认知的神经基础研究组
2011
  • 题目:Cortical microcircuit dynamics mediating binocular rivalry: the role of adaptation in inhibition
  • 作者:P. P. Theodoni, T.I.; Kapoor, V. Logothetis, N.K. Deco, G.
  • 刊物名称:Frontiers in Human Neuroscience
  • 发表年度:2011
  • DOI:
摘要
Perceptualbistabilityariseswhentwoconflictinginterpretationsofanambiguousstimulusorimagesinbinocularrivalry(BR)competeforperceptualdominance.Fromacomputa-tionalpointofview,competitionmodelsbasedoncross-inhibitionandadaptationhaveshownthatnoiseisacrucialforceforrivalry,andoperatesinbalancewithadaptation.Inparticular,noise-driventransitionsandadaptation-drivenoscillationsdefinetwodynamicalregimesandthesystemexplainstheobservedalternationsinperceptionwhenitoperatesneartheirbounday.Inordertogaininsightsintothemicrocircuitdynamicsmediatingspon-taneousperceptualalternations,weusedareducedrecurrentattractor-basedbiophysicallyrealisticspikingnetwork,wellknownforworkingmemory,attention,anddecisionmaking,whereaspike-frequencyadaptationmechanismisimplementedtoaccountforpercep-tualbistability.Wethusderivedaconsistentlyreducedfour-variablepopulationratemodelusingmean-fieldtechniques,andwetesteditonBRdatacollectedfromhumansubjects.Ourmodelaccountsforexperimentaldataparameterssuchasmeantimedominance,coefficientofvariation,andgammadistributionfit.Inaddition,weshowthatourmodeloperatesnearthebifurcationthatseparatesthenoise-driventransitionsregimefromtheadaptation-drivenoscillationsregime,andagreeswithLevelt’ssecondrevisedandfourthpropositions.Theseresultsdemonstrateforthefirsttimethataconsistentreductionofabiophysicallyrealisticspikingnetworkofleakyintegrate-and-fireneuronswithspike-frequencyadaptationcouldaccountforBR.Moreover,wedemonstratethatBRcanbeexplainedonlythroughthedynamicsofcompetingneuronalpools,withouttakingintoaccounttheadaptationofinhibitoryinterneurons.However,theadaptationofinterneuronsaffectstheoptimalparametricspaceofthesystembydecreasingtheoveralladaptationnecessaryforthebifurcatiotooccur,andintroducesoscillationsinthespontaneousstate.