Abstract
Human immunodeficiency virus (HIV)-associated cognitive disorders (HAND) is characterized by impaired motor and intellectual functions, as well as mood disorders. Brain-derived neurotrophic factor and its receptor TrkB (or NTRK2) mediate the efficacy of antidepressant drugs. Genomic studies of BDNF/TrkB have implicated common single-nucleotide polymorphisms in the pathology of depression. In the current study, we investigated whether single-nucleotide polymorphisms (SNPs) (rs1212171, rs1439050, rs1187352, rs1778933, rs1443445, rs3780645, rs2378672, and rs11140800) in the NTRK2 has a functional impact on depression in HIV-positive subjects. We have utilized the Central Nervous System (CNS) HIV Antiretroviral Therapy Effects Research (CHARTER) cohort. Our methods explored the univariate associations of these SNPs with clinical (current and lifetime) diagnosis of depression via chi-square. The distribution of alleles was significantly different for African-Americans and Caucasians (non-Hispanic) for several SNPs, so our regression analyses included both “statistical controls” for race group and models for each group separately. Finally, we applied a method of simultaneous analysis of associations, estimating the mutually shared information across a system of variables, separately by race group. Our results indicate that there is no significant association between clinical diagnosis of major depression and these SNPs for either race group in any analysis. However, we identified that the SNP associations varied by race group and sex.
Similar content being viewed by others
References
Anagnostopoulos A, Ledergerber B, Jaccard R, Shaw SA, Stoeckle M, Bernasconi E, Barth J, Calmy A, Berney A, Jenewein J, Weber R (2015) Frequency of and Risk Factors for Depression among Participants in the Swiss HIV Cohort Study (SHCS). PLoS ONE 10:e0140943. https://doi.org/10.1371/journal.pone.0140943
Asch SM, Kilbourne AM, Gifford AL, Burnam MA, Turner B, Shapiro MF, Bozzette SA (2003) Underdiagnosis of depression in HIV: who are we missing? J Gen Intern Med 18:450–460
Avdoshina V, Mocchetti I, Liu C, Young MA, Anastos K, Cohen M, Crystal H, Pearce CL, Golub ET, Tractenberg RE (2013) Single-nucleotide polymorphisms in TrkB and risk for depression: findings from the women’s interagency HIV study. J Acquir Immune Defic Syndr 64:138–141. https://doi.org/10.1097/QAI.0b013e3182a468e9
Bachis A, Avdoshina V, Zecca L, Parsadanian M, Mocchetti I (2012) Human immunodeficiency virus type 1 alters brain-derived neurotrophic factor processing in neurons. J Neurosci 32:9477–9484. https://doi.org/10.1523/JNEUROSCI.0865-12.2012
Bachis A, Forcelli P, Masliah E, Campbell L, Mocchetti I (2016) Expression of gp120 in mice evokes anxiety behavior: Co-occurrence with increased dendritic spines and brain-derived neurotrophic factor in the amygdala. Brain Behav Immun 54:170–177. https://doi.org/10.1016/j.bbi.2016.01.020
Beck AT, Steer RA, Brown GK (1996) Manual for the Beck depression inventory-II. Psychological Corporation, San Antonio
Beltrame MH, Rubel MA, Tishkoff SA (2016) Inferences of African evolutionary history from genomic data. Curr Opin Genet Dev 41:159–166. https://doi.org/10.1016/j.gde.2016.10.002
Bhatia R, Hartman C, Kallen MA, Graham J, Giordano TP (2011) Persons newly diagnosed with HIV infection are at high risk for depression and poor linkage to care: results from the Steps Study. AIDS Behav 15:1161–1170. https://doi.org/10.1007/s10461-010-9778-9
Bocchio-Chiavetto L, Bagnardi V, Zanardini R, Molteni R, Nielsen MG, Placentino A, Giovannini C, Rillosi L, Ventriglia M, Riva MA, Gennarelli M (2010) Serum and plasma BDNF levels in major depression: a replication study and meta-analyses. World J Biol Psychiatry 11:763–773. https://doi.org/10.3109/15622971003611319
Bollen KA (1989) Structural equations with latent variables. Wiley series in probability and mathematical statistics. Applied probability and statistics. Wiley, New York
Castren E, Voikar V, Rantamaki T (2007) Role of neurotrophic factors in depression. Curr Opin Pharmacol 7:18–21. https://doi.org/10.1016/j.coph.2006.08.009
Chen B, Dowlatshahi D, MacQueen GM, Wang JF, Young LT (2001) Increased hippocampal BDNF immunoreactivity in subjects treated with antidepressant medication. Biol Psychiatry 50:260–265
Cohen S, Janicki-Deverts D, Miller GE (2007) Psychological stress and disease. JAMA 298:1685–1687. https://doi.org/10.1001/jama.298.14.1685
Colle R, Deflesselle E, Martin S, David DJ, Hardy P, Taranu A, Falissard B, Verstuyft C, Corruble E (2015) BDNF/TRKB/P75NTR polymorphisms and their consequences on antidepressant efficacy in depressed patients. Pharmacogenomics 16:997–1013. https://doi.org/10.2217/pgs.15.56
Comrey AL, Lee HB (1992) A first course in factor analysis, 2nd edn. L. Erlbaum Associates, Hillsdale
Conrady S, Jouffe L (2015) Bayesian networks and BayesiaLab—a practical introduction for researchers
Deflesselle E, Colle R, Rigal L, David DJ, Vievard A, Martin S, Becquemont L, Verstuyft C, Corruble E (2018) The TRKB rs2289656 genetic polymorphism is associated with acute suicide attempts in depressed patients: a transversal case control study. PLoS ONE 13:e0205648. https://doi.org/10.1371/journal.pone.0205648
Dong C, Wong ML, Licinio J (2009) Sequence variations of ABCB1, SLC6A2, SLC6A3, SLC6A4, CREB1, CRHR1 and NTRK2: association with major depression and antidepressant response in Mexican-Americans. Mol Psychiatry 14:1105–1118. https://doi.org/10.1038/mp.2009.92
Duman RS, Monteggia LM (2006) A neurotrophic model for stress-related mood disorders. Biol Psychiatry 59:1116–1127. https://doi.org/10.1016/j.biopsych.2006.02.013
Gautam Y, Afanador Y, Abebe T, Lopez JE, Mersha TB (2019) Genome-wide analysis revealed sex-specific gene expression in asthmatics. Hum Mol Genet 28:2600–2614. https://doi.org/10.1093/hmg/ddz074
Gupta VK, You Y, Gupta VB, Klistorner A, Graham SL (2013) TrkB receptor signalling: implications in neurodegenerative, psychiatric and proliferative disorders. Int J Mol Sci 14:10122–10142. https://doi.org/10.3390/ijms140510122
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. https://doi.org/10.1212/WNL.0b013e318200d727
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 (2011) HIV-associated neurocognitive disorders before and during the era of combination antiretroviral therapy: differences in rates, nature, and predictors. J Neurovirol 17:3–16. https://doi.org/10.1007/s13365-010-0006-1
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 (2015) Neurocognitive change in the era of HIV combination antiretroviral therapy: the longitudinal CHARTER study. Clin Infect Dis 60:473–480. https://doi.org/10.1093/cid/ciu862
Hennings JM, Kohli MA, Czamara D, Giese M, Eckert A, Wolf C, Heck A, Domschke K, Arolt V, Baune BT, Horstmann S, Bruckl T, Klengel T, Menke A, Muller-Myhsok B, Ising M, Uhr M, Lucae S (2013) Possible associations of NTRK2 polymorphisms with antidepressant treatment outcome: findings from an extended tag SNP approach. PLoS ONE 8:e64947. https://doi.org/10.1371/journal.pone.0064947
Hennings JM, Kohli MA, Uhr M, Holsboer F, Ising M, Lucae S (2019) Polymorphisms in the BDNF and BDNFOS genes are associated with hypothalamus-pituitary axis regulation in major depression. Prog Neuropsychopharmacol Biol Psychiatry 95:109686. https://doi.org/10.1016/j.pnpbp.2019.109686
Holm S (1979) A simple sequentially rejective multiple test procedure. Scand J Stat 6:5
Jiang N, Wang M, Jia T, Wang L, Leach L, Hackett C, Marshall D, Luo Z (2011) A robust statistical method for association-based eQTL analysis. PLoS ONE 6:e23192. https://doi.org/10.1371/journal.pone.0023192
Katara P (2014) Single nucleotide polymorphism and its dynamics for pharmacogenomics. Interdiscip Sci 6:85–92. https://doi.org/10.1007/s12539-013-0007-x
Khramtsova EA, Davis LK, Stranger BE (2019) The role of sex in the genomics of human complex traits. Nat Rev Genet 20:173–190. https://doi.org/10.1038/s41576-018-0083-1
Li M, Boehnke M, Abecasis GR (2005) Joint modeling of linkage and association: identifying SNPs responsible for a linkage signal. Am J Hum Genet 76:934–949. https://doi.org/10.1086/430277
Lin D, De La Pena I, Lin L, Zhou SF, Borlongan CV, Cao C (2014) The neuroprotective role of acupuncture and activation of the BDNF signaling pathway. Int J Mol Sci 15:3234–3252. https://doi.org/10.3390/ijms15023234
Marando F, Gualberti G, Costanzo AM, di Luzio PU, Franzetti M, Ammassari A, Antinori A, Galli M (2016) Discrepancies between physician’s perception of depression in HIV patients and self-reported CES-D-20 assessment: the DHIVA study. AIDS Care 28:147–159. https://doi.org/10.1080/09540121.2015.1080794
McArthur JC, Steiner J, Sacktor N, Nath A (2010) Human immunodeficiency virus-associated neurocognitive disorders: Mind the gap. Ann Neurol 67:699–714. https://doi.org/10.1002/ana.22053
Mitre M, Mariga A, Chao MV (2017) Neurotrophin signalling: novel insights into mechanisms and pathophysiology. Clin Sci (lond) 131:13–23. https://doi.org/10.1042/CS20160044
Park H, Poo MM (2013) Neurotrophin regulation of neural circuit development and function. Nat Rev Neurosci 14:7–23. https://doi.org/10.1038/nrn3379
Pla P, Orvoen S, Saudou F, David DJ, Humbert S (2014) Mood disorders in Huntington’s disease: from behavior to cellular and molecular mechanisms. Front Behav Neurosci 8:135. https://doi.org/10.3389/fnbeh.2014.00135
Pollak DD, Monje FJ, Zuckerman L, Denny CA, Drew MR, Kandel ER (2008) An animal model of a behavioral intervention for depression. Neuron 60:149–161. https://doi.org/10.1016/j.neuron.2008.07.041
Post RM (2007) Role of BDNF in bipolar and unipolar disorder: clinical and theoretical implications. J Psychiatr Res 41:979–990
Rabkin JG (2008) HIV and depression: 2008 review and update. Curr HIV/AIDS Rep 5:163–171
Robertson K, Bayon C, Molina JM, McNamara P, Resch C, Munoz-Moreno JA, Kulasegaram R, Schewe K, Burgos-Ramirez A, De Alvaro C, Cabrero E, Guion M, Norton M, van Wyk J (2014) Screening for neurocognitive impairment, depression, and anxiety in HIV-infected patients in Western Europe and Canada. AIDS Care 26:1555–1561. https://doi.org/10.1080/09540121.2014.936813
Roetker NS, Page CD, Yonker JA, Chang V, Roan CL, Herd P, Hauser TS, Hauser RM, Atwood CS (2013) Assessment of genetic and nongenetic interactions for the prediction of depressive symptomatology: an analysis of the Wisconsin Longitudinal Study using machine learning algorithms. Am J Public Health 103(Suppl 1):S136-144. https://doi.org/10.2105/AJPH.2012.301141
Shimizu E, Hashimoto K, Okamura N, Koike K, Komatsu N, Kumakiri C, Nakazato M, Watanabe H, Shinoda N, Okada S, Iyo M (2003) Alterations of serum levels of brain-derived neurotrophic factor (BDNF) in depressed patients with or without antidepressants. Biol Psychiatry 54:70–75
Slot M, Sodemann M, Gabel C, Holmskov J, Laursen T, Rodkjaer L (2015) Factors associated with risk of depression and relevant predictors of screening for depression in clinical practice: a cross-sectional study among HIV-infected individuals in Denmark. HIV Med 16:393–402. https://doi.org/10.1111/hiv.12223
Speidell A, Asuni GP, Wakulski R, Mocchetti I (2020) Up-regulation of the p75 neurotrophin receptor is an essential mechanism for HIV-gp120 mediated synaptic loss in the striatum. Brain Behav Immun 89:371–379. https://doi.org/10.1016/j.bbi.2020.07.023
Tanaka J, Horiike Y, Matsuzaki M, Miyazaki T, Ellis-Davies GC, Kasai H (2008) Protein synthesis and neurotrophin-dependent structural plasticity of single dendritic spines. Science 319:1683–1687
Wang DG, Fan JB, Siao CJ, Berno A, Young P, Sapolsky R, Ghandour G, Perkins N, Winchester E, Spencer J, Kruglyak L, Stein L, Hsie L, Topaloglou T, Hubbell E, Robinson E, Mittmann M, Morris MS, Shen N, Kilburn D, Rioux J, Nusbaum C, Rozen S, Hudson TJ, Lipshutz R, Chee M, Lander ES (1998) Large-scale identification, mapping, and genotyping of single-nucleotide polymorphisms in the human genome. Science 280:1077–1082
Wang T, Jacob H, Ghosh S, Wang X, Zeng ZB (2009) A joint association test for multiple SNPs in genetic case-control studies. Genet Epidemiol 33:151–163. https://doi.org/10.1002/gepi.20368
Weaver KE, Llabre MM, Duran RE, Antoni MH, Ironson G, Penedo FJ, Schneiderman N (2005) A stress and coping model of medication adherence and viral load in HIV-positive men and women on highly active antiretroviral therapy (HAART). Health Psychol 24:385–392. https://doi.org/10.1037/0278-6133.24.4.385
Zhou Z, Ding X, Yang Q, Hu J, Shang X, Huang X, Ge L, Zhou T (2015) Association between Single-Nucleotide Polymorphisms of the Tyrosine Kinase Receptor B (TrkB) and Post-Stroke Depression in China. PLoS ONE 10:e0144301. https://doi.org/10.1371/journal.pone.0144301
Zuccato C, Cattaneo E (2009) Brain-derived neurotrophic factor in neurodegenerative diseases. Nat Rev Neurol 5:311–322
Acknowledgements
This work was supported by the National Institutes of Health grants AI117970 (District of Columbia Center for AIDS Research) to V.A., and NS079172 and NS074916 to I.M, and N01 MH22005, HHSN271201000036C, and HHSN271201000030C to the CNS HIV Anti-Retroviral Therapy Effects Research (CHARTER).
Author information
Authors and Affiliations
Contributions
VA designed experiments, contributed to data analysis, and co-wrote the manuscript; FY contributed to data analysis and manuscript writing; IM contributed to experimental design and manuscript writing; SLL contributed to experimental design and materials; RET designed experiments, contributed to data analysis, and co-wrote the manuscript. All authors read and approved the final version of the manuscript.
Corresponding author
Ethics declarations
Conflict of interest
Author Futoshi Yumoto was employed by company Resonate, Inc. All other authors declare no competing interests.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Avdoshina, V., Yumoto, F., Mocchetti, I. et al. Race-Dependent Association of Single-Nucleotide Polymorphisms in TrkB Receptor in People Living with HIV and Depression. Neurotox Res 39, 1721–1731 (2021). https://doi.org/10.1007/s12640-021-00406-1
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12640-021-00406-1