HYPOTHESISANDTHEORYARTICLE INTEGRATIVE NEUROSCIENCE published:04January2013 doi:10.3389/fnint.2012.00126 Transsynaptic modality codes in the brain: possible involvement of synchronized spike timing, microRNAs, exosomes and epigenetic processes JohnSmythies1*andLawrenceEdelstein2 1CenterforBrainandCognition,UniversityofCaliforniaSanDiego,LaJolla,CA,USA 2MedimarkCorporation,DelMar,CA,USA Editedby: This paper surveys two different mechanisms by which a presynaptic cell can modulate SidartaRibeiro,FederalUniversityof thestructureandfunctionofthepostsynapticcell.Wefirstpresenttheevidencethatthis RioGrandedoNorte,Brazil occurs,andthendiscusstwomechanismsthatcouldbringthisabout.Thefirsthypothesis Reviewedby: relates to the long lastingeffects that the spikepatterns of presynaptic axons may exert ClaudioV.Mello,OregonHealthand by modulating activity–inducible programs in postsynaptic cells. The second hypothesis ScienceUniversity,USA MarcosR.Costa,FederalUniversity is based on recently obtained evidence that, the afferent neuron at the neuromuscular ofRioGrandedoNorte,Brazil junction buds off exosomes at its synapse and carries a cargo of Wg and Evi, which *Correspondence: are large molecular transsynaptic signalingagents (LMTSAs). Further evidence indicates JohnSmythies,CenterforBrainand that many types of neurons bud off exosomes containing payloads of various lipids, Cognition,UniversityofCalifornia proteins, and types of RNA. The evidence suggests that they are transmitted across SanDiego,9500GilmanDrive, LaJolla,CA92039,USA. the synapse and are taken up by the postsynaptic structure either by perisynaptic or e-mail:[email protected] exosynapticmechanisms,thusmediatingthetransferofinformationbetweenneurons.To date, the molecular hypothesis has been limited to local interactions within the synapse ofconcern.Inthispaper,weexplorethepossibilitythatthisrepresentsamechanismfor information transfer involving the postsynaptic neuron as a whole. This entails a review of the known functions of these molecules in neuronal physiology, together with an estimateofthepossibletypesofinformationtheycouldcarryandhow theymightaffect neurocomputations. Keywords:molecularcodes,synchronizedoscillations,signalingmolecules,microRNAs,exosomes INTRODUCTION circumstances during later development into adulthood these Inthispaperweaddressthegeneralquestionofhowpresynaptic connectionsmaintaintheiroverallpatternalthoughsubjecttoa cellscanexertlong-lastinginfluencesontheirprojectiontargets dealofsynapticplasticity(Smythies,2002).Thedegreetowhich and thus affect the modality identity and properties of specific thisismaintainedduringlaterstagesofgrowthbysignalingand cortical regions. To answer this, we propose two general solu- epigenetic factorstransmitted fromthe presynaptic to the post- tions.Thefirstisthat,thespikepatternsofthesynapticaxonsmay synapticneuroniscurrentlyunknown.However,underextreme exert long-lasting effects by modulating activity–inducible gene conditions of massive deafferentation and reafferentation, this expression programs in postsynaptic cells, with different spik- system can undergo more extensive changes. For example, in ingpatternspossiblyelicitingtheexpressionofdifferentcohorts experimentsonblindsubjectsskilledinBraille.Ptitoetal.(2008) ofepigenetic signalingmolecules. The second isthat, presynap- showed that magnetic transcranial stimulation of neurons of ticcellsexerteffectsthroughthetranssynaptictransmissionofa loci in the optic cortex results in a somatosensory, and not a varietyofsignalingmolecules,possiblythroughexosome-related visual, experience in these subjects (Ptito et al., 2008). In these mechanisms.Wewillstartbyconsideringtheevidencethatpresy- cases, some differentiated “visual” cells are “taken over” by the napticcellsdoinfluencepostsynapticcellsinthismanner. somatosensorysystem,andstarttoprocesssomaticinformation instead.Thisactivitygeneratessomatosensorysensationsincon- THEROLEOFTHEPRESYNAPTICNEURONINDETERMINING sciousness(sensationsthatthefingersarebeingtouched)inplace MODALITY:THEEFFECT OFDEAFFERENTATIONAND of the normal visual sensations. These authors conclude: “Our REAFFERENTATION data show that the qualitative character of the subject’s experi- We can approach this topic by asking, what determines the enceisnotdeterminedbytheareaofcortexthatisactive(cortical modality of a sensory neuron e.g., whether activation of such dominance),butbythesourceofinputtoit(corticaldeference).” a neuron leads to a visual or to a somatosensory experience. At a functional level, a deafferented cortex (e.g., the visual During embryogenesis, the newly differentiated cortical areas cortex in the blind) can take over functions of another sensory each secrete specific attractant molecules that guidethe incom- modality(e.g.,hearing),butonlyifthefunctionsofthetwoare ing thalamic relay axons to the correct location. In normal homologous.Thatis,spatialhearingfunctionsareimproved,but FrontiersinIntegrativeNeuroscience www.frontiersin.org January2013|Volume6|Article126|1 SmythiesandEdelstein Transsynapticspikeandmolecularcodes not tone discrimination (Lomber et al., 2010). If the auditory not include, for our present purposes, transcription factors nor cortexisdeafferented asinthedeaf,thenvisualspatialdiscrim- processes likemethylation and acetylation. In this paper,more- ination is improved, but not color functions. By employing an over,wehavefocused,notonmodalitycodeadaptionstoextreme experimentaldesignthatallowsindependentcontrolofbothspa- conditions,buttotheirnatureunderordinarybrainactivities. tial and contextual correspondence, Heronet al.(2012) showed that observers are able simultaneously to adapt to two oppos- DIFFERENTIATIONOFNEURONALCHANGESFOLLOWING ingtemporalrelationships,providedtheyaresegregatedinspace. ACUTEANDCHRONICDEAFFERENTATION Nosuchrecalibrationwasobservedwhenspatialsegregationwas Acute deafferentation induces functional changes in the brain’s replacedbycontextualstimulusfeatures(inthiscase,pitch,and networks, whereas chronic deafferentation also results in struc- spatialfrequency).Theauthorssuggestthattheseeffectsprovide tural changes. Rerouting sensory pathwaysinthe braininvolves supportfordedicatedasynchronymechanismsthatinteractwith sensory deafferentation since one part of the cortex is deprived spatially selective mechanisms early in visual and auditory sen- ofitsnormalinput.Certaincasesofsensorydeafferentationalso sory pathways. However, this account of “partial” restructuring involve transmodal rerouting of pathways, as when the deaf- leavesunansweredthequestionofwhetherthereafferentedcortex ferented neurons get invaded by axons belonging to another shouldbe regarded ashavinganew modality, orhavingunder- modality.Thishasbothimmediateanddelayedeffectsonthesen- goneamodulationofitsmodality.Weprefertoleavethismatter sorysysteminthebrainconcerned.Theimmediateeffectsaredue openatthisstage.Ineitherevent,thedataindicatesthatthepresy- todynamicchangesinbrainnetworks. napticneuronexertsapowerfulinfluenceoverthestructureand Delayedeffects,however,involvemuchrewiring.Recentstud- functionofthepostsynapticneuronthatmustbetransmittedby ies show that, in the long term, substantial reorganization in someformofcodeoragent. subcortical structures, including the brainstem and thalamus, Anothersourceofinformationaboutsensorymodalitydeter- occurs that maybe of sufficient extent to account for, orplaya mination comes from sensory input rerouting [diverting the largepartin,representationalplasticityinsomatosensorycortex sensoryinflowofonesystemtothecortexofanothersystemby (Jones, 2000). Extensive interhemispheric corticocortical reor- neonatal diversion of e.g., retinal axons to the auditory thala- ganization can occur in the rodent brain following peripheral mus(cross-modal rewiring)]. This operation leadsto profound nervedeafferentation(Pelledetal.,2007).FMRIdatashowsthat changesondiversecomponentsofcorticalcircuitry, bothatthe long-term reorganization of the somatosensory cortex, follow- anatomicalandfunctional levels(GaoandPallas, 1999;Sharma ing spinal cord injury in humans, is associated with changes in etal.,2000).Sensoryinputreroutingcanalsoleadtochangesin local cortical anatomy and provide “compelling evidence” that intracolumnar information processing in the postsynaptic neu- such reorganization in humans results from the growth of new ron. For example, if the input to an auditory neuron in the lateral connections from adjacent cortex into the deafferentated cortexisreplacedbyavisualinput,thentheresponsecharacter- portion,andnotsimplyfromtheunmaskingofalreadyexisting istics of information processing in its cortical columns changes lateralconnections(Hendersonetal.,2011). so asto mimic the systems employed in a visual neuron. These Olfactory deafferentation induces whisker tactile hypersensi- auditory cortical cells develop visual response properties such tivity. In studies in mice 1 week after olfactory deafferentation, as direction selectivity, orientation tuning, and simple/complex Nietal.(2010)showedthat,thereresultsarecruitmentofmore receptive-field structure (Roe et al., 1992). The auditory cortex GABAergic neurons and their fine processes in the barrel cor- alsodevelopsretinotopicmaps[Roeetal.,1990;andseeLinden tex,aswellasanup-regulationoftheircapacitytoencodeaction and Schreiner (2003) for a comprehensive review]. Rerouting potentials. The hyperpolarization driven by inhibitory inputs visual inputs to the auditory thalamus can also reorganize cal- strengthenstheencodingabilityoftheirtargetcells. losalconnectionsintheauditorycortex,causingbothareduction Churchill et al. (2004) conducted Golgi studies in the intheir extent anda reorganizationof the pattern(Pallaset al., somatosensorycortexinprimatesfollowingdeafferentation.They 1999). Chowdhury and De Angelis (2008) have extended the showedthat,afterdenervation,thereisasystematicchangeinthe range of cortical plasticity by showing, in depths perception dendriticarborizationpatternofbothlayerII/IIIpyramidaland discrimination experiments, that the contribution of particular layerIVspinystellatecellsinthecontralateralhandregionofarea brain areas to task performance can change dramatically as a 3b, compared to unaffected cortical areas. This was marked by resultoflearningnewtasks. a progressive expansion of distal regions of the dendritic arbor, These changeswould appearto be the resultof somesignal- bothbasilarandapical,withnoappreciablechangesproximally. ing system in the afferent axons. This implies that these axons Recently considerable attention has been paid to the role of are carrying a code that is most probably contained either in single neurons, particularly their dendritic arbors, in informa- thespatiotemporal patternsofitsspiketrains, orbysomeform tion processing (London and Häusser, 2005; Gollo et al., 2009; of molecular or epigenetic signal, or both. The details of how Klausberger, 2009; Branco et al., 2010). In particular a paper thesemodality-relatedcodessystemshavesuchremarkableeffects by Legenstein and Maass (2011) is relevant to the subject of are not currently known. The aim of this present paper is to this review. They propose that non-linear processing in den- enquirewhatformthiscodemighttakeandhowitcouldbring dritic branches endows individual neurons with the ability to abouttheextensiveeffectsonthepostsynapticneuronreported. perform complex computational operations necessary to solve We should make it clear by “epigenetic factor” here we mean forexamplethebindingproblem.Theyinvestigated howexper- firstordermolecules,suchasspecificproteinsandRNAs.Wedo imentally observed plasticity mechanisms in dendritic arbors, FrontiersinIntegrativeNeuroscience www.frontiersin.org January2013|Volume6|Article126|2 SmythiesandEdelstein Transsynapticspikeandmolecularcodes such asdepolarization-dependentspike-timing-dependent plas- in barrel cortex to 15ms in visual cortex. They concluded that, ticity and branch-strength potentiation, could be integrated to differentcorticalareasareadaptedtothespecificstructureofthe conductself-organizednonlinearneuralcomputationswithden- inputsignalstheyprocess,andthatprecisespiketimingmayplay driticspikes.Itseemspossible,therefore,thatchangesindendritic amoreimportantroleforsomecorticalareasthanforothers. arborneurocomputationsmaybeinvolved.Changesinthespa- Thereisalsoaneedtofindouthowthesespikecodesproduce tial arrangementofinterlaminar glia maybeanintegral partof theirtranssynapticeffects.Wecouldfindnopaperspublishedthat thelong-termprocessofstructuralreorganizationofthecerebral tacklethissubject. cortex following cortical deafferentation (Reisin and Colombo, 2004). EVIDENCEFORTHEACTIVITYOFLARGEMOLECULAR TRANSSYNAPTICSIGNALINGAGENTS(LMTSAs)IN SPIKETRAINMODALITYCODES NEURALCOMMUNICATION Spikes,andburstsofdifferentdurations,codefordifferentstim- Many types of cells, including neurons, bud off exosomes from ulus features. The biophysical mechanism of spike generation their plasma membranes into the extracellular environment. enablesindividualneuronstoencodedifferentstimulusfeatures Exosomesaresmalllipoproteinvesiclesderivedfromtheintralu- into distinct spikepatterns(KepecsandLisman,2003). Cortical minal membranesofmultivesicularbodies (MVB)ofthe endo- regular-spikingneuronscanpropagatefilteredtemporalinforma- cytotic pathway. They are expelled into the extracellular space tion in a reliablewaythroughthe network, and with high tem- uponfusionoftheMVBwiththeplasmamembrane(Fauréetal., poralaccuracy(Asaiet al., 2008). Sincethe changes induced by 2006).Endocytosisisasimilarprocess,actingintheotherdirec- deafferentationcantransferacrosssynapses(aswhenanewinput tion.Thistransportsmanyactivatedmembranereceptorsintothe to thethalamusinducessuchchangesinthecortex)themecha- cell (Smythies, 2002). However, for long the only form of exo- nismthatdoesthismustinvolvetranssynaptictransfer.Thebrain cytosis recognized in neurons was the familiar synaptic vesicle isahighlymodularstructure.Therefore,spikingactivitymustbe neurotransmitter and neuromodulator system. Exosomes carry abletopropagatefromonemoduletoanotherwhilepreserving molecules between cells. In a recent review, Tetta et al. (2012) theinformationitcarries(Kumaretal.,2010).Ifthebrainuses state “Extracellular vesicles, including exosomes and microvesi- spike timing as a means of information processing, other neu- cles,maydeliverlipidsandvariousfunctionaltranscripts,released ronsreceivingspatiotemporalspikesfromsuchsensoryneurons fromthecelloforigin,totargetcells.Sinceextracellularvesicles must also be able to treat information included in the inter- containdefinedpatternsofmRNA,microRNA,longnon-coding spikeintervals(Masudaand Aihara,2002). Significantamounts RNA,andoccasionallygenomicDNA,theymaytransfergenetic of visual information are represented with high precision by information which induces transient or persistent phenotypic detailsofthespiketrainatmillisecondandsub-millisecondpre- changes in recipient cells”. In another recent paper, O’Loughlin cision(Nemenmanetal.,2008).Diesmannetal.(1999)statethat etal.(2012)state“Exosomesplayanimportantroleinendoge- precisely synchronized action potentials can propagate within a nouscell-to-cell communication... [andhavebeen]... shown modelofcorticalnetworkactivitythatrecapitulatesmanyofthe to be capable of traversing biological barriers and to natu- featuresofbiologicalsystems.Axonscancarrymultiplecodesin rallytransportfunctionalnucleicacidsbetweencells.”Kolesand the spatiotemporal patterns of their spike trains (Kayser et al., Budnik (2012) conclude, “Exosomes, small secreted microvesi- 2009). Singer (2009) proposes that axons can carry two mes- cles,areimplicatedinintercellularcommunicationindiversecell sagesinparallel.Thefirstindicatesthepresenceofthefeatureto types, transporting protein, lipid, and nucleic acid cargo that whichtheirneuronsaretuned.Thesecondconveystheinforma- impact the physiology of recipient cells.” Although the transsy- tionwithwhich otherneurons(specifictarget cellsormembers naptictransportofsuchmoleculesinthecaseofneuronshasbeen ofacoherentassembly)theyarecommunicating.Thefirstmes- experimentally limited so far as to signaling proteins (Wg and sage is carried by a rate code. Singer proposes that the second Evi), it seems highly unlikely that neurons would be exceptions code is a function of the precise timing relationships between to the general rule that exosomes transport a variety of nucleic individualspikesofdistributed neurons(temporal code). These acids as well. We will use the term large molecular transsynap- relationsareestablished,hesuggests,eitherbythetimingofexter- ticsignalingagents(LMTSAs)todefinethesecargoescarriedby nalevents(stimuluslocking),orbyinternaltimingmechanisms exosomes. Potential LMTSAsincludelipids,trophins, and mor- basedonanoscillatorymodulationofneuronalresponsesindif- phogeneticproteins,mRNAandmicroRNAs,butnotperinuclear ferentfrequencybands.Therefore,weneedtodiscoverwhatthe transcriptionfactors.Thefirstlineofenquirythatwewillfollow individual spike codes are that carry the modality information. istoask—whatfunctiondotheseagentshaveinneurons? We could find only one paper in the literature on this topic. Adirectinvestigationofmodalcodesinthecortexhasshownthat PROTEINS neuronalspikingpatternsareregularinmotorareas,randomin Afferentaxonscouldinitiatetranssynapticmodulationbysecret- thevisualareas,and“bursty”intheprefrontalarea(Shinomoto ingagentssimilartoneuroserpinanddoublecortin.Neuroserpin etal.,2009).Supportingevidenceinpartforourhypothesishas isanaxonally-secretedproteinmemberoftheserpinsuperfamily beenobtainedbyYangandZador(2012),whocarriedoutexper- ofserineproteaseinhibitors,andiswidelyexpressedthroughout imentsonratsmeasuringtheirabilitytodiscriminateminimum the cerebral cortex, hippocampus and amygdala (Berger et al., timingdifferencesofelectrical stimulideliveredtodifferentcor- 1999; Lee et al., 2012). These authors report that neuroser- ticalmodalities.Theyfoundwidedifferencesrangingfrom1ms pin mRNA is increased in cultured hippocampal neuronsupon FrontiersinIntegrativeNeuroscience www.frontiersin.org January2013|Volume6|Article126|3 SmythiesandEdelstein Transsynapticspikeandmolecularcodes depolarizationbymeansofelevatedextracellularKCl.Theyfur- Fauré et al. (2006) found that, exosomes released by cortical theroutlineaneurochemicallinkbetweenanartificiallyinduced neuronscontaintheL1celladhesionmolecule,theGPI-anchored depolarizationandneuralplasticity,whichcouldbefollowed,in prion protein, and the GluR2/3 but not the NR1 subunits of the case of a natural synapse, if the afferent axon secreted neu- glutamate receptors. They also found that exosomal release is roserpinorasimilaragent.Neuroserpinhasalsobeenfoundto regulated by K+-induced depolarization. They concluded that modulate the growth and shape of axons and dendrites in the exosomes might have a regulatory function at synapses. In a hippocampus (Borges et al., 2010). The doublecortin family of later paper using mature cortical neurons in culture, Lachenal proteinsmodulatemicrotubularfunctionindevelopingneurons et al. (2011) observed exosomes being released from the soma- (Dijkmansetal.,2010). todendritic compartment of neurons. They also found that this Additionalproteinsofinterest(e.g.,Licelladhesionmolecule, process was modulated by glutamatergic synaptic activity, and GPI-anchored prion protein, Glu 2/3 receptor subunit, brain- similarly concluded that exosomes might take part in normal derived neurotrophic factor, neurotrophins) will be discussed synaptic activity. In the most recent paper from this group at below. INSERM,Chivetetal.(2012)concluded:“Exosomescouldthus representanidealmechanismforinterneuronaltransferofinfor- THEROLEOFmicroRNAsANDEXOSOMES mation.” This is a conclusion with which we agree. Recently, Wefeelthatpromisingcandidatesfortheroleofmolecularcarri- Turola et al. (2012) state: “Microvesicles (MVs) [a.k.a. exo- ersofinformationcodessofarliesintherecentlydevelopedfields somes] are released from almost all cell brain types into the of microRNAs. There is now considerable data to indicate that microenvironmentandareemergingasanovelwayofcell-to-cell microRNAs modulate a number of neuronal functions. To give communication.” someexamples: The L1 cell adhesion molecule, found in synaptic exosomes by Fauré et al. (2006), has many functions that might link its − Cohen et al. (2011) have identified a developmentally and appearance in the postsynaptic neuron with structural modal- activity-regulated microRNA (miR-485) that controls den- ity modulation. Forexample, it is involved in axonguidance; it dritic spine number and synapse formation in an activity- alters the expression of transcription factors in murine neocor- dependenthomeostaticmanner. tex (Kishimoto et al., 2012); it facilitates dendritic and axonal − Transcription ofthe microRNAmiP335 ispromoted by nat- compartmentalization (Winther et al., 2012); it regulates the urallyevokedsynapticactivity attheclimbingfiber-Purkinje developmentofseptalcholinergicneurons(Cuietal.,2011);peri- cellsynapseinthemousecerebellarflocculus. somaticGABAergicinnervationinprefrontalcortexisregulated ThetargetmRNAsforthismicroRNAhavebeenidentifiedas byankyrininteractionwiththeL1celladhesionmolecule(Guan calbindinand14-3-3-theta(Barmacketal.,2010). and Maness, 2010); it acts transcellularly to promote synaptic − Impey et al. (2010) report that, neuronal activity regulates maturationontheneuronsinculture(Triana-Baltzeretal.,2008); spine formation, in part, by increasing miR132 transcrip- andacloserelative,neuralrecognitionmoleculeclosehomologof tion, which in turn activates a Rac1-Pak actin remodeling L1(CHL1),hasbeenshowntoregulatetheorientationofapical pathway. dendritesinthemousecortex(Yeetal.,2008). − MicroR-181a activity in primary neurons, induced by Smalheiser(2007,2009)suggestedthat,exosomesareinvolved dopamine signaling, is a negative post-transcriptional regu- in much transsynaptic activity. He based his hypothesis on the lator of GluA2 expression (Saba et al., 2012). Additionally observation that exosomes contain a mixture of proteins and these authors report that, miR-181a overexpression reduces RNAsincludingmRNAsandmicroRNAs(Ratajczaketal.,2007; GluA2 surface expression, spine formation, and miniature Valadi et al., 2007). Furthermore, exosomes express cell recog- excitatory postsynaptic current (mEPSC) frequency in hip- nition molecules ontheir surface, which facilitates selective tar- pocampalneurons.ThusmicroR-181acouldregulatesynaptic geting and their uptake into recipient cells. This led him to function. suggest thatexosomal secretion ofproteinsand RNAsmaybea − Utilizing a mouse line with a conditional neuronal deletion fundamental mode of communication within the nervous sys- of Dgcr8, a microRNA biogenesis protein predicted to tem, supplementingtheknownmechanismsofanterogradeand process microRNAs exclusively, Hsu et al. (2012) produced retrogradesignalingacrosssynapses. evidence that some microRNAs govern essential aspects of Smalheisergoesontosay:“Inonespecificscenario,exosomes inhibitory transmission and interneuron developmentin the areproposedtobudfromthelipidraftregionofthepostsynaptic mammaliannervoussystem. membraneadjacenttothepostsynapticdensity,inamannerthat is stimulated by stimuli that elicit long-term potentiation. The MoststudiesofmicroRNAsinneuronshaveconcentratedon exosomes would then transfer newly synthesized synaptic pro- the effects of these agents on process in the same neuron that teins (such as CAM kinase II alpha) and synaptic RNAs to the producedthem. However,itispossiblethatmicroRNAs,aswell presynaptic terminal, where they would contribute to synaptic asother factors, maybe exported from one neuron by synaptic plasticity.” transfer to other neurons. One mechanism may be by syncy- Note that here he is suggesting that the flow oninformation tia composed of gap junctions. Another mechanism has been isfromthepostsynapticneuronbacktothepresynapticneuron. suggested in trail breaking papers by Fauré et al. (2006) and Thismaywellbethecaseforcertainfunctions.However,inaddi- Smalheiser(2007,2009)relatingtoexosomes. tion,wesuggestthat,toexplainfullytheactionofLMTSAcodes, FrontiersinIntegrativeNeuroscience www.frontiersin.org January2013|Volume6|Article126|4 SmythiesandEdelstein Transsynapticspikeandmolecularcodes theflowmayalsobeintheotherdirection.Weproposethatthe glia. Moreover, as far as we are aware there have been no elec- presynapticneuronmaygenerateanumberofLMTSAs,possibly tron microscope detections of structures resembling exosomes including microRNAs, which may be transported by the exoso- in between neurons. This suggests that the most likely path- malsystemintothesynapticcleft,andthencemaybetakenupby wayfortheexosomestraffickingbetweenthepresynapticneuron endocytotic mechanisms into the postsynaptic neuron. In that, andthepostsynapticneuronmightbeviaglia.Thereareseveral theymayexerttheepigeneticactionsassociatedwithanumberof reportsofexosomesreactingwithglia(Kramer-Albersetal.,2007; different types of information processing. In the normal course Guescini et al., 2010; Frühbels et al., 2012). Oligodendrocytes ofeventsthesefactorswouldrefinethemodeofactionofexisting activated by glutamate secrete exosomes that contain proteins, circuits. mRNAsandmicroRNAs. Theseexosomesaretakenupbyadja- centneuronsbyaclathrin-dependentmechanism(Frölichetal., REVIEWOFTHEEVIDENCEFORTHETRANSSYNAPTIC 2013). Astrocytes wrap round synapses and interact with them TRANSPORTOFLMSAsINNEURONS to form what have been called “tripartite synapses” (Haydon, The evidence that exosomes transport lipids, proteins, a vari- 2001; Gordleeval et al., 2012). To this has been added possi- ety of RNAs, and even DNA between cells already exists (Koles ble involvement of the intercellular matrix to form tetrapartite and Budnik, 2012; O’Loughlin et al., 2012; Tetta et al., 2012). synapses (Dityatev and Rusakov, 2011). These offer avenuesfor Directevidencefortheexistence ofLMSTAsspecificallyinneu- theinterneuronaltransportofLMTAsandmicroRNAs. rons is presented in the following reports. Menna et al. (2003) Interneuronaltransportofexosomescouldalsobeconducted haveshowninneonatalratsthatbrain-derivedneurotrophicfac- via gap junctions. There are extensive similarities between neu- tor (BDNF) is produced by retinal ganglion cells (RGCs) and ronsandelongatedfibercellsthatmakeupintheinteriorofthe travels in an anterograde direction along the optic nerve. This ocularlens(Frederikseetal.,2012).Electronmicrographsshow results in modulationof the microanatomy of their synapses in similaritiesbetweentheorganizationoftheirintracellularvesicle thelateralgeniculatenucleus.Instudiesofthedevelopingchick transport machinery and between lens fiber cell lateral protru- brain, VonBartheld et al.(1996) report that, neurotrophins are sionsanddendriticspines.Gruijters(2003)reviewsevidencethat transportedintheanterogradedirection,fromcellbodiestothe intercellularvesicletransportinthelens,possiblycarryinglarge axonterminals,andthattheintactneurotrophinisreleasedafter molecules, is mediated via gap junctions. There isalso the pos- anterogradetransport,takenupandutilizedbythepostsynaptic sibility that membrane-bound proteins on the exosome could neuronviaaxo-dendriticcontacts.Theyconclude“Theseresults bind to complementary receptors on the postsynaptic neuron suggestthatanterogradelytransportedneurotrophinsmayplaya thatwouldtransferthesignaltotheinteriorbyaconformational roleinsynapticplasticityandmayhaveeffectsatmorethanone change. synapsebeyondtheinitialreleasesite.”Thesetworeportsmention anterograde transport of neurotrophins leading to transsynap- MEMBRANEUTILIZATIONDYNAMICS tic communication, but do not specifically involve exosomes. Our hypothesis places particular significance on the interneu- However, exosomes would seem to be the most likely candi- ronaltransportofexosomes,constructedoflipoproteincellmem- dates to transport large molecules across the synaptic cleft. The branes,ineitherananterograde,orretrogradedirection,orboth, third report provides evidence that this process actually takes carried by exosomes, which consist of membrane. This process place. At the Drosophila neuromuscular junction the signaling is subject to membrane utilization dynamics. In the postsynap- morphogenic protein Wg is transferred inside exosomes (bud- tic neuron the process of endocytosis of receptors is a balanced dedfrommultivesicularbodies)throughbindingtotheexosomal dynamic process (Smythies, 2002). Upon binding most neuro- proteinEvi.Theexosome,withitsWgload,isthenreleasedfrom transmitter, orneuromodulatormolecules,thereceptorispack- thepresynapticterminalto betakenupbythepostsynaptictar- aged into a fold of the surrounding membrane. This pinches get, in this case muscle cells (Koles and Budnik, 2012: see their off to form a sack that is then trafficked to the endosome sys- Figure1). tem inside the cell. Here the load molecule is extruded into the Theauthorssuggestthatthesiteofreleaseisprobablynotthe endosome cavity and the sack fuses with the endosome mem- activesiteofthesynapse,whichisspecializedforneurotransmit- brane. The load molecules are then subject to a triage process. terrelease,butintheperiactiveregionaround.Thereisalsothe In this, damaged (oxidized) molecules are routed to lysosomes possibilitythattransfercouldbemediatedbyextrasynapticmech- and are broken down, and their components recycled. The rest anisms that are widely spread throughout the brain (Smythies, areenclosedinendosomemembranetoformmoresacks,which 2002). There is another consideration. This release at the neu- are recycled to the surface. Here the load molecule is inserted romuscular junction is into the subsynaptic reticulum, which into the plasma membrane, and the sack fuses with the plasma is a series of cisternae peculiar to the neuromuscular junction. membraneitself.Inthiswaymembranesarecontinuallyrecycled However,theactivesiteattheinterneuronalsynapse,whichlacks so cuttingthe expensive processofsynthesizing newmembrane anysubsynapticreticulum,isonly20nmwide,whereasthediam- to a minimum. In contrast, at the presynaptic axon terminal, eterofanexosomeis50–90nm.Sothereisnoroomattheactual theprocessofneurotransmitterorneuromodulatorreleaseisnot synapse for any such transfer. Therefore, if such transfer takes affected by the extrusion of membranous vesicles. The vesicle placeatthe interneuronalsynapse, it mustdoso atextrasynap- extrudes its payload at the cell surface and the vesicle is inter- ticregions.Theproblemisthatthereisnorealextracellularspace nally recycled. Again synthesis of new membrane is kept to a in the brain. The space between neurons is effectively filled by minimum. FrontiersinIntegrativeNeuroscience www.frontiersin.org January2013|Volume6|Article126|5 SmythiesandEdelstein Transsynapticspikeandmolecularcodes Bearingtheseconsiderationsinmind,ifweconsiderthetrans- this does not rule out the possibility that, later in develop- fer of exosomes across the synaptic cleft, possibly via glia, it ment, sensory modality can be modulated by a change in the becomes obvious that portage in only one direction, whether sensory afferent input. In this paper, we are dealing only with it is anterograde (pre to post) or retrograde (post to pre) will postembryonicstagesofcorticalplasticity. lead to an unbalanced system. The donor cell will be continu- The parcellation of the cortex into functionally and struc- ously depleted of membrane, whereas the recipient cell will be turally discrete areas involves what Sur and Rubenstein (2005) continuously swamped. Furthermore, each vesicle coat is only describeas“... aninterwovencascadeofdevelopmentalevents usedonce,whichisanenormouslywastefulprocess.Abalanced includingbothintrinsicandextrinsicelements.”Thecorticalpro- system requires approximately equal traffic in each direction. genitor zonecontainsthe informationthatgenetically generates So what loads could these two sets of vesicles carry between corticalarea,whereas,lateron,thalamicafferentaxons,through neurons?Intheanterogradedirectionitwouldbelogicaltosug- activity dependent mechanisms, may impose further cortical gest the load includes epigenetic factors we have suggested for differentiation via, in part, epigenetic mechanisms. Therefore, the modulation of local and cell wide information processing although the plastic processes occurring during critical devel- mechanisms. But, what function would the retrogradely deliv- opmental periods may be different from those occurring after eredmoleculesperform?Whatinformationdoesthepresynaptic deafferentation, further investigations should enable us to dis- neuronneedfromthepostsynapticneuron?Cluesaresuggested tinguishbetweenthem.SurandRubensteindescribemanytran- by the finding by Fauré et al. (2006) that neurons grown in scriptionfactors, adhesionmolecules,axonguidancemolecules, tissue culture (that presumably act mainly as postsynaptic neu- etc., involved in cortical plasticity. They add, “The patterning rons being composed mainly of soma) export L1 cell adhesion centers operate in part through generating graded expression molecules, the GPI-anchored prion protein, and the GluR2/3 of the transcription factors that control histogenetic programs but not the NR1 subunits of glutamate receptors. The first two forproliferation,neurogenesis, migration,connectivity, andcell can act as adhesions molecules (among many other functions), death/survival.”Theyconclude,“Activityoperatesthroughmod- which might seem appropriate,butwhy subunits of AMPAbut ulating the expression and function of almost the entire range not NMDA receptors? Activated AMPA receptors are endocy- of molecules responsible for neuronal and synaptic function.” tosedintothepostsynapticneuronbutNMDAreceptorsarenot Further reviews of this topic have been published by Krubitzer (Lissin et al., 1999). But it is difficult to see why that should (2007)andRakic(2009).Beaudetal.(2012)havedescribedhow be relevant. One explanation is that this pathway simply gets rewiring in the spinal cord can explain plasticity after periph- rid of unwanted molecules. Another explanation might be that eral injuries in adult monkeys. Spontaneous electrical activity, exosomes represent a supplementaryretrograde supplyroute of present at the earliest stages of cortical development, can also key synaptic components to the site of activity. The antero- modulatethedevelopingcorticalstructure(SurandRubenstein, grade route from the cell soma to its own active synapses via 2005). its own axons is often long and slow. The transport route for The exosome-based system we are suggesting would have the same molecules from the soma of the postsynaptic neuron its dynamic aspects. Activity in the system would normally to the same location via exosomes would be much shorter and be sufficient to meet the needs of replacing oxidized proteins faster.ThismightexplainwhyAMPA,butnotNMDA,subunits removedbytheendosometriagesystem.Thenitshouldbecome are trafficked by exosomes. Since the NMDA receptors are not more active during learning processes to oversee the synthe- endocytoseduponactivation,theirlifespaninthemembraneis sis of modality-specific new proteins involved in the learn- much longer that the life span of AMPA receptors. Smalheiser ing process. This reactivation may be reflected in the reported (2007, 2009) suggests a plausible function for retrograde exo- finding that rates of exosome release are increased by depo- somesintermsofmodulationofsynapticplasticity.Thisrequires larization of the membrane. A higher rate of activation the retrograde exosome to carry molecules like CAM kinase II could take place after major shocks such as deafferentation alpha and mRNAs. However, such molecules were not detected andreafferentation. by Fauré et al. (2006). This suggests further experiments to lookforthem. THEMOLECULARBASISOFBINDING We define the binding problem here as defining the mecha- DEVELOPMENTALFACTORSINTHERELATIONSHIP nism by which the brain combines information generated by BETWEENEPIGENETICCODESANDNEURALSTRUCTURE single modality systems into multimodal operations that must Ofcourse,themicrostructureofthebraincannotbeunderstood underlie the unitary percepts we experience. We do not intend solely in terms of the postnatal activity of LMTSAs of various to cover every aspect of the physiological basis of binding, but kinds.Duringembryogenesisthedifferentialmodalityofthecor- to focus upon a new and interesting development. We admit tex is determined by classical morphogens such as FGF8. Thus that this section is highly speculative, because different mecha- eachareaofthecortexisdifferentiatedinthemannerdescribedby nisms maycontribute to modality codes inunimodal and mul- RashandGrove(2006).Theseareassecreteattractantmolecules timodal areas. However, there is no a priori reason why they that attract the appropriate axons from the thalamus. It seems should not be, if not the same, at least similar. It might seem therefore that the early specification of the modality of cortical simpler to suggest that evolution would have developed two areas defines the type of sensory afferents (and, therefore, sen- similar mechanisms to perform two similar processes in related sorymodality)projectingtothemandnotthecontrary.However, neurons. FrontiersinIntegrativeNeuroscience www.frontiersin.org January2013|Volume6|Article126|6 SmythiesandEdelstein Transsynapticspikeandmolecularcodes If unimodal afferent axons in the sensory system have such Theexosomesystemseemstooperateinamannersimilartothe a marked effect on the functional neuroanatomy of the post- synaptic vesicle system in delivering its payload into the synap- synaptic neuron, the question naturally arises—what happens ticcleft. Theuptakesystem into thepostsynaptic neuronisalso whenaxonswhichbelongtotwo(ormore)differentmodalsys- likely to be quick process. The target of a given microRNA is tems,synapseononemultimodalneuronwithinhighersensory its own specific mRNA, which likely resides within the postsy- cortex? Does this neuron possess [a] one “intermediate” com- naptic area, implying that the entire operation would be quite putationalsystem,[b]two(ormore)quasi-independentsystems rapid. thatsomehowinteractor,[c]anentirelydifferentsystem?Wenow Another questionishowthesystem inamultimodalneuron know that nearly all of sensory cortex is multimodal in charac- mightreacttoquantitativechangesinitsinputs.Forexample,if ter. In“primary”sensorycortex onemodeisdominantandthe thebimodalinputtosuchaneuronis50%“A”and50%“B,”how othersoperateatsubliminallevels.Inhigherpolysensorycortex woulditreacttoachangeinthesensoryinputthatraisesthelevel theneuronsintegrateallthevariousinputsmoreorlessequally. ofoneoftheseinputsrelativetotheother—sayto70%“A”and Thesequestionsarerelevanttothequestionoftheneuralbasisof 30%“B?”Thiswouldalterthedetailsofthemodalcode“AB”sent “binding.” bythisneurontohighercenters.Wouldthischangecarryusable In multisensory cortex the incoming axons may carry dif- information? ferent modality codes and may transport the different LMTSAs We can also ask whether the spike codes and LMTSA codes associated with these codes. A modality code is defined simply are translatable into each other. Since the LMTSA code is by its precise content of LMTSAs. Different individual post- modulated by a variety of neural and synaptic events (Fauré synaptic neurons would receive, via the exosome system, dif- et al., 2006; Barmack et al., 2010; Impey et al., 2010; Cohen ferent proportions of these signaling agents. MicroRNAs can et al., 2011; Hsu et al., 2012; Saba et al., 2012; as detailed modulate a large number of functions throughout the neuron above) it is possible that the temporal pattern of incoming by their action on mRNAs. All this activity translates into the spikes at a synapse that carry the afferent spike code could dynamic feature of neurons whereby many parts of the cell is modulate the LMTSA/exosome system. Likewise the emerg- beingconstantlyreplaced(Smythies,2002).Thisentailsthatthere ing pattern of LMTSA-induced modulation at the postsynap- will be a wide variety in the functional anatomy of the infor- tic site could modulate the membrane events that lead to the mation processing mechanisms inside the neurons that receive spike formation and timing that generate the efferent spike these variegated inputs. For example, one neuron may receive code. 30 visual, 40 somatosensory, and 10 auditory inputs axons. In another these numbers may be 60, 5, and 40—and so on. EXPERIMENTSTOTESTOURHYPOTHESIS Eachinvolves adifferent mixofsignalingproteins, mRNAsand The most pressing need is to repeat the experiments, reported microRNAs.Inaddition,eachneuronwillhaveauniquehistory by Koles and Budnik (2012) in the neuromuscular junction, at of its activities and impacts of a wide range of neuromod- synapses made by axons on postsynaptic neurons. This would ulators, in addition to the LMTSAs received. Currently, little answer the question whether exosomes do at the interneu- attention has been paid to the idea that each and every neu- ronal synapse what they have been shown to do at the neu- ron in the brain may be unique in this way. This opens up romuscular junction. This should be followed by experiments a wide range of possible computational mechanisms (Molfese, to test if and how exosomes cross such synapses, particularly 2011). to determine if astrocytes are involved. Then, detailed experi- Inmosttheoriesoftheneuralbasisof“binding,”attentionis ments are needed to trace the passage of the LMTS agents in focusedonactivityintheactivityofgroupsofneuronsbelonging the postsynaptic neuron. Experiments are indicated that would to different modalities arranged in nerve nets. It seems proba- look for specific signaling proteins, mRNA, and microRNAs blethatsuchactivityisindeedinvolved.However,ourhypothesis in axons of different modalities. It would be informative to adds another parameter. In a multisensory neuron significant determine the mode of action in more detail of the LMTSAs “binding”informationmayalsobecontainedwitheachandevery listed above that have been found to modulate neuronal func- individualneuronbyvirtueoftheirspecificuniqueelectrochem- tion. Further experiments are needed to determine the exact ical makeup, as we havedescribed. That is to say, for example, mechanisms of transport and transfer of this material down that the auditory system may have one specific pattern “A” of axons. computationalfunctionalmachineryorganizedinpartbyitsown particularcollectionofreceivedLMTSAs.Thevisualsystemlike- CONCLUSION wise mayhave its own specific system “B” organized in part by The impact of the idea coined by Smalheiser (2007, 2009) and its own, and different, collection ofreceived LMTSAs.In which Fauréetal.(2006),thatLMTSAs(includingmicroRNAs)canact case,ahigherbimodalneuron,towhichboththesetwoneurons as signals between neurons and play a role in information pro- project, willhaveitsownpattern“C”thatorganized byitsown cessingoncognitiveneuroscience,hasbeenlimited.Infact,only specific collection of LMTSAs. In this case we cansuggest, very onegroup(KolesandBudnik,2012)hastakenupthistopicsince. roughly,that“C”equals½“A”+½“B.” We hope that our paper will help extend further research into It might be possible to estimate the degree to which the thisimportantsubject. Mostreviewsaimtopresentadvancesin LMTSA/exosome system that we have suggested is dynamic. scientificknowledgeintheirsubject.Incontrast,thisreviewdis- In other words, what is the time frame of its operation? closesalamentablestateofignoranceconcerningakeyfunction FrontiersinIntegrativeNeuroscience www.frontiersin.org January2013|Volume6|Article126|7 SmythiesandEdelstein Transsynapticspikeandmolecularcodes of the brain—the possible existence of a hitherto unrecognized thisinformationdown-stream.Wehavehardlyanyideahowthis widespread signaling system. 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