Abstract
Bipolar disorder (BD) is a severe illness characterized by recurrent depressive and manic episodes and by emotional dysregulation. Altered cortico-limbic connectivity could account for typical symptoms of the disorder such as mood instability, emotional dysregulation, and cognitive deficits. Functional connectivity positively associated with glutamatergic neurotransmission. The inactivation of glutamate is handled by a series of glutamate transporters, among them, the excitatory amino acid transporter 1 (EAAT1) which is modulated by a SNP rs2731880 (C/T) where the C allele leads to increased EAAT1 expression and glutamate uptake. We hypothesized that rs2731880 would affect cortico-limbic functional connectivity during an implicit affective processing task. Sixty-eight BD patients underwent fMRI scanning during implicit processing of fearful and angry faces. We explored the effect of rs2731880 on the strength of functional connectivity from the amygdalae to the whole brain. A significant activation in response to emotional processing was observed in two main clusters encompassing the right and left amygdala. Amygdalae to whole-brain functional connectivity analyses revealed a significant interaction between rs2731880 and the task (emotional stimuli vs geometric shapes) for the functional connections between the right amygdala and right subgenual anterior cingulate cortex. Post-hoc analyses revealed that T/T patients showed a significant negative connectivity between the amygdala and anterior cingulate cortex compared to C carriers. T/T subjects also performed significantly better in the face-matching task than rs2731880*C carriers. Our findings reveal an EAAT1 genotype-associated difference in cortico-limbic connectivity during affective regulation, possibly identifying a neurobiological underpinning of emotional dysfunction in BD.

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References
Adolphs R (2002) Neural systems for recognizing emotion. Curr Opin Neurobiol 12:169–177
Adolphs R, Spezio M (2006) Role of the amygdala in processing visual social stimuli. Prog Brain Res 156:363–378
Amaral DG, Price JL (1984) Amygdalo-cortical projections in the monkey (Macaca fascicularis). J Comp Neurol 230:465–496
Anderson CM, Swanson RA (2000) Astrocyte glutamate transport: review of properties, regulation, and physiological functions. Glia 32:1–14
Apsvalka D, Gadie A, Clemence M, Mullins PG (2015) Event-related dynamics of glutamate and BOLD effects measured using functional magnetic resonance spectroscopy (fMRS) at 3T in a repetition suppression paradigm. Neuroimage 118:292–300
Behzadi Y, Restom K, Liau J, Liu TT (2007) A component based noise correction method (CompCor) for BOLD and perfusion based fMRI. Neuroimage 37:90–101
Brady RO Jr, Margolis A, Masters GA, Keshavan M, Ongur D (2017) Bipolar mood state reflected in cortico-amygdala resting state connectivity: a cohort and longitudinal study. J Affect Disord 217:205–209
Cerullo MA, Fleck DE, Eliassen JC, Smith MS, DelBello MP, Adler CM, Strakowski SM (2012) A longitudinal functional connectivity analysis of the amygdala in bipolar I disorder across mood states. Bipolar Disord 14:175–184
Chai XJ, Castanon AN, Ongur D, Whitfield-Gabrieli S (2012) Anticorrelations in resting state networks without global signal regression. Neuroimage 59:1420–1428
Chumbley JR, Friston KJ (2009) False discovery rate revisited: FDR and topological inference using Gaussian random fields. Neuroimage 44:62–70
Costafreda SG, Brammer MJ, David AS, Fu CH (2008) Predictors of amygdala activation during the processing of emotional stimuli: a meta-analysis of 385 PET and fMRI studies. Brain Res Rev 58:57–70
Danbolt NC (2001) Glutamate uptake. Prog Neurobiol 65:1–105
Dima D, Stephan KE, Roiser JP, Friston KJ, Frangou S (2011) Effective connectivity during processing of facial affect: evidence for multiple parallel pathways. J Neurosci 31:14378–14385
Duncan NW, Wiebking C, Tiret B, Marjanska M, Hayes DJ, Lyttleton O, Doyon J, Northoff G (2013) Glutamate concentration in the medial prefrontal cortex predicts resting-state cortical-subcortical functional connectivity in humans. PLoS One 8:e60312
Fairman WA, Amara SG (1999) Functional diversity of excitatory amino acid transporters: ion channel and transport modes. Am J Phys 277:F481–F486
Feng D, Guo B, Liu G, Wang B, Wang W, Gao G, Qin H, Wu S (2015) FGF2 alleviates PTSD symptoms in rats by restoring GLAST function in astrocytes via the JAK/STAT pathway. Eur Neuropsychopharmacol 25:1287–1299
Foland LC, Altshuler LL, Bookheimer SY, Eisenberger N, Townsend J, Thompson PM (2008) Evidence for deficient modulation of amygdala response by prefrontal cortex in bipolar mania. Psychiatry Res 162:27–37
Frey BN, Andreazza AC, Houenou J, Jamain S, Goldstein BI, Frye MA, Leboyer M, Berk M, Malhi GS, Lopez-Jaramillo C, Taylor VH, Dodd S, Frangou S, Hall GB, Fernandes BS, Kauer-Sant’Anna M, Yatham LN, Kapczinski F, Young LT (2013) Biomarkers in bipolar disorder: a positional paper from the International Society for Bipolar Disorders Biomarkers Task Force. Aust N Z J Psychiatry 47:321–332
Gainotti G (2012) Unconscious processing of emotions and the right hemisphere. Neuropsychologia 50:205–218
Gigante AD, Bond DJ, Lafer B, Lam RW, Young LT, Yatham LN (2012) Brain glutamate levels measured by magnetic resonance spectroscopy in patients with bipolar disorder: a meta-analysis. Bipolar Disord 14:478–487
Glascher J, Adolphs R (2003) Processing of the arousal of subliminal and supraliminal emotional stimuli by the human amygdala. J Neurosci 23:10274–10282
Hafeman D, Bebko G, Bertocci MA, Fournier JC, Chase HW, Bonar L, Perlman SB, Travis M, Gill MK, Diwadkar VA, Sunshine JL, Holland SK, Kowatch RA, Birmaher B, Axelson D, Horwitz SM, Arnold LE, Fristad MA, Frazier TW, Youngstrom EA, Findling RL, Phillips ML (2017) Amygdala-prefrontal cortical functional connectivity during implicit emotion processing differentiates youth with bipolar spectrum from youth with externalizing disorders. J Affect Disord 208:94–100
Hariri AR, Mattay VS, Tessitore A, Kolachana B, Fera F, Goldman D, Egan MF, Weinberger DR (2002) Serotonin transporter genetic variation and the response of the human amygdala. Science 297:400–403
Hassel S, Almeida JR, Kerr N, Nau S, Ladouceur CD, Fissell K, Kupfer DJ, Phillips ML (2008) Elevated striatal and decreased dorsolateral prefrontal cortical activity in response to emotional stimuli in euthymic bipolar disorder: no associations with psychotropic medication load. Bipolar Disord 10:916–927
Kapogiannis D, Reiter DA, Willette AA, Mattson MP (2013) Posteromedial cortex glutamate and GABA predict intrinsic functional connectivity of the default mode network. Neuroimage 64:112–119
Karlsson RM, Tanaka K, Heilig M, Holmes A (2008) Loss of glial glutamate and aspartate transporter (excitatory amino acid transporter 1) causes locomotor hyperactivity and exaggerated responses to psychotomimetics: rescue by haloperidol and metabotropic glutamate 2/3 agonist. Biol Psychiatry 64:810–814
Karlsson RM, Tanaka K, Saksida LM, Bussey TJ, Heilig M, Holmes A (2009) Assessment of glutamate transporter GLAST (EAAT1)-deficient mice for phenotypes relevant to the negative and executive/cognitive symptoms of schizophrenia. Neuropsychopharmacology 34:1578–1589
Keener MT, Phillips ML (2007) Neuroimaging in bipolar disorder: a critical review of current findings. Curr Psychiatry Rep 9:512–520
Ketter TA (2010) Diagnostic features, prevalence, and impact of bipolar disorder. J Clin Psychiatry 71:e14
Kirschner MA, Arriza JL, Copeland NG, Gilbert DJ, Jenkins NA, Magenis E, Amara SG (1994) The mouse and human excitatory amino acid transporter gene (EAAT1) maps to mouse chromosome 15 and a region of syntenic homology on human chromosome 5. Genomics 22:631–633
Krystal JH, Sanacora G, Blumberg H, Anand A, Charney DS, Marek G, Epperson CN, Goddard A, Mason GF (2002) Glutamate and GABA systems as targets for novel antidepressant and mood-stabilizing treatments. Mol Psychiatry 7(Suppl 1):S71–S80
LeDoux JE (2000) Emotion circuits in the brain. Annu Rev Neurosci 23:155–184
Liu M, Shi S, Senthilnathan S, Yu J, Wu E, Bergmann C, Zerres K, Bogdanova N, Coto E, Deltas C, Pierides A, Demetriou K, Devuyst O, Gitomer B, Laakso M, Lumiaho A, Lamnissou K, Magistroni R, Parfrey P, Breuning M, Peters DJM, Torra R, Winearls CG, Torres VE, Harris PC, Paterson AD, Pei Y (2010) Genetic variation of DKK3 may modify renal disease severity in ADPKD. J Am Soc Nephrol 21:1510–1520
Manelis A, Ladouceur CD, Graur S, Monk K, Bonar LK, Hickey MB, Dwojak AC, Axelson D, Goldstein BI, Goldstein TR, Bebko G, Bertocci MA, Hafeman DM, Gill MK, Birmaher B, Phillips ML (2015) Altered amygdala-prefrontal response to facial emotion in offspring of parents with bipolar disorder. Brain 138:2777–2790
Morris JS, Ohman A, Dolan RJ (1998) Conscious and unconscious emotional learning in the human amygdala. Nature 393:467–470
O’Reilly JX, Woolrich MW, Behrens TE, Smith SM, Johansen-Berg H (2012) Tools of the trade: psychophysiological interactions and functional connectivity. Soc Cogn Affect Neurosci 7:604–609
Ohgomori T, Yamasaki R, Kira JI, Jinno S (2017) Upregulation of vesicular glutamate transporter 2 and STAT3 activation in the spinal cord of mice receiving 3,3′-iminodipropionitrile. Neurotox Res
Park KW, Nozell SE, Benveniste EN (2012) Protective role of STAT3 in NMDA and glutamate-induced neuronal death: negative regulatory effect of SOCS3. PLoS One 7:e50874
Pavuluri MN, O’Connor MM, Harral EM, Sweeney JA (2008) An fMRI study of the interface between affective and cognitive neural circuitry in pediatric bipolar disorder. Psychiatry Res 162:244–255
Phillips ML, Swartz HA (2014) A critical appraisal of neuroimaging studies of bipolar disorder: toward a new conceptualization of underlying neural circuitry and a road map for future research. Am J Psychiatry 171:829–843
Phillips ML, Travis MJ, Fagiolini A, Kupfer DJ (2008) Medication effects in neuroimaging studies of bipolar disorder. Am J Psychiatry 165:313–320
Poletti S, Sferrazza Papa G, Locatelli C, Colombo C, Benedetti F (2014) Neuropsychological deficits in bipolar depression persist after successful antidepressant treatment. J Affect Disord 156:144–149
Poletti S, Locatelli C, Pirovano A, Colombo C, Benedetti F (2015) Glutamate EAAT1 transporter genetic variants influence cognitive deficits in bipolar disorder. Psychiatry Res 226:407–408
Quirk GJ, Likhtik E, Pelletier JG, Pare D (2003) Stimulation of medial prefrontal cortex decreases the responsiveness of central amygdala output neurons. J Neurosci 23:8800–8807
Radaelli D, Sferrazza Papa G, Vai B, Poletti S, Smeraldi E, Colombo C, Benedetti F (2014) Fronto-limbic disconnection in bipolar disorder. Eur Psychiatry
Raymond M, Li P, Mangin JM, Huntsman M, Gallo V (2011) Chronic perinatal hypoxia reduces glutamate-aspartate transporter function in astrocytes through the Janus kinase/signal transducer and activator of transcription pathway. J Neurosci 31:17864–17871
Rodriguez M, Sabate M, Rodriguez-Sabate C, Morales I (2013) The role of non-synaptic extracellular glutamate. Brain Res Bull 93:17–26
Rothstein JD, Dykes-Hoberg M, Pardo CA, Bristol LA, Jin L, Kuncl RW, Kanai Y, Hediger MA, Wang Y, Schielke JP, Welty DF (1996) Knockout of glutamate transporters reveals a major role for astroglial transport in excitotoxicity and clearance of glutamate. Neuron 16:675–686
Sackeim HA (2001a) The definition and meaning of treatment-resistant depression. J Clin Psychiatry 62(Suppl 16):10–17
Sackeim HA (2001b) The definition and meaning of treatment-resistant depression. J Clin Psychiatry 62(Suppl 16):10–17
Sah P, Faber ES, Lopez De Armentia M, Power J (2003) The amygdaloid complex: anatomy and physiology. Physiol Rev 83:803–834
Savitz J, Drevets WC (2009) Bipolar and major depressive disorder: neuroimaging the developmental-degenerative divide. Neurosci Biobehav Rev 33:699–771
Schmaal L, Goudriaan AE, van der Meer J, van den Brink W, Veltman DJ (2012) The association between cingulate cortex glutamate concentration and delay discounting is mediated by resting state functional connectivity. Brain Behav 2:553–562
Selkirk JV, Stiefel TH, Stone IM, Naeve GS, Foster AC, Poulsen DJ (2005) Over-expression of the human EAAT2 glutamate transporter within neurons of mouse organotypic hippocampal slice cultures leads to increased vulnerability of CA1 pyramidal cells. Eur J Neurosci 21:2291–2296
Shigemura T, Shiohara M, Kato M, Furuta S, Kaneda K, Morishita K, Hasegawa H, Fujii M, Gorlach A, Koike K, Kamata T (2015) Superoxide-generating Nox5alpha is functionally required for the human T-cell leukemia virus type 1-induced cell transformation phenotype. J Virol 89:9080–9089
Smith RE, Haroutunian V, Davis KL, Meador-Woodruff JH (2001) Expression of excitatory amino acid transporter transcripts in the thalamus of subjects with schizophrenia. Am J Psychiatry 158:1393–1399
Soeiro-de-Souza MG, Henning A, Machado-Vieira R, Moreno RA, Pastorello BF, da Costa LC, Vallada H, Otaduy MC (2015) Anterior cingulate glutamate-glutamine cycle metabolites are altered in euthymic bipolar I disorder. Eur Neuropsychopharmacol 25:2221–2229
Spangaro M, Bosia M, Zanoletti A, Bechi M, Mariachiara B, Pirovano A, Lorenzi C, Bramanti P, Smeraldi E, Cavallaro R (2014) Exploring effects of EAAT polymorphisms on cognitive functions in schizophrenia. Pharmacogenomics 15:925–932
Strakowski SM, Delbello MP, Adler CM (2005) The functional neuroanatomy of bipolar disorder: a review of neuroimaging findings. Mol Psychiatry 10:105–116
Strakowski SM, Adler CM, Almeida J, Altshuler LL, Blumberg HP, Chang KD, DelBello MP, Frangou S, McIntosh A, Phillips ML, Sussman JE, Townsend JD (2012) The functional neuroanatomy of bipolar disorder: a consensus model. Bipolar Disord 14:313–325
Townsend J, Altshuler LL (2012) Emotion processing and regulation in bipolar disorder: a review. Bipolar Disord 14:326–339
Vai B, Bollettini I, Benedetti F (2014) Corticolimbic connectivity as a possible biomarker for bipolar disorder. Expert Rev Neurother 14:631–650
Vai B, Sferrazza Papa G, Poletti S, Radaelli D, Donnici E, Bollettini I, Falini A, Cavallaro R, Smeraldi E, Benedetti F (2015) Abnormal cortico-limbic connectivity during emotional processing correlates with symptom severity in schizophrenia. Eur Psychiatry 30:590–597
Wang F, Kalmar JH, He Y, Jackowski M, Chepenik LG, Edmiston EE, Tie K, Gong G, Shah MP, Jones M, Uderman J, Constable RT, Blumberg HP (2009a) Functional and structural connectivity between the perigenual anterior cingulate and amygdala in bipolar disorder. Biol Psychiatry 66:516–521
Wang F, Kalmar JH, He Y, Jackowski M, Chepenik LG, Edmiston EE, Tie K, Gong G, Shah MP, Jones M, Uderman J, Constable RT, Blumberg HP (2009b) Functional and structural connectivity between the perigenual anterior cingulate and amygdala in bipolar disorder. Biol Psychiatry 66:516–521
Wessa M, Linke J (2009) Emotional processing in bipolar disorder: behavioural and neuroimaging findings. Int Rev Psychiatry 21:357–367
Whitfield-Gabrieli S, Nieto-Castanon A (2012) Conn: a functional connectivity toolbox for correlated and anticorrelated brain networks. Brain Connect 2:125–141
Wu M, Kujawa A, Lu LH, Fitzgerald DA, Klumpp H, Fitzgerald KD, Monk CS, Phan KL (2016) Age-related changes in amygdala-frontal connectivity during emotional face processing from childhood into young adulthood. Hum Brain Mapp 37:1684–1695
Zhang X, Xiao W, Wang L, Tian Z, Zhang J (2011) Deactivation of signal transducer and activator of transcription 3 reverses chemotherapeutics resistance of leukemia cells via down-regulating P-gp. PLoS One 6:e20965
Funding
The C.E.R.M.A.C. received unrestricted research grants from the Italian Ministry of Health (RF-2011-02350980), from the European Union (7th framework program, grant 222963), from Trenta ore per la Vita Association, and from Janssen-Cilag. B.V. was supported by Fondazione Umberto Veronesi.
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Poletti, S., Riberto, M., Vai, B. et al. A Glutamate Transporter EAAT1 Gene Variant Influences Amygdala Functional Connectivity in Bipolar Disorder. J Mol Neurosci 65, 536–545 (2018). https://doi.org/10.1007/s12031-018-1138-7
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DOI: https://doi.org/10.1007/s12031-018-1138-7