75509 2 supp 1624250 72n8s8 - academic commons
TRANSCRIPT
Supplememicroelecrecordedfelectrodeselectrodesmicroelect
entaryFiguctrodearrafromasinglonthearraonthearratrodearray
ure1.Prograythatwasemicroelecayduringthayduringthchannelsdu
ressionofsnotrecruitctrodedurinheseizureinheseizureinuringthese
seizureactitedintothngaseizurena.(b)Averna.(d)Multeizureina.
ivityrecordeictalcore.(b)Averagragedmultitiunitraster
dedfromae.(a)RawLgedhigh‐gamunitfiringrrplotover
aLFPtracesmmaoverrateover
SeinacrrhKasa(Tdc
Supplemenelectrophysntervals(IDadjacentECocorrespondiightoftheIecordedonhistogramsaKullback‐LieandECoGareizure.TheaccordinglydifferentcoThedottedldivisionbetwcoefficiento
taryFiguresiologicalsDI)foraseizoGelectrodengcolorsfoIDIplotsthrtheMEA(dareagainshebler(K‐L)dreshownabseizureinwhasahigheolors)duringinesforeacweenpost‐rfvariationo
e2.Inter‐dscalesandazurerecordee(orangecioreachrecoroughtime.dottedlines)howntothedivergencesbovethesehwhichtheMrK‐LdiverggasinglesechcorresponrecruitmentoftheIDIs.
dischargeinarerelatededfrompatircles).Ictalordingmoda(b)IDIsfor)andnearerightasdotsbetweendhistogramsuMEArecordigence.(c)IDeizure,withndinglycolotandpre‐te
ntervalsaredtoseizuretient5withlhighgammality.AnIDIrallictalcorestECoGeletted(MEA)distributionsusingthecongwascurtDIsdetermihIDIhistogroredECoGerminatione
econsistenestage.(a)ItheMEA(b
matracesarhistogramreseizuresectrodes(soandsolidlisofIDIsrecorrespondintailedisshonedfromearamsagainselectrodeinepochsoccu
ntacrossInter‐dischablackcircleseshowninisshownto(differentcolidlines).IDnes(ECoG)cordedonthngcolorforowninpinkachECoGelshowntothndicatewherurred,based
arges),andan
otheolors)DI.TheheMEAeachkandlectrodeheright.rethedonthe
SupplementaryFigure3.Alternativemeasuresoftravelingwavespeedacrosstheelectrodearray.(a)Meanmagnitudeofthevelocityvectorquantifiedoversixrecruitedseizuresinthreeepochs(color‐codedasinFigure1).(b)Meantravelingwavespeedquantifiedoversixrecruitedseizuresinthreeepochs(color‐codedasinFigure1).Asterisksindicatesignificantcomparisons.Barsindicatestandarderror.
SupsynshopairofEand(c)seizprinthedetforandmic(gra
pplementarnchrony.(aowninblue.rsofmicroeECoGandmdCwererecThreechanzureasinAncipalcomppre‐terminerminethetheexampldmeanamocroelectrodeay).
ryFigure4)TheendoMedianmuelectrodesisicroelectrodcorded.ColonnelsofLFPandarepreponent,acronationepochslopeoftheeseizure.(duntofvariaesimplante
4.Large‐scafaseizurerutualinformsshownbeldelocationsoredelectrorecordedfresentativeinossallECoGh.Theblackevarianceed)Scatterpanceexplaindintheicta
alepre‐termrecordedonmationformlowforthesforthepatodescorrespromECoGencreaseinvGelectrodeskdottedlinexplaineddulotofpre‐tenedforeachalcore(blac
minationinnthemicroemultiunitevesameseizurtientfromwpondtovoltlectrodesdvarianceexponthegrideshowslineuringtheprerminationhseizureinck)andout
ncreasesinelectrodearenttimingare.(b)Recowhomseizurtagetracesiuringthesaplainedbytdshowninbearregressire‐terminatiincreasesinpatientswioftheictalc
nLFPrrayisamongonstructionresinAinaandc.amethefirstb,duringontoionepochnvariance,ithcore
SupplementaryFigure5.IllusoryhypersynchronyinlowfrequencyLFP.(a)LowfrequencyLFPrecordedfromgridECoGelectrodesduringadischargethatoccurredearlyinthepre‐terminationphaseoftheseizure.Eachcoloredtracerepresentsadifferentelectrode.(b)LowfrequencyLFPrecordedfromgridECoGelectrodesduringthefinaldischargeintheseizure.Eachcoloredtracerepresentsadifferentelectrode.
SuppcorreacrosoccurrateothesabetwactiviHistodetertermiof0.0
plementaryespondingsstheMEA,r.ColorsranoneachchaameMEAcheenMEAchitypeaksacogramofp‐vrminedfrominationdisc05.Allofthe
yFigure6.Tmultiunitacoloredbyngefromconnelina.Mhannels.(c)hannelrankcrossallprevaluesforWmtravelingwchargesfromep‐valuesw
Travelingwactivitydelwhentheirpper(earlie
MatchingcolHistogramsdetermine‐terminatio
Wilcoxonsigwaveslopesmallseizureweregreater
wavesacrolays.(a)Exapointsofmer)toblackorsindicateofz‐valuesedfromtravondischargegned‐ranktesandmultiues.Thedottrthan0.05.
ossMEAmicampleLFPd
maximumde(later).(b)ethesignalsforWilcoxovelingwaveesfromallsestsbetweeunitactivityted‐lineindi
croelectroddischargesrescent(greeNormalizedswererecoonsigned‐reslopesandseizures.(d)enMEAchanypeaksacroicatesacriti
desandrecordedencrosses)dfiringrdedonanktestsdmultiunit)nnelranksossallpre‐icalvalue
SupplementaryTable1.Computationalmodelparameters
Parameter Notation ValueInputresistance 1/ 125MΩRestingmembranepotential ‐68mVMeanmaximalintra‐networksynapticconductance
60nS
Meanintra‐networksynapticconductancereversalpotential
‐30mV
Extra‐networkfeedforwardinput 0~3nSReversalpotentialofextra‐networkfeedforwardinput
0mV
Synapticdepressionconstant 200msSynapticdepressionratio 0.6Meanmaximalfiringrate 100HzSpikingthreshold ‐42mVSpikingthresholdstandarddeviation 4.5mVSynaptictimeconstant 25ms
SupplementaryTable2.ClinicaldetailsfromstudypatientsPatient(Age/Gender)
1(30/F) 2(30/M) 3(32/F) 4(19/F) 5(24/M)
ArrayRecruitedintoictalCore?
No(penumbral)
No(penumbral)
Yes Yes Yes
MEAlocation Leftsupplementarymotorarea,3cmsuperiortoBroca’sarea
Leftlateralfrontal,2cmsuperiortoBroca’sarea
Leftinferiortemporalgyrus,2.5centimetersfromtemporalpole
Rightposteriortemporal,1cminferiortoangulargyrus
Leftmiddletemporalgyrus3cmfromtemporalpole
Clinically–DefinedSeizureOnsetZone
Leftsupplementarymotorarea(includingMEAsite)
Leftfrontaloperculum(includingMEAsite)
Leftbasal/anteriortemporal(includingMEAsite)
Rightposteriorlateraltemporal(includingMEAsite)
Leftmesialtemporallobespreadtolateraltemporallobe(includingMEAsite)
NumberofSeizuresexamined
7 3 3 1(MEArecordingcurtailedduringpost‐recruitmentepoch)
2
SeizureTypes
Complexpartial
Complexpartial
Complexpartial
Complexpartialwithsecondarygeneralization
Complexpartial
Pathology N/A(multiplesubpialtransectionsperformed)
Nonspecific MildCA1Neuronalloss;lateraltemporalnonspecific
Nonspecific Nonspecific(nohippocampalsclerosis)
Outcome EngelIII Engel1a Engel1a Engel1a Engel1a
SupplementaryNote1
LFPsynchronyincreasestowardtheendofseizures
WeobserveddecreasedMUAdesynchronizationovertheMEA
(SupplementaryFigure4A),andcorrespondingdecreasesinhighgammaoverictal
coreECoGsitesinallfivepatientsleadinguptoseizuretermination.Weinterpreted
thesesignalstobeindicativeofaprogressivedesynchronizationleadingupto
seizuretermination,whichisincontrasttotheincreasedsynchronyobservedin
previousECoGstudies1‐4.Inordertoconfirmlarge‐scale(centimetersofbrain
area)pre‐terminationsynchronyinthecurrentdataset,andcontrolforthe
possibilitythattheseizuresexaminedherehavedifferentdynamicsthanthose
reportedintheliterature,weexaminedsynchronyinthebroadbandLFPrecorded
acrosstheECoGgridsoverlyingeachMEAchannel.Synchronywasmeasuredina
similarmannertopreviousstudies1,5,byexaminingtheamountofvariancethatcan
beexplainedbythesinglelargestcovariancedimensionusingprincipalcomponents
analysis.WefoundthatsynchronyincreasedacrosstheECoGgridspriortoseizure
termination,consistentwithpreviousobservations.However,thisincreasein
synchronywasapparentonECoGelectrodesinpatientswiththeMEAineitherthe
ictalcoreorthepenumbra(SupplementaryFigure4Band4C).Therewasalsono
significantdifferenceamongpatientsinthepre‐terminationincreaseinsynchrony
(Mann‐WhitneyU,p=0.12,SupplementaryFigure4D).Theseresultssuggestthat
previouslyobservedincreasesinsynchronyaredominatedbythelowfrequency
LFP,whichaccountsforanexponentiallylargeportionoftheECoGsignalvariance,
comparedtohighgamma.
SupplementaryNote2
ComputationalModel
Wemodeledmacrocolumnsofcellsintheictalcoreusingameanfield
approach,wherethefiringrateofatypicalcellwasusedtoapproximatetheentire
macrocolumn.Cellsreceivedintra‐networkrecurrentsynapticinputandextra‐
networkcurrentinput.Thetypicalcellmembranepotential,V,wasmodeledwith
thefollowingsetofequations:
∞
∞
∗ ∗ D ∗ f V ∗ ∗∗ D ∗ f V
∗ D ∗ f V
Where istheeffectivetimeconstantforchangeinthemembranepotentialover
timeand isthesteadystatemembranepotential.Inputtothenetworkofcells
wasrepresentedwiththe termandrecurrentconnectionsamongcellswere
treatedasintra‐networksynapticinput,whichwasmodeledwiththe ∗ D ∗
f V ∗ term.Inthisterm, andf V standformaximalintra‐network
recurrentsynapticconductanceandfiringprobabilityasafunctionofmembrane
potential,respectively.Firingprobabilityfollowedthefollowingerrorfunction
1
√2/
∞
Synapticdepressionevokedbyrepeatedactivationswasincludedinthe
model.Becauserepetitivesynaptictransmissionsinthecerebralcortexhasbeen
foundtoinduceshort‐termsynapticdepression(STD)6,theeffectivesynaptic
strengthDwasmodeledwiththefollowingsetofequations:
∞
∞
11 1 ∗ ∗ ∗
Where representsthesynapticdepressionratio(i.ehowmuchapostsynaptic
potentialisdepressedfollowingaprecedingpotential)and representsatypical
cell’smaximalfiringrate. ∞wasobtainedbyassumingapre‐synapticPoisson
spikingproperty7.Notethatverysophisticated,biologicallyinspiredmodelsexhibit
similarproperties8.
TableS1showsparametersusedforcomputationalsimulation.The
parameterswerechosenbasedonexperimentaldatafromlayer5pyramidal
neurons9,10.Twoexceptionswerethemeanmaximalrecurrentconductanceand
averagereversalpotential, and respectively.Thevalueof waschosen
byaveragingthereversalpotentialsofGABAandglutamatereceptorsinorderto
modelbothinhibitoryandexcitatoryintra‐networkconnections.Thevalueof
waschosentomakethetypicalcellsdemonstratetonicfiringwhilereceiving
maximalrecurrentinput.NumericalresultswerecalculatedbyXPPwitha0.1ms
timestepusingtheRunge–Kuttafourthordermethod11.
Thecomputationalmodelwasthusestablished,anddecreasinginputwas
appliedinordertosimulatetheeffectsofaprogressivelyweakeningormovingictal
wavefront.Thevalueof wasthereforedecreasedlinearlyfrom3to0nS,with
seizuredynamicsbeingreproducedbetweenapproximately2.7and2.2nS.
CorticalreconstructionandECoGalignment
Corticalreconstructionandvolumetricsegmentationwasperformedwith
theFreesurferimageanalysissuite,whichisdocumentedandfreelyavailablefor
downloadonline(http://surfer.nmr.mgh.harvard.edu/).
SupplementaryReferences
1. Schindler,K.,Elger,C.E.&Lehnertz,K.Increasingsynchronizationmay
promoteseizuretermination:evidencefromstatusepilepticus.ClinNeurophysiol118,1955–1968(2007).
2. Kramer,M.A.&Cash,S.S.Epilepsyasadisorderofcorticalnetwork
organization.Neuroscientist18,360–372(2012).3. Kramer,M.A.etal.Coalescenceandfragmentationofcorticalnetworks
duringfocalseizures.JournalofNeuroscience30,10076–10085(2010).4. Jiruska,P.etal.Synchronizationanddesynchronizationinepilepsy:
controversiesandhypotheses.JPhysiol(Lond)591,787–797(2013).5. Schindler,K.,Leung,H.,Elger,C.E.&Lehnertz,K.Assessingseizuredynamics
byanalysingthecorrelationstructureofmultichannelintracranialEEG.Brain130,65–77(2007).
6. Dobrunz,L.E.&Stevens,C.F.Heterogeneityofreleaseprobability,facilitation,anddepletionatcentralsynapses.Neuron18,995–1008(1997).
7. Dayan,P.&Abbott,L.F.Theoreticalneuroscience.(2001).8. Markram,H.,Wang,Y.&Tsodyks,M.Differentialsignalingviathesameaxon
ofneocorticalpyramidalneurons.ProcNatlAcadSciUSA95,5323–5328(1998).
9. Tripathy,S.J.,Savitskaya,J.,Burton,S.D.,Urban,N.N.&Gerkin,R.C.NeuroElectro:awindowtotheworld'sneuronelectrophysiologydata.FrontNeuroinform8,40(2014).
10. Williams,S.R.&Stuart,G.J.SiteindependenceofEPSPtimecourseismediatedbydendriticI(h)inneocorticalpyramidalneurons.JNeurophysiol83,3177–3182(2000).
11. Ermentrout,B.Simulating,Analyzing,andAnimatingDynamicalSystems:AGuidetoXPPAUT...‐BardErmentrout‐GoogleBooks.(2002).