Advertisement
Archival Report| Volume 86, ISSUE 2, P153-162, July 15, 2019

Higher Peripheral Inflammatory Signaling Associated With Lower Resting-State Functional Brain Connectivity in Emotion Regulation and Central Executive Networks

      Abstract

      Background

      Researchers document bidirectional pathways linking peripheral inflammation and neural circuitries subserving emotion processing and regulation. To extend this work, we present results from two independent studies examining the relationship between inflammation and resting-state functional connectivity (rsFC), as measured by functional magnetic resonance imaging.

      Methods

      Study 1 involved 90 rural African American young adults, 25 years of age (52% female), and study 2 involved 82 urban African American youths, 13 to 14 years of age (66% female). Both studies measured circulating inflammatory biomarkers (C-reactive protein, interleukin 6, interleukin 10, tumor necrosis factor alpha), and the measures were averaged to form a composite. Study 2 also enumerated classical monocytes, a key leukocyte subpopulation involved in immune-to-brain signaling. All participants completed a resting-state functional magnetic resonance imaging scan.

      Results

      Consistent with our prediction, higher scores on the inflammatory composite were associated with lower rsFC within an emotion regulation network in study 1, controlling for sex. Study 2 replicated study 1, showing that higher scores on the inflammatory composite were associated with lower rsFC within the emotion regulation network, controlling for sex, age, and pubertal status, and found a similar pattern for rsFC within a central executive network. Study 2 also found that higher numbers of classical monocytes were associated with lower rsFC within both the emotion regulation and central executive networks. There was no relationship between rsFC in the anterior salience or default mode networks with inflammation in either study.

      Conclusions

      With these findings, we document relationships between peripheral inflammation and rsFC within an emotion regulation and central executive network and replicate these associations with the emotion regulation network across two independent samples.

      Keywords

      To read this article in full you will need to make a payment

      Purchase one-time access:

      Academic & Personal: 24 hour online accessCorporate R&D Professionals: 24 hour online access
      One-time access price info
      • For academic or personal research use, select 'Academic and Personal'
      • For corporate R&D use, select 'Corporate R&D Professionals'

      Subscribe:

      Subscribe to Biological Psychiatry
      Already a print subscriber? Claim online access
      Already an online subscriber? Sign in
      Institutional Access: Sign in to ScienceDirect

      References

        • Nusslock R.
        • Miller G.E.
        Early-life adversity and physical and emotional health across the lifespan: A neuroimmune network hypothesis.
        Biol Psychiatry. 2016; 80: 23-32
        • Haroon E.
        • Raison C.L.
        • Miller A.H.
        Psychoneuroimmunology meets neuropsychopharmacology: Translational implications of the impact of inflammation on behavior.
        Neuropsychopharmacology. 2012; 37: 137-162
        • Miller A.H.
        • Raison C.L.
        The role of inflammation in depression: From evolutionary imperative to modern treatment target.
        Nat Rev Immunol. 2016; 16: 22-34
        • Felger J.C.
        • Treadway M.T.
        Inflammation effects on motivation and motor activity: Role of dopamine.
        Neuropsychopharmacology. 2017; 42: 216-241
        • Weber M.D.
        • Godbout J.P.
        • Sheridan J.F.
        Repeated social defeat, neuroinflammation, and behavior: Monocytes carry the signal.
        Neuropsychopharmacology. 2017; 42: 46-61
        • Wohleb E.S.
        • Powell N.D.
        • Godbout J.P.
        • Sheridan J.F.
        Stress-induced recruitment of bone marrow-derived monocytes to the brain promotes anxiety-like behavior.
        J Neurosci. 2013; 33: 13820-13833
        • Ramirez K.
        • Niraula A.
        • Sheridan J.F.
        GABAergic modulation with classical benzodiazepines prevent stress-induced neuro-immune dysregulation and behavioral alterations.
        Brain Behav Immun. 2016; 51: 154-168
        • Ramirez K.
        • Shea D.T.
        • McKim D.B.
        • Reader B.F.
        • Sheridan J.F.
        Imipramine attenuates neuroinflammatory signaling and reverses stress-induced social avoidance.
        Brain Behav Immun. 2015; 46: 212-220
        • Wohleb E.S.
        • Hanke M.L.
        • Corona A.W.
        • Powell N.D.
        • Stiner L.M.
        • Bailey M.T.
        • et al.
        Beta-adrenergic receptor antagonism prevents anxiety-like behavior and microglial reactivity induced by repeated social defeat.
        J Neurosci. 2011; 31: 6277-6288
        • Knuesel I.
        • Chicha L.
        • Britschgi M.
        • Schobel S.A.
        • Bodmer M.
        • Hellings J.A.
        • et al.
        Maternal immune activation and abnormal brain development across CNS disorders.
        Nat Rev Neurol. 2014; 10: 643-660
        • Meyer U.
        Developmental neuroinflammation and schizophrenia.
        Prog Neuropsychopharmacol Biol Psychiatry. 2013; 42: 20-34
        • Hutchinson M.R.
        • Watkins L.R.
        Why is neuroimmunopharmacology crucial for the future of addiction research?.
        Neuropharmacology. 2014; 76: 218-227
        • Inagaki T.K.
        • Muscatell K.A.
        • Irwin M.R.
        • Cole S.W.
        • Eisenberger N.I.
        Inflammation selectively enhances amygdala activity to socially threatening images.
        Neuroimage. 2012; 59: 3222-3226
        • Eisenberger N.I.
        • Berkman E.T.
        • Inagaki T.K.
        • Rameson L.T.
        • Mashal N.M.
        • Irwin M.R.
        Inflammation-induced anhedonia: Endotoxin reduces ventral striatum responses to reward.
        Biol Psychiatry. 2010; 68: 748-754
        • Harrison N.A.
        • Brydon L.
        • Walker C.
        • Gray M.A.
        • Steptoe A.
        • Critchley H.D.
        Inflammation causes mood changes through alterations in subgenual cingulate activity and mesolimbic connectivity.
        Biol Psychiatry. 2009; 66: 407-414
        • Capuron L.
        • Pagnoni G.
        • Drake D.F.
        • Woolwine B.J.
        • Spivey J.R.
        • Crowe R.J.
        • et al.
        Dopaminergic mechanisms of reduced basal ganglia responses to hedonic reward during interferon alfa administration.
        Arch Gen Psychiatry. 2012; 69: 1044-1053
        • Lasselin J.
        • Treadway M.T.
        • Lacourt T.E.
        • Soop A.
        • Olsson M.J.
        • Karshikoff B.
        • et al.
        Lipopolysaccharide alters motivated behavior in a monetary reward task: A randomized trial.
        Neuropsychopharmacology. 2017; 42: 801-810
        • Felger J.C.
        • Li Z.
        • Haroon E.
        • Woolwine B.J.
        • Jung M.Y.
        • Hu X.
        • et al.
        Inflammation is associated with decreased functional connectivity within corticostriatal reward circuitry in depression.
        Mol Psychiatry. 2016; 21: 1358-1365
        • Muscatell K.A.
        • Eisenberger N.I.
        • Dutcher J.M.
        • Cole S.W.
        • Bower J.E.
        Links between inflammation, amygdala reactivity, and social support in breast cancer survivors.
        Brain Behav Immun. 2016; 53: 34-38
        • Muscatell K.A.
        • Dedovic K.
        • Slavich G.M.
        • Jarcho M.R.
        • Breen E.C.
        • Bower J.E.
        • et al.
        Neural mechanisms linking social status and inflammatory responses to social stress.
        Soc Cogn Affect Neurosci. 2016; 11: 915-922
        • Muscatell K.A.
        • Dedovic K.
        • Slavich G.M.
        • Jarcho M.R.
        • Breen E.C.
        • Bower J.E.
        • et al.
        Greater amygdala activity and dorsomedial prefrontal-amygdala coupling are associated with enhanced inflammatory responses to stress.
        Brain Behav Immun. 2015; 43: 46-53
        • Tawakol A.
        • Ishai A.
        • Takx R.A.P.
        • Figueroa A.L.
        • Ali A.
        • Kaiser Y.
        • et al.
        Relation between resting amygdalar activity and cardiovascular events: A longitudinal and cohort study.
        Lancet. 2017; 389: 834-845
        • Hotamisligil G.S.
        Inflammation and metabolic disorders.
        Nature. 2006; 444: 860-867
        • Odegaard J.I.
        • Chawla A.
        Pleiotropic actions of insulin resistance and inflammation in metabolic homeostasis.
        Science. 2013; 339: 172-177
        • Raichle M.E.
        The restless brain: How intrinsic activity organizes brain function.
        Philos Trans R Soc Lond B Biol Sci. 2015; 370: 20140172
        • Bressler S.L.
        • Menon V.
        Large-scale brain networks in cognition: Emerging methods and principles.
        Trends Cogn Sci. 2010; 14: 277-290
        • Gratton C.
        • Laumann T.O.
        • Nielsen A.N.
        • Greene D.J.
        • Gordon E.M.
        • Gilmore A.W.
        • et al.
        Functional brain networks are dominated by stable group and individual factors, not cognitive or daily variation.
        Neuron. 2018; 98: 439-452, e435
        • Grayson D.S.
        • Fair D.A.
        Development of large-scale functional networks from birth to adulthood: A guide to the neuroimaging literature.
        Neuroimage. 2017; 160: 15-31
        • Menon V.
        Large-scale brain networks and psychopathology: A unifying triple network model.
        Trends Cogn Sci. 2011; 15: 483-506
        • Ochsner K.N.
        • Silvers J.A.
        • Buhle J.T.
        Functional imaging studies of emotion regulation: A synthetic review and evolving model of the cognitive control of emotion.
        Ann N Y Acad Sci. 2012; 1251: e1-e24
        • Kohn N.
        • Eickhoff S.B.
        • Scheller M.
        • Laird A.R.
        • Fox P.T.
        • Habel U.
        Neural network of cognitive emotion regulation—An ALE meta-analysis and MACM analysis.
        Neuroimage. 2014; 87: 345-355
        • Buhle J.T.
        • Silvers J.A.
        • Wager T.D.
        • Lopez R.
        • Onyemekwu C.
        • Kober H.
        • et al.
        Cognitive reappraisal of emotion: A meta-analysis of human neuroimaging studies.
        Cereb Cortex. 2014; 24: 2981-2990
        • Gagnepain P.
        • Hulbert J.
        • Anderson M.C.
        Parallel regulation of memory and emotion supports the suppression of intrusive memories.
        J Neurosci. 2017; 37: 6423-6441
        • Shirer W.R.
        • Ryali S.
        • Rykhlevskaia E.
        • Menon V.
        • Greicius M.D.
        Decoding subject-driven cognitive states with whole-brain connectivity patterns.
        Cereb Cortex. 2012; 22: 158-165
        • Wessing I.
        • Rehbein M.A.
        • Postert C.
        • Furniss T.
        • Junghofer M.
        The neural basis of cognitive change: Reappraisal of emotional faces modulates neural source activity in a frontoparietal attention network.
        Neuroimage. 2013; 81: 15-25
        • Seeley W.W.
        • Menon V.
        • Schatzberg A.F.
        • Keller J.
        • Glover G.H.
        • Kenna H.
        • et al.
        Dissociable intrinsic connectivity networks for salience processing and executive control.
        J Neurosci. 2007; 27: 2349-2356
        • Raichle M.E.
        The brain's default mode network.
        Annu Rev Neurosci. 2015; 38: 433-447
        • Williams D.R.
        • Gonzalez H.M.
        • Neighbors H.
        • Nesse R.
        • Abelson J.M.
        • Sweetman J.
        • et al.
        Prevalence and distribution of major depressive disorder in African Americans, Caribbean blacks, and non-Hispanic whites: Results from the National Survey of American Life.
        Arch Gen Psychiatry. 2007; 64: 305-315
        • Gibbs T.A.
        • Okuda M.
        • Oquendo M.A.
        • Lawson W.B.
        • Wang S.
        • Thomas Y.F.
        • et al.
        Mental health of African Americans and Caribbean blacks in the United States: Results from the National Epidemiological Survey on Alcohol and Related Conditions.
        Am J Public Health. 2013; 103: 330-338
        • Hankerson S.H.
        • Fenton M.C.
        • Geier T.J.
        • Keyes K.M.
        • Weissman M.M.
        • Hasin D.S.
        Racial differences in symptoms, comorbidity, and treatment for major depressive disorder among black and white adults.
        J Natl Med Assoc. 2011; 103: 576-584
        • Zapolski T.C.
        • Pedersen S.L.
        • McCarthy D.M.
        • Smith G.T.
        Less drinking, yet more problems: Understanding African American drinking and related problems.
        Psychol Bull. 2014; 140: 188-223
        • Banks D.E.
        • Rowe A.T.
        • Mpofu P.
        • Zapolski T.C.
        Trends in typologies of concurrent alcohol, marijuana, and cigarette use among US adolescents: An ecological examination by sex and race/ethnicity.
        Drug Alcohol Depend. 2017; 179: 71-77
        • Acevedo-Garcia D.
        • Osypuk T.L.
        • McArdle N.
        • Williams D.R.
        Toward a policy-relevant analysis of geographic and racial/ethnic disparities in child health.
        Health Aff (Millwood). 2008; 27: 321-333
        • Slopen N.
        • Lewis T.T.
        • Gruenewald T.L.
        • Mujahid M.S.
        • Ryff C.D.
        • Albert M.A.
        • et al.
        Early life adversity and inflammation in African Americans and whites in the midlife in the United States survey.
        Psychosom Med. 2010; 72: 694-701
        • United States Census Bureau
        U.S. poverty report.
        U.S. Government Printing Office, Washington, DC2014
        • Gogtay N.
        • Giedd J.N.
        • Lusk L.
        • Hayashi K.M.
        • Greenstein D.
        • Vaituzis A.C.
        • et al.
        Dynamic mapping of human cortical development during childhood through early adulthood.
        Proc Natl Acad Sci U S A. 2004; 101: 8174-8179
        • Coe C.L.
        All roads lead to psychoneuroimmunology.
        in: Suls J.M. Davidson K.W. Kaplan R.M. Handbook of Health Psychology and Behavioral Medicine. Guilford, New York, NY2010: 182-199
        • Kessler R.C.
        • Amminger G.P.
        • Aguilar-Gaxiola S.
        • Alonso J.
        • Lee S.
        • Ustun T.B.
        Age of onset of mental disorders: A review of recent literature.
        Curr Opin Psychiatry. 2007; 20: 359-364
        • Irwin M.R.
        • Cole S.W.
        Reciprocal regulation of the neural and innate immune systems.
        Nat Rev Immunol. 2011; 11: 625-632
        • Miller A.H.
        • Haroon E.
        • Raison C.L.
        • Felger J.C.
        Cytokine targets in the brain: Impact on neurotransmitters and neurocircuits.
        Depress Anxiety. 2013; 30: 297-306
        • Powell N.D.
        • Sloan E.K.
        • Bailey M.T.
        • Arevalo J.M.
        • Miller G.E.
        • Chen E.
        • et al.
        Social stress up-regulates inflammatory gene expression in the leukocyte transcriptome via beta-adrenergic induction of myelopoiesis.
        Proc Natl Acad Sci U S A. 2013; 110: 16574-16579
        • Gianaros P.J.
        • Marsland A.L.
        • Sheu L.K.
        • Erickson K.I.
        • Verstynen T.D.
        Inflammatory pathways link socioeconomic inequalities to white matter architecture.
        Cereb Cortex. 2013; 23: 2058-2071
        • Marsland A.L.
        • Gianaros P.J.
        • Abramowitch S.M.
        • Manuck S.B.
        • Hariri A.R.
        Interleukin-6 covaries inversely with hippocampal grey matter volume in middle-aged adults.
        Biol Psychiatry. 2008; 64: 484-490
        • Satizabal C.L.
        • Zhu Y.C.
        • Mazoyer B.
        • Dufouil C.
        • Tzourio C.
        Circulating IL-6 and CRP are associated with MRI findings in the elderly: The 3C-Dijon Study.
        Neurology. 2012; 78: 720-727
        • Brody G.H.
        • Yu T.
        • Chen Y.F.
        • Kogan S.M.
        • Evans G.W.
        • Beach S.R.
        • et al.
        Cumulative socioeconomic status risk, allostatic load, and adjustment: A prospective latent profile analysis with contextual and genetic protective factors.
        Dev Psychol. 2013; 49: 913-927
        • Cox R.W.
        AFNI: Software for analysis and visualization of functional magnetic resonance neuroimages.
        Comput Biomed Res. 1996; 29: 162-173
        • Power J.D.
        • Barnes K.A.
        • Snyder A.Z.
        • Schlaggar B.L.
        • Petersen S.E.
        Spurious but systematic correlations in functional connectivity MRI networks arise from subject motion.
        Neuroimage. 2012; 59: 2142-2154
        • Satterthwaite T.D.
        • Elliott M.A.
        • Gerraty R.T.
        • Ruparel K.
        • Loughead J.
        • Calkins M.E.
        • et al.
        An improved framework for confound regression and filtering for control of motion artifact in the preprocessing of resting-state functional connectivity data.
        Neuroimage. 2013; 64: 240-256
        • Anderson J.S.
        • Ferguson M.A.
        • Lopez-Larson M.
        • Yurgelun-Todd D.
        Connectivity gradients between the default mode and attention control networks.
        Brain Connect. 2011; 1: 147-157
        • Miller G.E.
        • Brody G.H.
        • Yu T.
        • Chen E.
        A family-oriented psychosocial intervention reduces inflammation in low-SES African American youth.
        Proc Natl Acad Sci U S A. 2014; 111: 11287-11292
        • Xu J.
        • Moeller S.
        • Auerbach E.J.
        • Strupp J.
        • Smith S.M.
        • Feinberg D.A.
        • et al.
        Evaluation of slice accelerations using multiband echo planar imaging at 3 T.
        Neuroimage. 2013; 83: 991-1001
        • Alpert K.
        • Kogan A.
        • Parrish T.
        • Marcus D.
        • Wang L.
        The Northwestern University Neuroimaging Data Archive (NUNDA).
        Neuroimage. 2016; 124: 1131-1136
        • Andersson J.L.
        • Jenkinson M.
        • Smith S.
        Non-linear Registration aka Spatial Normalisation FMRIB technical report TR07JA2.
        FMRIB Centre, Oxford, United Kingdom2007
        • Heimbeck I.
        • Hofer T.P.
        • Eder C.
        • Wright A.K.
        • Frankenberger M.
        • Marei A.
        • et al.
        Standardized single-platform assay for human monocyte subpopulations: Lower CD14+CD16++ monocytes in females.
        Cytometry A. 2010; 77: 823-830
        • Hu T.
        • Zhang D.
        • Wang J.
        • Mistry R.
        • Ran G.
        • Wang X.
        Relation between emotion regulation and mental health: A meta-analysis review.
        Psychol Rep. 2014; 114: 341-362
        • Gross J.J.
        Emotion regulation: Current status and future prospects.
        Psychol Inq. 2015; 26: 1-26
        • Appleton A.A.
        • Buka S.L.
        • Loucks E.B.
        • Gilman S.E.
        • Kubzansky L.D.
        Divergent associations of adaptive and maladaptive emotion regulation strategies with inflammation.
        Health Psychol. 2013; 32: 748-756
        • Wager T.D.
        • Davidson M.L.
        • Hughes B.L.
        • Lindquist M.A.
        • Ochsner K.N.
        Prefrontal-subcortical pathways mediating successful emotion regulation.
        Neuron. 2008; 59: 1037-1050
        • Nilsonne G.
        • Lekander M.
        • Akerstedt T.
        • Axelsson J.
        • Ingre M.
        Diurnal variation of circulating interleukin-6 in humans: A meta-analysis.
        PLoS One. 2016; 11: e0165799
        • Fogarty C.L.
        • Nieminen J.K.
        • Peräneva L.
        • Lassenius M.I.
        • Ahola A.J.
        • Taskinen M.-R.
        • et al.
        High-fat meals induce systemic cytokine release without evidence of endotoxemia-mediated cytokine production from circulating monocytes or myeloid dendritic cells.
        Acta Diabetol. 2015; 52: 315-322

      Linked Article

      • Disentangling the Effects of Peripheral Inflammatory Markers on Brain Functional Connectivity
        Biological PsychiatryVol. 86Issue 2
        • Preview
          Discovery of the role of inflammatory processes in mental health and ill health, particularly mood disorders, represents a major advance in understanding in psychiatry and with it the opportunity to develop/repurpose immunotherapies for real patient benefit (1). In the context of acute inflammation, proinflammatory mediators (e.g., cytokines) rapidly activate parallel neural and humoral immune–brain communicatory pathways to perturb local (e.g., neurotransmitter) as well as distributed networks of neural activity to impair mood, motivation, and cognition (2).
        • Full-Text
        • PDF