PLOSONE|https://doi.o r g/10.13 7 1/journal.p o ne.0195 6 2 0 Apri l26,2018 1/28
OPENACCESS
Citation:KorzeniewskiB(2018)Regulationofoxidat ivephosphorylationisdifferentinelectrically- andcortically-
stimulatedskeletalmuscle.PLoSONE13(4):e01956 20.https://doi. o rg/10.1371/ journal.pon e .0195620 Editor:RozalynMAnderson,Universityof WisconsinMadison,UNITEDSTATES Received:November28,2017 Accepted:March26,2018 Published:April26,2018
Copyright:©2018BernardKorzeniewski.Thisisa nopenaccessarticledistributedunderthetermsofth eCreativeCommons Attribut i onLicense ,whichper mitsunrestricteduse,distribution,andreproductioni nanymedium,providedtheoriginalauthorandsourc earecredited.
DataAvailabilityStatement:Allrelevantdataarewit hinthepaper.
Funding:FacultyofBiochemistry,Biophysicsand Biotechnology,JagiellonianUniversityisabenefici aryofKNOWprogram.
Competinginterests:Theauthorhasdeclaredthatno competinginterestsexist.
RESEARCHARTICLE
Regulationofoxidativephosphorylationisdif ferentinelectrically-andcortically-
stimulatedskeletalmuscle
BernardKorzeniewski*
FacultyofBiochemistry,BiophysicsandBiotechnology,JagiellonianUniversity,Krako´w,Poland
*bernard. k orzeniewski @ gmail.com
Abstract
Acomputermodeloftheskeletalmusclebioenergeticsystemwasusedtostudytheregula- tionofoxidativephosphorylation(OXPHOS)inelectrically-stimulatedandcortically-stimu- latedskeletalmuscle.Twotypesofthedependenceoftheintensityofeach-
stepactivation(ESA)ofOXPHOScomplexesonATPusageactivityweretested:power- typedependenceandsaturating-
typedependence.Thedependenceofmuscleoxygenconsumption(V_O2),
phosphocreatine(PCr),cytosolicADP,ATP,inorganicphosphate(Pi),pHandτp(character- istictransitiontime)oftheprincipalcomponentofthemuscleV_O2on-
kineticsontheATPusageactivitywassimulatedforbothtypesoftheESAintensity- ATPusageactivitydepen-dence.Computersimulationsinvolvingthepower- typedependencepredictsystemproper-
tiesthatagreewellwithexperimentaldataforelectrically-
stimulatedmuscle.Ontheotherhand,modelpredictionsforthesaturating- typedependenceinthepresenceofthe‘addi-
tional’ATPusage(postulatedpreviouslytounderlietheslowcomponentoftheVO2on-
kinetics)reproducewellsystempropertiesencounteredinhumanskeletalmuscleduringvoluntar yexercise.Itispostulatedthatthedifferencebetweentheregulationandkineticpropertiesofthesy steminelectrically-andcortically-
stimulatedmuscleismostlyduetothedifferentmusclefibersrecruitmentpattern.Intheformer,allfi bertypesarerecruitedinparal-
lelalreadyatlowpoweroutput(PO)values,whileinthelattertypeIfibers(withhigherESAintensity) arestimulatedatlowPOvalues,whiletypeIIfibers(especiallytypeIIbandIIxfibers)withlowESAint ensityarerecruitedpredominantlyathighPOvalues.
Introduction
SkeletalmusclecontractionisdrivenbyhydrolysisofATPtoADPandPi.AtrestATPisneededtosustain suchbasicprocesseskeepingthemusclefiberaliveasprotein/RNAsynthe-
sisorion(Na+,K+,Ca2+)circulationacrosscellularmembranes.Duringexercise,ATPismainlyusedby actomyosin-ATPaseandCa2+-
PLOSONE|https://doi.o r g/10.13 7 1/journal.p o ne.0195 6 2 0 Apri l26,2018 2/28 ATPase(SERCA).Thedependenceo
fsystemvariables(V_O2,PCr,cytosoli cPi,ATP,ADP,pH)onATPusageactivi tyisofkeysignificanceforunderstandi ngoftheregulationandbehaviorofthe skeletalmusclebioenergeticsystemd uringrest-to-worktransition.
RegulationofOXPHOSinelectrically-andcortically-stimulatedmuscle
InagivenexercisetypetheATPusageactivityAUT(relativeactivationofATPusage,increaseinitsr ateconstantkUTinrelationtorest)canbeassumedtobelinearlyproportionaltoworkintensity(pow eroutput).The‘additional’ATPusage[1]waspostulatedtobemostlyresponsiblefortheslow- componentoftheV_O2onkinetics[1–4].Itsinclusioninthecom-
putermodelgivesanexcellentagreementofcomputersimulationswithexperimentaldataconcer ningfluxesandmetaboliteconcentrationsduringrest-work-recoverytransitioninskel-
etalmuscle[1].Itappearsabovethe‘critical’relativeATPusageactivity(relatedtocriticalpower,C P),anditsrelativeactivityisassumedinthepresentstudytobelinearlyproportionaltothedifferenc ebetweenthecurrentandthecriticalrelativeATPusageactivity,andto
increaselinearlywithtime,whichagainagreeswellwithexperimentaldatashowinganincreaseinthein tensityoftheslowcomponentwithworkintensity[5].
Itwaspostulatedthatthemainmechanismresponsiblefortheregulationofthecellbioe- nergeticsystem,especiallyoxidativephosphorylation(OXPHOS),duringworktransitionsinske letalmuscle,heartandothertissuesistheso-calledeach-
stepactivation(ESA)mechanism,aspecialcaseofthebroaderparallel-
activationmechanism.AccordingtoESA,notonlyATPusageandNADHsupply,butalsoallOXP HOScomplexes(complexI,complexIII,complexIV,ATPsynthase,ATP/ADPcarrier,Picarrier)an dglycolysisaredirectlyactivatedbysome
cytosolicmechanismpredominantlyinvolvingcytosolicCa2+ionsandperhapscalmodulin- likeproteinresponsibleforproteinphosphorylation,duringrest-to-
worktransitioninskeletalandheartmusclecells[1,6–
10].Inskeletalmuscleitislikelythatamixedmechanism(MM)ismanifest,inwhichallOXPHOSco mplexesaredirectlyactivated,buttoasmallerextentthanATPusage,andthereforeamoderatein creasein[ADP]and[Pi]cooperateswithESAtobringaboutOXPHOSactivation[10].Inintactheart invivothereisno(orsmall)changeinmetabo-
liteconcentrationsduringworktransitions[11].Therefore,itwaspostulatedthatESA,directlyactiv atingbothATPusageandOXPHOStothesameextent,isessentiallythesolemechanismoperatin ginintactheartinvivo[12,13].
TheESA,each-
stepactivationintensityAOX(relativedirectactivationofOXPHOSandNADHsupplyinrelationtorest) determineshowmanytimestheactivityofOXPHOSandNADHsupply(therateconstantsofallOXP HOScomplexes:kC1,kC3,kC4,kSN,kEX,kPIandoftheNADHsupplyblock:kDH)is(are)elevatedduringr est-to-worktransition.Insomeprevi-oustheoreticalstudiesapower-typeAOX-
AUTdependencewasassumedasthesimplestpossi-
bility.Accordingtothisdependence,AOXcontinuouslyincreasesasapowerfunctionofAUT(ATPusageact ivity)andneverreachesaplateau.Quantitatively,thepower-
typedependencehasthefollowingform:AOX=AUTpOX,wherethepowercoefficientpOX,equalinmos tsimu-lationsto0.3–
0.5,isthemeasureoftheESAstrength.However,arecenttheoreticalstudy[1]demonstratedthatth eactualAOX-AUTdependenceissaturating-
typeinhumanbilateralkneeextensionexercise.ThismeansthatAOXfirstincreaseswithAUTincrease,bu tafterwardsstabi-
lizesonaconstantlevel.Itwasestimated[1]thatAOX,bydefinitionequalto1atrest,equalsabout5.6in moderateexerciseand5.2inheavy/severeexercise.Atthesametime,theassessedAUT(bydefinitioneq ualto1atrest)wasmuchhigherinheavy/severeexercise:47,thaninmoderateexercise:22.Theref ore,inthiscasetheESA,each-
stepactivationintensityAOXdoesnotincreasebetweenmoderateandheavy/severeworkintensity,w henAUT(PO)islargelyelevated,andtheAOX-AUTdependenceissaturating-type.
Itisofcourseinterestingandimportantforunderstandingofthefunctioningofthesystem howdifferenttypesoftheAOX-
AUTdependenceaffectthedependenceofsystemvariables,suchasmuscleV_O2,PCr,cytosolicPi,ATP,A DP,pHandthecharacteristictransitiontimeτpoftheprincipalcomponent(phaseII)ofthemuscleV_O2on-
RegulationofOXPHOSinelectrically-andcortically-stimulatedmuscle
kineticsontheATPusageactivity(AUT)
(andthusworkintensity).Itseemsalsointerestinghowthepresenceofthe‘additional’
ATPusageabovethecriticalATPusageactivity(relatedtocriticalpower,CP)affectsthisdependence.
However,themostimportantchallengeistotestwhetherthesaturating-typeversuspower- typeandAOX-
AUTdependenceisabletoaccountforthedifferencesinthekineticpropertiesofthebioenergeticsyste mincortically-stimulated(voluntaryexercise)versuselectrically-stim-
ulatedskeletalmuscle.Inotherwords,itseemsveryinterestingwhethertheregulationofOXPHO Sisdifferentinbothsortsofexerciseand,ifso,whatthisdifferenceconsistsin.
ItwaspostulatedthatESAtendstobemoreintensiveinoxidativeskeletalmuscle(fibers),inmuscl eduringvoluntaryexercise(corticalstimulation)andinintactmusclewithphysiologicalbloodflowth aninglycolyticskeletalmuscle(fibers),inelectrically-stimulatedmuscleandinper-
fusedmuscle[7].Changesinmetabolite(PCr,Cr,ADP)concentrationsandpHduringworktransitio nsaremuchgreateringlycolyticmuscles(composedmostlyoftypeIIfibers)thaninoxidativemuscle s(composedpredominantlyoftypeIfibers)(seee.g.,[14]),anditwaspostu-
latedthatthemainroleofESAistomaintainasgoodmetaboliteandpHhomeostasisaspossible[6–
10].Involuntaryexercise(cortically-
stimulatedmuscle),thereisasequentialpatternofrecruitmentofparticularmusclefibertypeswhen workintensityincreases:oxidativetypeIfiberswithhighOXPHOScapacity(andESAintensity)arer ecruitedmainly(orexclusively)atlowPOvalues,followedbytherecruitmentofalsopredominantlyo xidativetypeIIamusclefibers,andfinallyofpredominantlyglycolytictypeIIxandIIbmusclefiberswh enPOapproachesitsmaxi-
mumvalues.Thisiscontrolledbyneuralstimulationofparticularmotorunits[15,16].Inelectri-cally- stimulatedmuscledifferentmusclefibers(typeIandvarioustypeIIfibers)arestimulatednon- specificallywhenthestimulationfrequencyincreases,evenatloweststimulationfrequencies(ATPusag eactivities),andtheworkperformedisproportionaltothestimulationfrequency.
Thepresentstudyisintendedfirstofalltorevealthedifferencesintheregulationofthebioe- nergeticsystem,especiallyOXPHOS,betweenthecortically-andelectrically-
stimulatedskeletalmuscleduringconstant-
powerexercise.Thedependenceofselectedskeletalmusclebioenergeticsystemvariables(muscleV _O2,PCr,cytosolicPi,ATP,ADP,pHandτpofthemuscleV_O2on-
kinetics)onATPusageactivityAUTissimulatedforthreepossibilities:1.Power-typeAOX- AUTdependenceintheabsenceofthe‘additional’ATPusage;2.Saturating-typeAOX-AUTdepen-
denceintheabsenceofthe‘additional’ATPusage;and3.Saturating-typeAOX-
AUTdependenceinthepresenceofthe‘additional’ATPusage.Itishypothesizedthatthepower- typeAOX-
AUTdependenceisabletoaccountforthekineticbehaviorofthesystemencounteredinelectrically- stimulatedmuscle,whilethesaturating-typeAOX-AUTdependenceinthepresenceofthe‘addi- tional’ATPusagecanexplainthesystempropertiesincortically-
stimulatedmuscle(voluntaryexerciseinhumans).Confrontationofcomputersimulationswithvari ousexperimentaldatasupportsthishypothesis.ItispostulatedthatthedifferentregulationofOXPH OSinelectrically-andcortically-
stimulatedskeletalmuscleresultsfromdifferentpatternsofmusclefiberrecruit-
mentwhenAUTincreases.Inelectrically-stimulatedmuscleallfibertypesarerecruitedinparal- lelalreadyatloweststimulationfrequencies.Ontheotherhand,incortically-
stimulatedmuscleduringvoluntaryexercisemostofoxidativetypeIfibers(thatarepostulatedtohav ehighESAintensity)arerecruitedfirst,atlowandmoderateworkintensities,followedbyrecruitmen tofalsopredominantlyoxidativetypeIIafibers,andfinally,athighestworkintensities,ofpredomi- nantlyglycolytictypeIIxandIIbfibers(thatarepostulatedtohavelowESAintensity).
Theoreticalmethods
Computermodel
ThecomputermodelofOXPHOSandtheentirebioenergeticsysteminintactskeletalmuscle[17,18]w asusedinthesimulationscarriedoutinthepresentstudy.Themodelwasrecently
OX
UT
pG L
modifiedbyreplacingfirst-orderinhibitionofglycolysisbyprotonswiththird-orderinhibi- tion[1].ThismodelcomprisesexplicitlyNADHsupplyblock(TCAcycle,fatty-acidβ-oxida- tion,MASetc.),particularOXPHOScomplexes(complexI,complexIII,complexIV,ATPsynthase ,ATP/ADPcarrier,Picarrier),protonleakthroughtheinnermitochondrialmem-
brane,glycolysis(aerobicandanaerobic),ATPusage,creatinekinase(CK)andprotonefflux/influ xto/fromblood.Thecompletemodeldescriptionofparticularmodelversionsislocatedontheweb site:http://awe.mol.uj.edu. p l/~benio/ .
ESAintensity-ATPusageactivitydependence
TherelativeactivityofATPusage(relativeincreaseinitsrateconstantkUTinrelationtorest)AUTbetween1(r est)and100(maximumAUT)wasusedindifferentsetsofsubsequentcom-
putersimulations.Twotypesofdependenciesoftheintensityofeach- stepactivation(ESA)ofOXPHOS(andNADHsupply)
(relativeincreaseoftherateconstantsofallOXPHOScom-
plexesandNADHsupplyblockinrelationtorest)AOXonAUTweretested:power- typedependenceandsaturating-typedependence.
Thepower-
typedependence,used(assumedasthesimplestpossibility)insomeprevioustheoreticalstudies,wasd escribedbythefollowingequation:
A ¼ApOX ð1Þ
whereAOX(ESA,each-
stepactivationintensity)istherelativeOXPHOS(+NADHsupply)activity(activationinrelationtore st),AUTistherelativeATPusageactivity(activationinrela-
tiontorest)andthepowercoefficientpOX=0.45isusedinthepresentstudy;pOXisameasureofESAstr ength(pOX=0.45meansarelativelystrongESA).
Thesaturating-
typedependence,introducedforthefirsttimeinthepresentstudyonthebasisofthedataextractedfromex perimentalstudies[1],wasdescribedbythefollowingequa-tion:
AOX¼ 1þAOXmax A -1 !
ðAUT-1ÞþKAUT ð2Þ
whereAOX(ESA,each-
stepactivationintensity)istherelativeOXPHOS(+NADHsupply)activity(activationinrelationtor est),AUTistherelativeATPusageactivity(activationinrela-
tiontorest),AOXmax=5isthemaximumAOX—1(thusmaximumAOX=6)andKAUT=5isthe‘half- saturating’AUTvaluefortheincreaseinAOX.ThevaluesofAOXmaxandKAUTwerechoseninordertorepro ducetheexperimentaldata(seebelow).ThevaluesofAOXandAUTforrest,moderateexerciseandh eavy/severeexercisethatservedtoconstructthisequationweretakenfrom[1].
BothdependenciesarepresentedinFig1.Onecanseethatthesaturating- typedependencefitsbetterthanthepower-
typedependencetotherelationshipbetweentherelativeactivityofOXPHOS(ESA,each-
stepactivationintensity)AOXandtherelativeactivityofATPusageAUTforrest,moderateexerciseandsev ereexerciseextractedfromexperimentaldataconcerningvoluntaryconstant-powerknee-
extensionexerciseinhumans(see[1]).
ThedependencebetweentherelativeglycolysisactivityAGLandAUTwasdescribedinbothcasesbyap ower-typedependence:
AGL¼AUT ð3Þ
whereAGListherelativeglycolysisactivation(relativeincreaseintherateconstantofglycoly- siskGLinrelationtorest),AUTisrelativeATPusageactivityandthepowercoefficientpGLisa
Fig1.Power-typevs.saturating-typeAOX(ESA,each-stepactivationintensity)-
AUT(relativeATPusageactivity)dependence.Simulatedpower-typeandsaturating-typeAOX-
AUTdependences(lines)arecomparedwiththevaluesofAOXandAUTextractedfromexperimentaldataforrest,moderateexercisean dsevereexercise(points)[1].Thepower-typedependence,describedbyEq1,ispostulatedtobepresentinelectrically-
stimulatedmuscle,whilethesaturating-
typedependence,describedbyEq2,ispostulatedtobepresentduringvoluntaryexercise(cortically-stimulatedmuscle).
https://doi. o rg/10.1371/ j ournal.pon e .0195620.g001
measureofESAstrengthforglycolysis.pGL=0.8forpower-typeAOX- AUTdependenceandpGL=0.55forsaturating-typeAOX-
AUTdependence.ThesevalueswerefittedinordertoobtainreasonablevaluesofcytosolicpHathighAU T(relativeATPusageactivity)values(about6.75,dropby0.25inrelationtorest,atmaximumAUT=100 usedinthepresentstudy).ThevalueofpGLisdifferentforpower-typeandsaturating-
typeAOX(ESAintensity)-AUTdependence,asAOXathighAUTvaluesisdifferentinthesecases.Thispower- typeAGL(rela-tiveglycolysisactivity)-
AUTdependenceallowsforsignificant(anaerobic)glycolysisstimula-
tionathighworkintensities(AUTvalues)thattakesplaceinrealmusclesundertheseconditions.
‘Additional’ATPusagekinetics
Itwaspostulatedthatthe‘additional’ATPusage[1],underlyingtheslowcomponentofthe V_O2on-
kinetics,appearswhentherelativeATPusageactivityAUTexceedsthecriticalrelativeATPusageactivity (relatedtocriticalpower,seeDiscussion)
[1,4].Theabsolute‘additional’ATPusageactivity(rateinmMmin-
1)isdescribedinthepresentstudybythefollowingequa-tion:
vUTadd¼ kUTadd·vUT·ðAUT-AUTcritÞ·texerc ð4Þ
X
wherevUTaddistheabsolute‘additional’ATPusageactivity(inmMmin-
1),kUTaddisthe‘rateconstant’oftheincreaseintheabsolute‘additional’ATPusageintime(inmin-
1),AUTistherelativeATPusageactivity(activationinrelationtorest) (unitless),AUTcritisthecriticalrela-
tiveATPusageactivity(unitless)andtexercistime(min)aftertheonsetofexercise.Thisequa- tionmeansthatvUTaddincreasesbothwithAUTaboveAUTcritandwithtimeaftertheonsetofexercise.Thelin earincreaseinthe‘additional’ATPusagevUTaddintimegivesanexcellentagreementofmodelpred ictionswithexperimentaldata[1].TheincreaseofvUTaddintimeisrelatedtotheincreaseintheslowc omponentoftheV_O2on-
kineticsintime[1,4],whiletheincreaseinthe‘additional’ATPusagevUTaddwithAUTabovethecriticalATP usageAUTcritisduetothefactthattheextentoftheslowcomponentincreaseswithPO[5,19].Inthesi mula-
tionscarriedoutinthepresentstudyitisassumedthatAUTcrit=50(ahalfofthemaximumAUT=100)an dkUTadd=0.0008min-1.Thefirstassumptionisjustifiedbytheobservation[20]thatthenon-
linearityintheV_O2-POdependence,beginningatPOvaluewherethe‘addi- tional’ATPusageappears,startedat35–65%ofthemaximumpoweroutput(POmax).
ThetotalabsoluteATPusageactivityAUTtot(inmMmin-1)isequaltothesumofthenor- maland‘additional’absoluteATPusageactivity:
vUTtot¼vUTþvUTadd ð5Þ
Worktransitions
Duringrest-to-
worktransitioninskeletalmuscletheATPusagewasactivatedAUTtimes(therateconstantofATPu sagekUTwasincreasesAUTtimes).AtthesametimeOXPHOSandNADHsupplywereactivatedAOXti mes(therateconstantsofcomplexI:kC1,complexIII:kC3,complexIV:kC4,ATPsynthase:kSN,ATP/
ADPcarrier:kEX,Picarrier:kPIandNADHsupply:kDHwereincreasedAOXtimes).Glycolysiswasactivated AGLtimes(therateconstantofglycolysiskGLwasincreasedAGLtimes).
Duringtheoppositetransition(work-
toresttransition)therestingATPusageactivity,OXPHOSactivity,NADHsupplyactivityandglyc olysisactivitywererestored.
AninstantaneousincreaseoftheATPusageactivity(increaseinkUT)duringon- transientanddecreaseoftheATPusageactivity(decreaseinkUT)duringoff-
transientwasappliedincomputersimulations.Ontheotherhand,some(althoughrelativelyveryshort, seebelow)delayintheincreaseoftheactivityofOXPHOS(andNADHsupply)andglycolysisduringon- transientandinthedecreaseoftheactivityoftheseprocessesduringoff-
transientwasassumedincomputersimulations.Thetime-
dependentactivationaftertheonsetofelevatedworkwasdescribedbythefollowingequation:
mX¼AX- ðAX- 1Þ·e-t=tðONÞX ð6Þ whereXisOX(oxidativephosphorylation+NADHsupply)orGL(glycolysis),mXisthecur-
rent(attimet)relativeactivationofX(multiplicityoftherestvalue(s)ofitsrateconstant(s)),t(ON)Xist hecharacteristicactivationtimeofX,andtisthetimeaftertheonsetofelevatedwork(rest-to- worktransition).Thetime-
dependentinactivation(decay)aftertheterminationofmuscleworkwasdescribedbythefollowin gequation:
m¼1þðA-1Þ·e-t=tðOFFÞX ð7Þ
whereXisOX(oxidativephosphorylation+NADHsupply)orGL(glycolysis),mXisthecur-
rent(attimet)relativeactivationofX(multiplicityoftherestvalue(s)ofitsrateconstant(s)),t(OFF)Xis
thecharacteristicinactivationtimeofXandtisthetimeaftertheterminationofele-vatedwork(work- to-resttransition).
Inthepresentstudythefollowingcharacteristictransitiontimeswereused:t(ON)OX=3s,t(ON)GL=6s ,t(OFF)OX=120s,t(OFF)GL=1s(see[1]).t(ON)OXwasestimatedfor11sinelectrically-
stimulatedmuscle[21].ItwasshownthatV_O2startstoincreasealmostinstan- taneouslyaftertheonsetofexerciseinelectrically-stimulatedmuscle[22].
InthesimulationspresentedinFigs2–
4the‘additional’ATPusagewasabsent.Therefore,asteady-
statecouldbereached(oratleastapproachedafter6minofexercise—
seeFig4).InthesimulationspresentedinFigs5and6the‘additional’ATPusagepresentaboveAUT crit,under-lyingtheslowcomponentoftheV_O2on-kinetics,waspresent.Asaresult,nosteady- statecouldbereached.Inallsimulations,themuscleworklasted6minaftertheonsetofexercise.Th esimulationsconcerningthedependenceofselectedsystemvariablesontherelativeATPusage activity,presentedinFigs2,3and6,wereterminatedinthe6thminofexerciseandthevariablevalues wererecorded.InsubsequentsimulationstherelativeATPusageactivityAUTwasincreasedgradu allyfrom1(rest)to100ineachcase(forthepower-typeAOX-AUTdepen-denceandforthesaturating- typeAOX-
AUTdependencewithoutandwiththe‘additional’ATPusage).Timecoursesofsystemvariablesduring rest-to-work-to-recoverytransitionweresim-ulatedformoderateexercise(AUT=35)
(Fig4)andheavy/severeexercise(AUT=80)(Fig5).
Muscleworkwasinitiatedinthe2ndminofsimulationandterminatedafter6min,inthe8th minofsimulation.
Thepower-typeAOX(ESA,each-stepactivationintensity)-
AUT(relativeATPusageactivity)dependencewasusedinthesimulationspresentedinFig2,whilethesatur ating-typeAOX-AUTdependencewasusedinthesimulationspresentedinFigs3–
6.The‘additional’ATPusagewaspresentinthesimulationsshowninFigs5and6.
Thethird-orderinhibitionofglycolysisbyH+ions,introducedrecently[1],wasusedinthe presentstudy.
TheoxygenconcentrationO2=30εMwasassumedinallsimulations.
τpoftheV_O2on-kinetics(seeFig7)wasdeterminedformoderateworkintensity.
TheV_O2on-kineticsisverydifferentinall-outexercisethaninconstant-
powerexercise[23].However,poweroutputdeclinesverysignificantlyduringall- outexercise,whileonlyconstant-powerexerciseisanalyzedinthepresentstudy.
Re-scalingofexperimentaldata
Inordertomakeadirectcomparisonofcomputersimulations,especiallyofrelativechangesinsystemva riablevalues,withexperimentaldata,someoftheexperimentaldatahadtobere-
scaled,asthesystemvariableswereexpressedthereindifferentunitsthanthatappliedinthecomputer modelused.Additionally,whilethecomputermodelusedisdevotedquantitativelytosimulatethevolunt arywhole-bodyexercise(e.g.,cycling)orbipedalknee-
extensionexercise(twoquadricepsesinvolved)inmeanhumans,theexperimentaldata,withwhichco mputersimulationsweredirectlycompared,concernratskeletalmusclestimulatedelectrically[24]orh umancalfmusclesduringvoluntaryexerciseinwell-trainedSherpas[14].
Thedatafrom[24]concernthedependenceofPCr,Pi,ATPandADPconcentrationsandpHon muscleelectricalstimulationfrequency(Hz).Metaboliteconcentrationsareexpressedforcellular waterandthemeasuredrestingpHequals7.2.Ontheotherhand,metabolitecon-
centrationswithinthemodelareexpressesforcellvolume,therestingpHequals7.0andmus- cleworkisexpressedastherelativeATPusageactivityAUT(unitless).Therefore,thefollowingre- calculationsweremade:Metsim(mMforcellvolume)=Metexp(mMforcellularwater)/
1.33(assumingthatwateroccupiesabout75%ofthemyocytevolume).Metsimissimulated
metaboliteMetconcentrationandMetexpisexperimentalmetaboliteMetconcentration.Itwasa ssumed,inordertofitbestthesimulationstoexperimentaldata,thatAUT=1
Fig2.Simulated(lines)andexperimental(points)dependenceofsystemvariablesonrelativeATPusageactivityAUTforthepower-typeAOX(ESA,each- stepactivationintensity)-AUTdependenceintheabsenceofthe‘additional’ATPusage.A,dependenceofV_O2,ADPandpH;B,dependenceofPCr,PiandATP.Re- scaled(seesub-section2.5)experimentaldatafrom[24]arepresented(points).Thepower-typeAOX-
AUTdependencewithoutadditionalATPusageispostulatedtobepresentinelectrically-stimulatedmuscle.
https:/ / doi.org/10.13 7 1/journal.pone . 0195620.g002
Fig3.SimulateddependenceofsystemvariablesonrelativeATPusageactivityAUTforthesaturating-typeAOX(ESA,each-stepactivationintensity)-
AUTdependenceintheabsenceofthe‘additional’ATPusage.A,dependenceofV_O2,ADPandpH;B,dependenceofPCr,PiandATP.Thesaturating-typeAOX- AUTdependencewithoutadditionalATPusageispostulatedtobepresentinvoluntaryexercise(cortically-
stimulatedmuscle)belowcriticalATPusageactivity(criticalpower).
https:// d oi.org/10.137 1 /journal.pone . 0195620.g003
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RegulationofOXPHOSinelectrically-andcortically-stimulatedmuscle
Fig4.Simulatedtimecoursesofsystemvariablesduringtransitionfromresttomoderatemusclework(relativeATPusagea ctivityAUT=35)torecoveryforthesaturating-typeAOX(ESA,each-stepactivationintensity)-
AUT(relativeATPusageactivity)dependence.A,dependenceofV_O2,ADPandpH;B,dependenceofPCr,PiandATP;C,depende nceofATPusage(vUT)aswellasofATPsupplybyOXPHOS(+aerobicglycolysis)
(vOX),creatinekinase(vCK)andanaerobicglycolysis(vGL).Thesaturating-typeAOX-
AUTdependencewithoutadditionalATPusageispostulatedtobepresentinvoluntaryexercisebelowcriticalATPusageactivity(critic alpower).
https:// d oi.org/10.137 1 /journal.pone . 0195620.g004
correspondstoelectricalstimulationfrequencyfS=0Hz(rest),whileAUT=101correspondstoelectri calstimulationfrequencyfS=2Hz(intensework),andthereforeAUT(unitless)=50*fS(Hz)+1.Re- scaledexperimentaldatafrom[21]arepresentedinFig2togetherwithcomputersimulations,while originaldata—inFig 8A .
Thedatafrom[14]concernthedependenceofPCr,PiandADPconcentrationsonrelativeATPturnov er(%ofmaximum)indifferentcalfmuscles:soleus,lateralgastrocnemiusandmedialgastrocnemius.P CrandPiconcentrationswereexpressedinarbitraryunits.Again,inordertomakeatleastacomparisonofsim ulatedandexperimental(formedialgastrocnemius)relativechangesinparticularmetaboliteconcentr ationswithworkintensity,someexperimen-taldatare-
scalingwasnecessary.ItwasassumedthatATPturnoverequalto40%ofmaximumcorrespondstoAUT
=80,andthereforeAUT(unitless)=2*ATPturnover(%ofmaximum).PCrandPiconcentrationswererescaledfro marbitraryunits(a.u.)tomMusingtherecalcula-
tionfactorof32:Metsim(mM)=Metexp(a.u.)*32.AscalculatedabsoluteADPlevels(theydif-
fersignificantlybetweendifferentexperiments)weregenerallyhigherinthediscussedstudythanthatpr edictedincomputersimulations,inordertodirectlycomparetherelativechangesinADPtheexperiment alvalueswerereducedbyafactoroftwo.Re-
scaledexperimentaldatafrom[14]formedialgastrocnemiusarepresentedinFig6togetherwithcompu tersimulations,whileoriginaldatafordifferentcalfmuscles—inFig 8B .
Theoreticalresults
Intheabsenceofthe‘additional’ATPusagetherelationshipbetweenV_O2andATPusageactivity(AUT) islinearregardlesstheAOX(ESA,each-stepactivationintensity)-AUTdepen-
dence,asonecanseeinFigs2and3.However,thelatterdependenceaffectssignificantlytherelations hipbetweenmetaboliteconcentrations(andpH)andAUT.Anactive(‘working’)steady-
statewasreachedinthesesimulations–V_O2,metaboliteconcentrationsandpHstabi- lizedduringmuscleworkonconstantlevels–thiscanbeobservedinFig4.
Thepower-typeAOX(ESA,each-stepactivationintensity)-
AUT(relativeATPusageactivity)dependencecausesthatPCr,Pi,ADPandpHchangesignificantlyinrelati ontorest(ADPandPiincrease,PCrandpHdecrease)alreadyatlowAUTvalues.WhenAUTincreasesfurthertowar dshighvalues,thesechanges(excepttheincreaseinADP)slowdown–
therelationshipbetweenPCr,PiandpH,andAUTbecomesmoreflat.Generally,therelationshipbetweenPC randPiconcentrationsandpH,andthe(relative)ATPusageactivityisessentiallynon-
linear,especiallyatlowAUTvalues.Ontheotherhand,ADPincreasesnear- linearlywithAUT.ATPremainsessentiallyconstant.ThisisdemonstratedinFig2.
Inthecaseofthesaturating-typeAOX(ESA,each-stepactivationintensity)-
AUT(relativeATPusageactivity)dependenceintheabsenceofthe‘additional’ATPusagetherelationshipb etweenPCr,PiandpH,andAUTbecomesmorelinear.Thesesystemvariableschangelessinrelationtoresta tlowAUTvalues,butmoreathighAUTvalues,thaninthecaseofthepower-typeAOX-
AUTdependence.Ontheotherhand,ADPincreasessignificantlyathighAUTvalues,andtheADP- AUTrelationshipbecomesessentiallynon-linear.ThisispresentedinFig3.
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RegulationofOXPHOSinelectrically-andcortically-stimulatedmuscle
Fig5.Simulatedtimecoursesofsystemvariablesduringtransitionfromresttoheavy/severemusclework(relativeATPu sageactivityAUT=80)torecoveryforthesaturating-typeAOX(ESA,each-stepactivationintensity)-
AUT(relativeATPusageactivity)dependenceinthepresenceofthe‘additional’ATPusage.A,dependenceofV_O2,ADPand pH;B,dependenceofPCr,PiandATP;C,dependenceofATPusage(vUT)aswellasofATPsupplybyOXPHOS(+aerobicglycolysi s)(vOX),creatinekinase(vCK)andanaerobicglycolysis(vGL).Thesaturating-typeAOX-
AUTdependencewithadditionalATPusageispostulatedtobepresentinvoluntaryexerciseabovecriticalATPusageactivity(critica lpower).
https:// d oi.org/10.137 1 /journal.pone . 0195620.g005
Finally,the‘additional’ATPusage,appearingabovethecriticalATPusageactivity,wastakenintoac countinsimulationsforthesaturating-typeAOX(ESA,each-stepactivationinten-sity)-
AUT(relativeATPusageactivity)dependence.Ofcourse,inthiskindofsimulations,anactive(‘working’)ste ady-
statecannotbeachievedabovethecriticalATPusageactivity(relatedtocriticalpower,seeDiscussion), althoughitisstillreachedbelowit.Forthisreason,inthe6thminofmuscleworkthevaluesofsystemvariabl eswererecorded,theworkwasterminatedandmusclepassedtotherecoveryphase.
Thesimulatedtimecoursesofselectedsystemvariablesduringrest-to-work-to-
recoverytransitionformoderateworkintensity/relativeATPusageactivityAUT=35(belowthecriti- calATPusageactivityAUTcrit=50)andforhighworkintensity/relativeATPusageactivityAUT=80(ab ovethecriticalATPusageactivityAUTcrit=50)aredemonstratedinFig4andFig5,respectively.
ItcanbeseenthatatmoderaterelativeATPusageactivityAUTthechangesinV_O2andmetabolitelevel sintimeduringrest-to-
worktransitionarealsomoderate.V_O2increasesabout16timesinrelationtorest,ADPincreases3.5time s,Piincreases3.5times,PCr
decreasesto66%oftherestingvalueandpHdropsslightlyby0.05pHunits(Fig 4A and4B ).Asteady -stateisreached(oratleastapproachedduringthe6minofexercise),asV_O2,metab-
oliteconcentrationsandpHstabilizeonconstantlevels.Duringrecoveryvariablevaluesreturntore stingvalues.ApHon-overshootandoff-undershoot,relatedtoH+consumption/pro-
ductionbycreatinekinase,canbeobserved.ThetotalATPusageactivityisconstantduringmuscle work.Whileduringthefirst<0.5minofmuscleworkasignificantfractionofATPissuppliedbycreatin e-
kinasecatalyzedreaction,duringtherestofmuscleworkmostATPisproducedbyOXPHOS,withav erysmallcontributionofanaerobicglycolysis(Fig4C).Duringmusclerecovery,ATPforPCrre- synthesisissuppliedexclusivelybyOXPHOS.
AthighrelativeATPusageactivityAUTandinthepresenceofthe‘additional’ATPusage,changesintim einV_O2andmetabolitelevelsduringrest-to-
worktransitionaremuchgreaterthanatmoderateAUTandtheycontinuetoproceedduringwork.After6m inutesofmuscleworkV_O2increases41timesinrelationtorest,ADPincreases11.6times,Piincreases6.4tim es,PCrdecreasesto24%oftherestingvalueandpHdropsby0.17pHunits(Fig5Aand5B).Asteady- stateisnotreached,asV_O2increases(theslowcomponentoftheV_O2on-kinet-
icsappears)andmetaboliteconcentrationsandpHchangecontinuouslyduringwork.During recoverythevariablevaluesreturntorestingvalues.ApHon-overshootandoff-
undershootcanbeobservedrelatedtoH+consumption/productionbycreatinekinase.ThetotalATP usageactivity(normal+‘additional’ATPusageactivity)increasesgraduallyduringmusclework(
duetoanincreaseinthe‘additional’ATPusageactivity).CreatinekinaseisthemainATPproduce rattheonsetofmusclework,butATPsupplyisquicklytakenoverbyOXPHOSand,toamuchsmall erextent,byanaerobicglycolysis(Fig5C).ATPsynthesisbyOXPHOSduringexercise(and,conse quently,V_O2)increasescontinuously(stimulatedbytheincreaseinADPandPi)inordertomatchth eelevatedtotalATPusage(the‘additional’ATPusage
Fig6.Simulated(lines)andexperimental(points)dependenceofsystemvariablesonrelativeATPusageactivityAUTforthesaturating-typeAOX(ESA,each- stepactivationintensity)-
AUTdependenceinthepresenceofthe‘additional’ATPusageabovethecriticalATPusageactivity.A,dependenceofV_O2,ADPandpH;B,dependenceofPCr,Piand ATP.Re-scaled(seesub-section2.5)experimentaldataformedialgastrocnemiusfrom[14]arepresented.Thesaturating-typeAOX-
AUTdependencewithadditionalATPusageispostulatedtobepresentinvoluntaryexerciseabovecriticalATPusageactivity(criticalpower).
https:/ / doi.org/10.137 1 /journal.pone . 0195620.g006
th
increasingintime).Duringmusclerecovery,ATPforPCrre- synthesisissuppliedexclusivelybyOXPHOS.
Thepresenceofthe‘additional’ATPusageaffectssignificantlythedependenceofsystem variablesontherelativeATPusageactivityAUTforthesaturating-typeAOX(ESA,each-
stepactivationintensity)-AUT(relativeATPusageactivity)dependence.Thisisdemonstratedin Fig6.Firstofall,therelationshipbetweenV_O2(determinedinthe6 minofexercise)and AUTbecomesnon-linear.TheincreaseofV_O2withAUTacceleratesabovethe‘critical’ATP
usageactivity–theV_O2-AUTrelationshipbecomessteeperandacharacteristic‘changepoint’
[20,25]appears.ThisisrelatedtothepresenceoftheslowcomponentoftheV_O2on-
kineticsresultingfromtheappearanceofthe‘additional’ATPusage(thecausalrelationbetweenthe slowcomponentandtheV_O2-poweroutputnonlinearityinstep-
incrementalexercisewasfirstpostulatedexplicitlybyZoladzandco-
workers[20]).PCrandPiconcentrationschangemoreinrelationtorestathighATPusageactivities,whenco mparedwiththesimulationsforthesaturating-typeAOX(ESA,each-stepactivationintensity)-
AUT(relativeATPusageactivity)dependencewithoutthe‘additional’ATPusage(Fig3).Thisresultsineve nmorelinearPCr-AUTandPi-
AUTdependencies.Ontheotherhand,ADPincreasesverysignificantlyathighAUTvaluesandtheADP- AUTrelationshipbecomesstronglynon-
linear.The‘additional’ATPusagealsoacceleratesthedecreaseinpHwithAUTabovethe‘critical’ATPusa geactivity–thepH-AUTrelationshipbecomesprogressivelysteeperathighAUTvalues.
ThesimulatedrelationshipbetweensystemvariablesandtherelativeATPusageactivity AUTforthepower-typeAOX(ESAintensity)-AUTdependenceinthepresenceofthe‘addi-
tional’ATPusagewasofcourseidenticalasthatintheabsenceofthe‘additional’ATPusageforAUT (relativeATPusageactivity)<AUTcrit(criticalATPusageactivity)(notshown)(com-
pareFig2).ForAUT>AUTcritagreaterdecreaseinPCrandincreaseinPiandADPinthefor- merthaninthelattercasewaspredicted.Thenon-linearityintheV_O2-
AUTrelationshipappeared.Generally,thePCr-andPi-AUTdependencesremainedstronglynon- linear,theADP-
AUTrelationshipbecomemoderately‘bentupward’,whilepHdecreaseslightlyacceler- atedathigherAUTvalues(notshown).
Thesimulateddependenceofthecharacteristictransitiontimeoftheprincipalphaseofthemus cleV_O2on-kineticsτpontherelativeATPusageactivityAUTforthepower-typeandsatu-rating- typeAOX(ESAintensity)-
AUTdependenceisdemonstratedinFig7.OnecanseethatinthefirstcaseτpdecreaseswithAUT,whileinthe secondcaseitremainsessentiallyconstant,apartfromthelowestAUTvalues,whereitmoderatelyincr easeswithAUT.Generally,thesimu-
latedτpvaluesareratherlow(butstillwellwithinthevaluesreportedforhumansubjects),becausearel ativelyhighESAintensitywasusedinthesesimulationsandτpdependssignifi-
cantlyonESAintensity[26].WhenalowerESAintensitywasusedincomputersimulations(e.g.,AO Xmax=3–4.5),longerτpswereobtained(28–
40s).Inextremecases,thesimulatedτpcanbelowerthan10s(forAOXmax>~12)orhigherthan50s(for AOXmax=2)(seealso[7,26,27]).Therefore,theESA-
dependentrangeofτpcoverstheentirerangeofτpencounteredinhumans,fromverywell- trainedathletestoelderlypeopleandpatientswithnumerousdiseases(seee.g.,
[28]).However,τpdependsalsoontheresting(withoutESA)OXPHOSactivity/mitochondriacontent[
26].
Discussion
Thepresenttheoreticalstudydemonstratesthatthepower-typeAOX(ESA,each-stepactiva- tionintensity)-
AUT(relativeATPusageactivity)intheabsenceofthe‘additional’ATPusagepredictssignificantlydifferen
tkineticbehaviorofthebioenergeticsysteminskeletalmusclethanthesaturating-typeAOX- AUTdependenceinthepresenceofthe‘additional’ATPusage.
Fig7.SimulatedrelationshipofthecharacteristictransitiontimeτpoftheprincipalphaseofthemuscleV_O2on- kineticsonrelativeATPusageactivity(AUT)forthepower-typeandsaturating-typeAOX(ESA,each- stepactivationintensity)-AUTdependencies.TherelativeactivationofOXPHOSduringrest-to-
worktransitionAOXwasincreasedasafunctionofAUTaccordingtoEq1forpower-typedependenceandtoEq2forsaturating- typedependence.Thepower-typeAOX-AUTdependencewithout‘additional’ATPusageispostulatedtobepresentinelectrically- stimulatedmuscle,whilethesaturating-typeAOX-
AUTdependencewith‘additional’ATPusageispostulatedtobepresentinvoluntaryexercise(cortically-stimulatedmuscle).
https:// d oi.org/10.1371/ j ournal.po n e.0195620.g 0 07
Intheformercase,V_O2increaseslinearlywithAUT,thedependenceofPCr,cytosolicPiandpHonAUTis stronglynon-
linear(largechangesatlowAUTvalues,smallerchangesathigherAUTvalues),whileADPincreasesnea r-linearlywithAUT.Ontheotherhand,inthelattercase,theV_O2-AUTdependsissignificantlynon- linear(itbendsupwardabovethecriticalATPusageactivity),PCrdecreasesandPiincreasesnear- linearlywithAUT,theADP-AUTand
pH-AUTdependenceisstronglynon-
linear(theincreaseinADPanddecreaseinpHwithAUTacceleratesathigherAUTvalues).Asitisdiscussedbelo w,computersimulationsusingthepower-typeAOX-
AUTdependencereproducewellexperimentaldataforelectrically-
stimulatedskeletalmuscle,whilesimulationsusingthesaturating-typeAOX-AUTdependenceinthepres- enceoftheadditionalATPusage(underlyingtheslowcomponentoftheV_O2on-
kinetics)areabletoaccountsatisfactorilyforthekineticbehaviorofthebioenergeticsystemincortically- stimulatedskeletalmuscle(voluntaryexerciseinhumans).Itisarguedthatthedifferencebetweentheel ectrically-andcorticallystimulatedmuscleresultsfromdifferentpatternsofvar-
iousmusclefibersrecruitment.Generally,itisconcludedthattheregulationofOXPHOSisdifferentinel ectrically-andcortically-stimulatedskeletalmuscle.
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RegulationofOXPHOSinelectrically-andcortically-stimulatedmuscle
Fig8.Experimentaldependenceofskeletalmusclebioenergeticsystemvariablesonparameters/variablesrelatedtoA TPusageactivity.A.Original(notre-scaled)dependenceofPCr,Pi,ADP,ATP,pHafter8–
12minofstimulationonelectricalstimulationfrequencyinratskeletalmuscle(TableIandIIin[24]).B.Original(notre- scaled)dependenceofPCr,PiandADPafter4minofexerciseonATPturnoverrate(%ofmaximal)inhumancalfmuscleduri ngvoluntaryconstant-powerexercise(pedalpressing)
(extractedfromFig6in[14]).C.DependenceofthedecreaseinPCrandpH(inrelationtorest)after6minofexerciseonworkin tensityinhumanquadricepsmusclesduringvoluntaryconstant-powerexercise(bilateralkneeextension)
(closedsymbols,[2];opensymbols,[35]).
https:// d oi.org/10.1371/ j ournal.po n e.0195620.g 0 08
Power-typevs.saturating-typeA
OX-A
UTdependence
Ithasbeenshownpreviously[10,29]thatintheabsenceofESAhugechangesinmetabolite(ADP,PCr, Pi,ATP)levelsalreadyatlowandmoderateworkintensitiestakeplace.WhentherelativeATPusageact ivityAUTreachesthevalueofabout30,OXPHOScapacitybecomessat-
urated,asanincreaseinADPandPicannotfurtheractivateit,muscleV_O2reachesitsmaxi- mumatlessthan4mMmin-1andthesystemcollapses(PCrandATPfalltozero).
ComputersimulationscarriedoutinthepresentstudyshowthatinthepresenceofESA(each- stepactivationofOXPHOScomplexesandNADHsupply),butintheabsenceofthe‘additional’ATPusa ge,theV_O2-
AUTrelationshipislinearevenathighAUT(relativeATPusageactivity)values,asitcanbeseeninFigs2and3.Th epower-typeAOX(ESAintensity)-AUTdependencegeneratesPCr-AUT,Pi-AUTandpH-
AUTrelationshipsthatarestronglynon-
linear:PCr,PiandpHchangequicklywiththeAUTincreaseatlowAUTvalues,butthesechangesslowdownsigni ficantlyathigherAUTvalues.Ontheotherhand,theADP-AUTrela-tionshipisnear-
linear.ThisisdemonstratedinFig2.ThesesimulatedsystempropertiesresultfromrelativelylowOXPH OSstimulationbyESAatlowAUTvalues,butrelativelystrongOXPHOSstimulationbyESAathighAUTvalues inthecaseofthepower-typeAOX-AUTdependence(compareFig1).
Thekineticbehaviorofthesystemissignificantlydifferentforthesaturating-typeAOX(ESA,each- stepactivationintensity)-
AUT(relativeATPusageactivity)dependenceintheabsenceofthe‘additional’ATPsupply(Fig3).Namely ,relativelylittlechangesinPCr,Pi,pHandADPwiththeAUTincreaseatlowAUTvaluescanbeobserved.Chan gesinPCrandPionlyslightlyslowdownathighAUTvaluesandthePCr-AUTandPi-
AUTrelationshipsbecomemuchmorelinearthanforthepower-typeAOX-
AUTdependence.ThisiscausedbyrelativelyhighOXPHOSstimulationbyESAalreadyatlowAUTvaluesandb ythefactthatthisstimula-tiondoesnotincreasefurtherathigherAUTvaluesinthecaseofthesaturating- typeAOX-
AUTdependence(compareFig1).Ontheotherhand,thedecreaseinpHwithAUTisslightlyfasterathigherAU Tvalues(Fig3),unlikeforthepower-typeAOX-AUTdependence.Thisisdemon-stratedinFig3.
Impactof‘additional’ATPusage
Theinclusionofthe‘additional’ATPusage[1]abovethecriticalATPusageactivity(AUTcrit)intheca seofthesaturating-typeAOX-AUTdependencecausesthatthesystemcannotreachasteady-
stateforAUT(relativeATPusageactivity)>AUTcrit(criticalATPusageactivity).Thiscanbeseenwhenon ecomparessimulationsofrest-to-work-to-recoverytransitionformoder-
atework(AUT=35<AUTcrit=50)(Fig4)andheavy/severework(AUT=80>AUTcrit=50)(Fig5).
ThecriticalrelativeATPusageactivityAUTcritisstrictlyrelatedtocriticalpower,thatisthepowerout putabovewhichitisnotpossibletoreachasteady-
state[30,31].Asaresult,abovecriticalpowerexercisecannotbecontinuedforalong(potentiallyunli mited)time[30,31].
Inheavy/severeexercisesystemvariables(muscleV_O2,PCr,Pi,ADP,pH)changesignifi- cantlyimmediatelyaftertheonsetofexerciseandthen,unlikeinmoderateexercise,continuetochang econtinuouslywithslowerpace,neverreachingasteadystate.ThisisdemonstratedinFig5vs.Fig4.T hetotalATPusageactivityincreasesgraduallyduringexercise,reflecting
theincreaseinthe‘additional’ATPusageactivity.Thisleads,throughanincreaseinADPandPi,to aslowcontinuousincreaseinATPsupplybyOXPHOSinordertomatchtheelevatedATPconsum ption,andconsequentlyacontinuousincreaseinmuscleV_O2.Thelastphenom-
enonhasbeennamedthe‘slowcomponent’oftheV_O2on-kinetics[32].ThepulmonaryV_O2 slowcomponentisgeneratedprincipallywithintheexercisingskeletalmuscles[32,33].
Thepresenceofthe‘additional’ATPusageinthesystemwiththesaturating-typeAOX(ESA,each- stepactivationintensity)-AUT(relativeATPusageactivity)dependenceaffectssig-
nificantlythesystemvariables-AUTrelationships.PCr-AUTandPi-AUTrelationshipsbecomenear- linear,whiletheADP-AUTrelationshipbecomesstronglynon-
linear.ThedecreaseofpHwithAUTacceleratessignificantlyabovethecriticalATPusageactivity(relatedto criticalpower).ThisisdemonstratedinFig6.Finally,theV_O2-AUTrelationshipbecomesessentiallynon- linear:abovethecriticalATPusageactivitytheincreaseofV_O2withAUTacceleratesandtheV_O2-
AUTrelationshiphasanincreasinglysteeperslope.Acharacteristic‘changepoint’[20,25]appears.Thissys tempropertyisrelatedtothepresenceoftheslowcomponentofthe
V_O2on-kineticsresultingfromtheappearanceofthe‘additional’ATPusage.Thecausalrela-
tionbetweentheslowcomponentandtheV_O2-POnonlinearitywasfirstpostulatedexplicitlyforstep- incrementalexercise(increaseby30Waftereach3min)byZoladzandco-workers
[20].
Comparisonofcomputersimulationswithexperimentaldata
Selectedexperimentaldataconcerningthedependenceofsystemvariables(PCr,Pi,ATP,ADP,pH)o nsomeparameter/variablerelatedtotheATPusageactivityindifferentexperi-
mentalsystemsarepresentedinFig8.Someofthesedata,afterre-
scaling,arealsoshowninFig2andFig6inordertomakedirectcomparisonofthesedata(especiall yofrelativechangesinmetabolitesandpH)withcomputersimulations.Preferencewasgiventom easurementsofmetaboliteconcentrations/pHusing31PMRSoverchemicaldeterminationinmu sclebiop-
siesandtosufficientlywiderangeofelectricalstimulationfrequencyorworkintensityvalues(assu medtobeproportionalinagiventypeofexercisetotheATPusageactivity).
Inratskeletalmusclestimulatedelectrically[24]thefallinPCrandriseinPiwiththestim- ulationfrequency(after8–
12minofexercise)isrelativelyquickatlowstimulationfrequencies,butslowsdownathigherstimul ationfrequencies.ThisisdemonstratedinFig 8A .Suchakineticbehaviorisdecidedlysimilartothe pronouncednon-linearityofthePCr-AUTandPi-AUTrelationshipsimulatedforthepower-
typeAOX(ESA,each-stepactivationintensity)-
AUT(relativeATPusageactivity)dependenceintheabsenceofthe‘additional’ATPusage.Thisisdire ctlydemonstratedinFig2,wherecomputersimulationsarecomparedwithre-
scaledexperimentaldata(seesub-
section2.5)presentedinFig 8A .TheexperimentalandtheoreticalPCr-AUTandPi- AUTdependenciesaredecidedlysimilar.Alsotheexperimentalandtheoreti-calATP-
AUTdependenciesaresimilar,althoughexperimentalATPsomewhatdecreasesathigheststimulationfre quencies,mostprobablyduetoAMPdeamination.Thisprocesswasnotinvolvedinthepresentst udy,butitsimpactonthesystemwasanalyzedpreviously[34]
(seebelowfordiscussion).ThesimulatedpH-
AUTdependenceagreeswellwiththemeasuredpHdecreasewithstimulationfrequency,apartfromon
eexperimentalpointforthehigheststimulationfrequency,inwhichthemeasuredpHfallsinrelatio ntorestsignificantlymore