. J Neuro-Oncol 20:258–268
D'Aversa TG, Eugenin EA, Berman JW (2005) NeuroAIDS: contributions of the human immunodeficiency virus-1 proteins Tat and gp120 as well as CD40 to microglial activation. J Neurosci Res 81:436–446
Deeks SG, Tracy R, Douek DC (2013) Systemic effects of inflammation on health during chronic HIV infection. Immunity 39:633–645
DeGoma EM, French B, Dunbar RL, Allison MA, Mohler ER 3rd, Budoff MJ (2012) Intraindividual variability of C-reactive protein: the Multi-Ethnic Study of Atherosclerosis. Atherosclerosis 224:274–279
Economos A, Wright CB, Moon YP, Rundek T, Rabbani L, Paik MC, Sacco RL, Elkind MS (2013) Interleukin 6 plasma concentration associates with cognitive decline: the Northern Manhattan Study. Neuroepidemiology 40:253–259
Eugenin EA, Clements JE, Zink MC, Berman JW (2011) Human immunodeficiency virus infection of human astrocytes disrupts blood-brain barrier integrity by a gap junction-dependent mechanism. J Neurosci 31:9456–9465
Failde-Garrido JM, Alvarez MR, Simon-Lopez MA (2008) Neuropsychological impairment and gender differences in HIV-1 infection. Psychiatry Clin Neurosci 62:494–502
Grant I (2008) Neurocognitive disturbances in HIV. Int Rev Psychiatry 20:33–47
Haughey NJ, Mattson MP (2002) Calcium dysregulation and neuronal apoptosis by the HIV-1 proteins Tat and gp120. J Acquir Immune Defic Syndr 31(Suppl 2):S55–S61
Heaton RK, Marcotte TD, Mindt MR, Sadek J, Moore DJ, Bentley H, McCutchan JA, Reicks C, Grant I, Group H (2004) The impact of HIV-associated neuropsychological impairment on everyday functioning. J Int Neuropsychol Soc 10:317–331
Heaton RK, Franklin DR Jr, Deutsch R, Letendre S, Ellis RJ, Casaletto K, Marquine MJ, Woods SP, Vaida F, Atkinson JH, Marcotte TD, McCutchan JA, Collier AC, Marra CM, Clifford DB, Gelman BB, Sacktor N, Morgello S, Simpson DM, Abramson I, Gamst AC, Fennema-Notestine C, Smith DM, Grant I, Group C (2015) Neurocognitive change in the era of HIV combination antiretroviral therapy: the longitudinal CHARTER study. Clin Infect Dis 60:473–480
Hong S, Banks WA (2015) Role of the immune system in HIV-associated neuroinflammation and neurocognitive implications. Brain Behav Immun 45:1–12
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
Kaul M, Garden GA, Lipton SA (2001) Pathways to neuronal injury and apoptosis in HIV-associated dementia. Nature 410:988–994
Keating SM, Golub ET, Nowicki M, Young M, Anastos K, Crystal H, Cohen MH, Zhang J, Greenblatt RM, Desai S, Wu S, Landay AL, Gange SJ, Norris PJ (2011) The effect of HIV infection and HAART on inflammatory biomarkers in a population-based cohort of women. AIDS 25:1823–1832
Klein T, Bischoff R (2011) Physiology and pathophysiology of matrix metalloproteases. Amino Acids 41:271–290
Koenig W, Sund M, Frohlich M, Lowel H, Hutchinson WL, Pepys MB (2003) Refinement of the association of serum C-reactive protein concentration and coronary heart disease risk by correction for within-subject variation over time: the MONICA Augsburg studies, 1984 and 1987. Am J Epidemiol 158:357–364
Kou W, Banerjee S, Eudy J, Smith LM, Persidsky R, Borgmann K, Wu L, Sakhuja N, Deshpande MS, Walseth TF, Ghorpade A (2009) CD38 regulation in activated astrocytes: implications for neuroinflammation and HIV-1 brain infection. J Neurosci Res 87:2326–2339
Koyama A, O'Brien J, Weuve J, Blacker D, Metti AL, Yaffe K (2013) The role of peripheral inflammatory markers in dementia and Alzheimer’s disease: a meta-analysis. J Gerontol A Biol Sci Med Sci 68:433–440
Ladwig KH, Marten-Mittag B, Lowel H, Doring A, Koenig W (2005) C-reactive protein, depressed mood, and the prediction of coronary heart disease in initially healthy men: results from the MONICA-KORA Augsburg Cohort Study 1984-1998. Eur Heart J 26:2537–2542
Langford D, Masliah E (2001) Crosstalk between components of the blood brain barrier and cells of the CNS in microglial activation in AIDS. Brain Pathol 11:306–312
Li W, Galey D, Mattson MP, Nath A (2005) Molecular and cellular mechanisms of neuronal cell death in HIV dementia. Neurotox Res 8:119–134
Louboutin JP, Agrawal L, Reyes BA, Van Bockstaele EJ, Strayer DS (2010) HIV-1 gp120-induced injury to the blood-brain barrier: role of metalloproteinases 2 and 9 and relationship to oxidative stress. J Neuropathol Exp Neurol 69:801–816
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
Martin GE, Gouillou M, Hearps AC, Angelovich TA, Cheng AC, Lynch F, Cheng WJ, Paukovics G, Palmer CS, Novak RM, Jaworowski A, Landay AL, Crowe SM (2013) Age-associated changes in monocyte and innate immune activation markers occur more rapidly in HIV infected women. PLoS One 8:e55279
Mathad JS, Gupte N, Balagopal A, Asmuth D, Hakim J, Santos B, Riviere C, Hosseinipour M, Sugandhavesa P, Infante R, Pillay S, Cardoso SW, Mwelase N, Pawar J, Berendes S, Kumarasamy N, Andrade BB, Campbell TB, Currier JS, Cohn SE, Gupta A (2016) Sex-related differences in inflammatory and immune activation markers before and after combined antiretroviral therapy initiation. J Acquir Immune Defic Syndr 73:123–129
Metti AL, Yaffe K, Boudreau RM, Simonsick EM, Carnahan RM, Satterfield S, Harris TB, Ayonayon HN, Rosano C, Cauley JA (2014) Trajectories of inflammatory markers and cognitive decline over 10 years. Neurobiol Aging 35:2785–2790
Muratori C, Sistigu A, Ruggiero E, Falchi M, Bacigalupo I, Palladino C, Toschi E, Federico M (2007) Macrophages transmit human immunodeficiency virus type 1 products to CD4-negative cells: involvement of matrix metalloproteinase 9. J Virol 81:9078–9087
Neuhaus J, Jacobs DR Jr, Baker JV, Calmy A, Duprez D, La Rosa A, Kuller LH, Pett SL, Ristola M, Ross MJ, Shlipak MG, Tracy R, Neaton JD (2010) Markers of inflammation, coagulation, and renal function are elevated in adults with HIV infection. J Infect Dis 201:1788–1795
Noble JM, Manly JJ, Schupf N, Tang MX, Mayeux R, Luchsinger JA (2010) Association of C-reactive protein with cognitive impairment. Arch Neurol 67:87–92
Puzianowska-Kuznicka M, Owczarz M, Wieczorowska-Tobis K, Nadrowski P, Chudek J, Slusarczyk P, Skalska A, Jonas M, Franek E, Mossakowska M (2016) Interleukin-6 and C-reactive protein, successful aging, and mortality: the PolSenior study. Immun Ageing 13:21
Roberts RO, Geda YE, Knopman DS, Boeve BF, Christianson TJ, Pankratz VS, Kullo IJ, Tangalos EG, Ivnik RJ, Petersen RC (2009) Association of C-reactive protein with mild cognitive impairment. Alzheimers Dement 5:398–405
Robertson K, Fiscus S, Wilkins J, van der Horst C, Hall C (1996) Viral load and neuropsychological functioning in HIV seropositive individuals:a preliminary descriptive study. J NeuroAIDS 1:7–15
Ronsholt FF, Ullum H, Katzenstein TL, Gerstoft J, Ostrowski SR (2013) Persistent inflammation and endothelial activation in HIV-1 infected patients after 12 years of antiretroviral therapy. PLoS One 8:e65182
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
Rubin LH, Cook JA, Weber KM, Cohen MH, Martin E, Valcour V, Milam J, Anastos K, Young MA, Alden C, Gustafson DR, Maki PM (2015) The association of perceived stress and verbal memory is greater in HIV-infected versus HIV-uninfected women. J Neuro-Oncol 21:422–432
Rubin LH, Pyra M, Cook JA, Weber KM, Cohen MH, Martin E, Valcour V, Milam J, Anastos K, Young MA, Alden C, Gustafson DR, Maki PM (2016) Post-traumatic stress is associated with verbal learning, memory, and psychomotor speed in HIV-infected and HIV-uninfected women. J Neuro-Oncol 22:159–169
Sacktor N, Skolasky RL, Seaberg E, Munro C, Becker JT, Martin E, Ragin A, Levine A, Miller E (2016) Prevalence of HIV-associated neurocognitive disorders in the Multicenter AIDS Cohort Study. Neurology 86:334–340
Singh T, Newman AB (2011) Inflammatory markers in population studies of aging. Ageing Res Rev 10:319–329
Ticona E, Bull ME, Soria J, Tapia K, Legard J, Styrchak SM, Williams C, Mitchell C, La Rosa A, Rosa AL, Coombs RW, Frenkel LM (2015) Biomarkers of inflammation in HIV-infected Peruvian men and women before and during suppressive antiretroviral therapy. AIDS 29:1617–1622
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
Vartak-Sharma N, Gelman BB, Joshi C, Borgamann K, Ghorpade A (2014) Astrocyte elevated gene-1 is a novel modulator of HIV-1-associated neuroinflammation via regulation of nuclear factor-kappaB signaling and excitatory amino acid transporter-2 repression. J Biol Chem 289:19599–19612
Vera JH, Guo Q, Cole JH, Boasso A, Greathead L, Kelleher P, Rabiner EA, Kalk N, Bishop C, Gunn RN, Matthews PM, Winston A (2016) Neuroinflammation in treated HIV-positive individuals: a TSPO PET study. Neurology 86:1425–1432
Walsh MC, Trentham-Dietz A, Newcomb PA, Gangnon R, Palta M (2012) Using propensity scores to reduce case-control selection bias. Epidemiology 23:772–773
Wang T, Gong N, Liu J, Kadiu I, Kraft-Terry SD, Mosley RL, Volsky DJ, Ciborowski P, Gendelman HE (2008) Proteomic modeling for HIV-1 infected microglia-astrocyte crosstalk. PLoS One 3:e2507
Wright CB, Sacco RL, Rundek T, Delman J, Rabbani L, Elkind M (2006) Interleukin-6 is associated with cognitive function: the Northern Manhattan Study. J Stroke Cerebrovasc Dis 15:34–38
Xu R, Feng X, Xie X, Zhang J, Wu D, Xu L (2012) HIV-1 Tat protein increases the permeability of brain endothelial cells by both inhibiting occludin expression and cleaving occludin via matrix metalloproteinase-9. Brain Res 1436:13–19
Yaffe K, Lindquist K, Penninx BW, Simonsick EM, Pahor M, Kritchevsky S, Launer L, Kuller L, Rubin S, Harris T (2003) Inflammatory markers and cognition in well-functioning African-American and white elders. Neurology 61:76–80
Acknowledgements
Data in this manuscript were collected by the Women’s Interagency HIV Study (WIHS). WIHS (Principal Investigators): UAB-MS WIHS (Michael Saag, Mirjam-Colette Kempf, and Deborah Konkle-Parker), U01-AI-103401; Atlanta WIHS (Ighovwerha Ofotokun and Gina Wingood), U01-AI-103408; Bronx WIHS (Kathryn Anastos), U01-AI-035004; Brooklyn WIHS (Howard Minkoff and Deborah Gustafson), U01-AI-031834; Chicago WIHS (Mardge Cohen), U01-AI-034993; Metropolitan Washington WIHS (Mary Young), U01-AI-034994; Miami WIHS (Margaret Fischl and Lisa Metsch), U01-AI-103397; UNC WIHS (Adaora Adimora), U01-AI-103390; Connie Wofsy Women’s HIV Study, Northern California (Ruth Greenblatt, Bradley Aouizerat, and Phyllis Tien), U01-AI-034989; WIHS Data Management and Analysis Center (Stephen Gange and Elizabeth Golub), U01-AI-042590; Southern California WIHS (Alexandra Levine and Marek Nowicki), U01-HD-032632 (WIHS I–WIHS IV).
Funding
Dr. Rubin’s effort was supported by Grant Number 1K01MH098798-01 from the National Institute of Mental Health (NIMH) and by Grant Number K12HD055892 from the Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD), and the National Institutes of Health Office of Research on Women’s Health (ORWH). Dr. Valcour’s work was supported by his K24MH098759. This grant is also supported in part by the Chicago Developmental Center for AIDS Research (D-CFAR), an NIH-funded program (P30 AI 082151), which is supported by the following NIH Institutes and Centers: NIAID, NCI, NIMH, NIDA, NICHD, NHLBI, and NCCAM. The WIHS is funded primarily by the National Institute of Allergy and Infectious Diseases (NIAID), with additional co-funding from the Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD), the National Cancer Institute (NCI), the National Institute on Drug Abuse (NIDA), and the National Institute on Mental Health (NIMH). Targeted supplemental funding for specific projects is also provided by the National Institute of Dental and Craniofacial Research (NIDCR), the National Institute on Alcohol Abuse and Alcoholism (NIAAA), the National Institute on Deafness and other Communication Disorders (NIDCD), and the NIH Office of Research on Women’s Health. WIHS data collection is also supported by UL1-TR000004 (UCSF CTSA) and UL1-TR000454 (Atlanta CTSA).
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Rubin, L.H., Benning, L., Keating, S.M. et al. Variability in C-reactive protein is associated with cognitive impairment in women living with and without HIV: a longitudinal study. J. Neurovirol. 24, 41–51 (2018). https://doi.org/10.1007/s13365-017-0590-4
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DOI: https://doi.org/10.1007/s13365-017-0590-4