Pharmacopsychiatry 2012; 45(S 01): S49-S56
DOI: 10.1055/s-0032-1306314
Original Paper
© Georg Thieme Verlag KG Stuttgart · New York

A Computational Model for Spatial Working Memory Deficits in Schizophrenia

M. Cano-Colino
1   Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
,
A. Compte
1   Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
› Author Affiliations
Further Information

Publication History

Publication Date:
07 May 2012 (online)

Abstract

Cognitive deficits in schizophrenia have been hypothesized to be caused by altered synaptic transmission in circuits of the prefrontal cortex. 2 main hypotheses have been put forward: reduced inhibition and hypofunctional NMDA receptors. Recently, Lee et al. (2008) found that spatial working memory deficits in schizophrenic patients include a disproportionately high incidence of high-confidence error responses. Here, we have studied what synaptic dysfunction can generate this specific behavioral deficit using a computational network model of spatial working memory. We developed quantitative behavioral readout from our network simulations, which reflected the qualitative properties of underlying neural dynamics. We then analyzed the behavioral effect of the GABAergic and glutamatergic hypotheses on our network simulations. We found that reduction in inhibitory transmission in the network caused a reduction in performance through an increase of high-confidence errors, as in the experimental data. In contrast, a concerted reduction in NMDA-receptor-dependent transmission reduced performance via increased low-confidence errors. Only when NMDA receptors were specifically depleted in interneurons did the behavioral read-out of our network mimic the behavioral results for schizophrenic patients. Thus, dynamics in our model network support a role of both global inhibition reduction and hypofunctional NMDA receptors in interneurons in generating the behavioral deficits of simple spatial working memory tasks in schizophrenia.

 
  • References

  • 1 Lee J, Park S. Working memory impairments in schizophrenia: a meta-analysis. J Abnorm Psychol 2995 114: 599-611
  • 2 Forbes NF, Carrick LA, McIntosh AM et al. Working memory in schizophrenia: a meta-analysis. Psychol med 2009; 39: 889-905
  • 3 Park S, Holzman PS. Schizophrenics Show Spatial Working Memory Deficits. Arch Gen Psychiatry 1992; 49: 975-982
  • 4 Barch DM, Ceaser A. Cognition in schizophrenia: core psychological and neural mechanisms. Trends Cogn Sci 2012; 16: 27-34
  • 5 Park S, Püschel J, Sauter BH et al. Spatial working memory deficits and clinical symptoms in schizophrenia: a 4-month follow-up study. BiolPsychiatry 1999; 46: 392-400
  • 6 Glahn DC, Therman S, Manninen M et al. Spatial working memory as an endophenotype for schizophrenia. Biol Psychiatry 2003; 53: 624-626
  • 7 Park S, Holzman PS, Goldman-Rakic PS. Spatial working memory deficits in the relatives of schizophrenic patients. Arch Gen Psychiatry 1995; 52: 821-828
  • 8 Goldman-Rakic PS. Working memory dysfunction in schizophrenia. J Neuropsychiatry Clin Neurosci 1994; 6: 348-357
  • 9 Elvevåg B, Goldberg TE. Cognitive impairment in schizophrenia is the core of the disorder. Crit Rev Neurobiol 2000; 14: 1-21
  • 10 Lesh TA, Niendam TA, Minzenberg MJ et al. Cognitive Control Deficits in Schizophrenia: Mechanisms and Meaning. Neuropsychopharmacology 2011; 36: 316-338
  • 11 Lisman J. Excitation, inhibition, local oscillations, or large-scale loops: what causes the symptoms of schizophrenia?. Curr Opin Neurobiol 2011; in press DOI: 10.1016/j.conb.2011.10.018.
  • 12 Wager TD, Smith EE. Neuroimaging studies of working memory. Cogn Affect Behav Neurosci 2003; 3: 255-274
  • 13 Fuster JM, Alexander GE. Neuron activity related to short-term memory. Science 1971; 173: 652-654
  • 14 Kubota K, Niki H. Prefrontal cortical unit activity and delayed alternation performance in monkeys. J Neurophysiol 1971; 34: 337-347
  • 15 Durstewitz D, Seamans JK, Sejnowski TJ. Neurocomputational models of working memory. Nat Neurosci 2000; 3 (Suppl) 1184-1191
  • 16 Wang X-J. Synaptic reverberation underlying mnemonic persistent activity. Trends Neurosci 2001; 24: 455-463
  • 17 Goldman MS, Compte A, Wang X-J. Neural Integrator Models. Encyclopedia of Neuroscience. Oxford: Academic Press; 2009. pp. 165-178
  • 18 Constantinidis C, Wang X-J. A neural circuit basis for spatial working memory. Neuroscientist 2004; 10: 553-565
  • 19 Compte A, Brunel N, Goldman-Rakic PS et al. Synaptic mechanisms and network dynamics underlying spatial working memory in a cortical network model. Cereb Cortex 2000; 10: 910-923
  • 20 Brunel N, Wang X-J. Effects of neuromodulation in a cortical network model of object working memory dominated by recurrent inhibition. J Comput Neurosci 2001; 11: 63-85
  • 21 Durstewitz D, Seamans JK, Sejnowski TJ. Dopamine-mediated stabilization of delay-period activity in a network model of prefrontal cortex. J Neurophysiol 2000; 83: 1733-1750
  • 22 Tegnér J, Compte A, Wang X-J. The dynamical stability of reverberatory neural circuits. Biol Cybern 2002; 87: 471-481
  • 23 Rolls ET, Loh M, Deco G et al. Computational models of schizophrenia and dopamine modulation in the prefrontal cortex. Nat Rev Neurosci 2000; 9: 696-709
  • 24 Loh M, Rolls ET, Deco G. A dynamical systems hypothesis of schizophrenia. PLoS Comput Biol 2007; 3: e228
  • 25 Durstewitz D, Seamans JK. The dual-state theory of prefrontal cortex dopamine function with relevance to catechol-O-methyltransferase genotypes and schizophrenia. Biol Psychiatry 2008; 64: 739-749
  • 26 Coyle JT. Glutamate and schizophrenia: beyond the dopamine hypothesis. Cell Mol Neurobiol 2006; 26: 365-384
  • 27 Lewis DA, Hashimoto T, Volk DW. Cortical inhibitory neurons and schizophrenia. Nat Rev Neurosci 2005; 6: 312-324
  • 28 Funahashi S, Bruce CJ, Goldman-Rakic PS. Mnemonic coding of visual space in the monkey’s dorsolateral prefrontal cortex. J Neurophysiol 1989; 61: 331-349
  • 29 Goldman-Rakic PS. Cellular basis of working memory. Neuron 1995; 14: 477-485
  • 30 Park S, Lee J. Spatial working memory function in schizophrenia. In: Lenzenweger MF, Hooley JM. (eds.). Principles of experimental psychopathology: Essays in honor of Brendan A. Maher. Washington, DC, US: American Psychological Association; 2002: 83-106 Available: http://psycnet.apa.org/books/10477/006
  • 31 Compte A. Computational and in vitro studies of persistent activity: edging towards cellular and synaptic mechanisms of working memory. Neuroscience 2006; 139: 135-151
  • 32 Lee J, Folley BS, Gore J et al. Origins of spatial working memory deficits in schizophrenia: an event-related FMRI and near-infrared spectroscopy study. PLoS ONE 2008; 3: e1760
  • 33 Tuckwell H. Introduction to theoretical neurobiology. Cambridge University Press; 2008
  • 34 Wang X-J. Synaptic basis of cortical persistent activity: the importance of NMDA receptors to working memory. J Neurosci 1999; 19: 9587-9603
  • 35 Williams GV, Rao SG, Goldman-Rakic PS. The physiological role of 5-HT2A receptors in working memory. J Neurosci 2002; 22: 2843-2854
  • 36 Lee C, Rohrer WH, Sparks DL. Population coding of saccadic eye movements by neurons in the superior colliculus. Nature 1988; 332: 357-360
  • 37 Georgopoulos A, Schwartz A, Kettner R. Neuronal population coding of movement direction. Science 1986; 233: 1416-1419
  • 38 Jackson ME, Homayoun H, Moghaddam B. NMDA receptor hypofunction produces concomitant firing rate potentiation and burst activity reduction in the prefrontal cortex. Proc Natl Acad Sci USA 2004; 101: 8467-8472
  • 39 Grunze HC, Rainnie DG, Hasselmo ME et al. NMDA-dependent modulation of CA1 local circuit inhibition. J Neurosci 1996; 16: 2034-2043
  • 40 Li Q, Clark S, Lewis DV et al. NMDA receptor antagonists disinhibit rat posterior cingulate and retrosplenial cortices: a potential mechanism of neurotoxicity. J Neurosci 2002; 22: 3070-3080
  • 41 Belforte JE, Zsiros V, Sklar ER et al. Postnatal NMDA receptor ablation in corticolimbic interneurons confers schizophrenia-like phenotypes. Nat Neurosci 2010; 13: 76-83
  • 42 Lisman JE, Coyle JT, Green RW et al. Circuit-based framework for understanding neurotransmitter and risk gene interactions in schizophrenia. Trends Neurosci 2008 31: 234-242
  • 43 Kinney JW, Davis CN, Tabarean I et al. A specific role for NR2A-containing NMDA receptors in the maintenance of parvalbumin and GAD67 Immunoreactivity in cultured interneurons. J Neurosci 2006; 26: 1604-1615
  • 44 Vierling-Claassen D, Siekmeier P, Stufflebeam S et al. Modeling GABA Alterations in schizophrenia: a link between impaired inhibition and altered gamma and beta range auditory entrainment. J Neurophysiol 2008; 99: 2656-2671
  • 45 Fuchs EC, Zivkovic AR, Cunningham MO et al. Recruitment of parvalbumin-positive interneurons determines hippocampal function and associated behavior. Neuron 2007; 53: 591-604