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Journal of Pharmaceutical and Biomedical Analysis
jou rn al h om e p a g e :w w w . e l s e v i e r . c o m / l o c a t e / j p b a
Method development for the separation of monoclonal antibody charge variants in cation exchange chromatography, Part I: Salt gradient approach
Szabolcs Fekete
a,∗, Alain Beck
b, Jen ˝o Fekete
c, Davy Guillarme
aaSchoolofPharmaceuticalSciences,UniversityofGeneva,UniversityofLausanne,Boulevardd’Yvoy20,1211Geneva4,Switzerland
bCenterofImmunologyPierreFabre,5AvenueNapoléonIII,BP60497,74160Saint-Julien-en-Genevois,France1
cBudapestUniversityofTechnologyandEconomics,DepartmentofInorganicandAnalyticalChemistry,Szt.Gellérttér4.,1111Budapest,Hungary
a r t i c l e i n f o
Articlehistory:
Received2July2014
Receivedinrevisedform27August2014 Accepted27August2014
Availableonline8September2014
Keywords:
Ionexchange Saltgradient Monoclonalantibody Methoddevelopment Cetuximab
a b s t r a c t
Ionexchangechromatography(IEX)isahistoricaltechniquewidelyusedforthedetailedcharacterization oftherapeuticproteinsandcanbeconsideredasareferenceandpowerfultechniqueforthequalitative andquantitativeevaluationofchargevariants.WhenapplyingsaltgradientIEXapproachformono- clonalantibodies(mAbs)characterization,thisapproachisdescribedastime-consumingtodevelopand product-specific.Thegoalofthisstudywastotacklethesetwobottle-necks.
BymodelingtheretentionofseveralcommercialmAbsandtheirvariantsinIEX,weprovedthatthe mobilephasetemperaturewasnotrelevantfortuningselectivity,whileoptimalsaltgradientprogramcan beeasilyfoundbasedononlytwoinitialgradientsofdifferentslopes.Lastbutnotleast,thedependence ofretentionvs.pHbeingpolynomial,threeinitialrunsatdifferentpHwererequiredtooptimizemobile phasepH.Finally,only9hofinitialexperimentswerenecessarytosimultaneouslyoptimizesaltgradient profileandpHinIEX.Thedatacanthenbetreatedwithcommercialmodelingsoftwaretofindoutthe optimalconditionstobeused,andaccuracyofretentiontimespredictionwasexcellent(lessthan1%
variationbetweenpredictedandexperimentalvalues).
Second,wealsoprovedthatgenericIEXconditionscanbeappliedforthecharacterizationofmAbs possessingawiderangeofpI,from6.7to9.1.Forthispurpose,astrongcationexchangecolumnhasto beemployedatapHbelow6andusingaproportionofNaClupto0.2M.Undertheseconditions,allthe mAbswereproperlyelutedfromthecolumn.Therefore,saltgradientCEXcanbeconsideredasageneric multi-productapproach.
©2014ElsevierB.V.Allrightsreserved.
1. Introduction
Duetotheincreasingnumberofapprovedmonoclonalantibod- ies(mAb)inthepharmaceuticalareaandthenumberofbiosimilars potentiallyenteringthemarket,theneedforanalyticaltechniques adaptedfortheirdetailedcharacterizationhasincreased[1].The intrinsicmicro-heterogeneityisofmajorconcernwithmAbsand shouldbe criticallyevaluated becausedifferences in impurities and/ordegradationproductscouldleadtoserioushealthimplica- tions[2].
∗Correspondingauthor.Tel.:+41223796334;fax:+41223796808.
E-mailaddresses:szabolcs.fekete@unige.ch,szfekete@mail.bme.hu(S.Fekete).
1 http://www.cipf.com.
In the production of mAbs, the final product often exhibits a number of variations from theexpected or desired structure [3]. These alterations may result from either known or novel types of posttranslational modifications or from spontaneous, non-enzymaticproteindegradationleadingtochargeand/orsize heterogeneity. Common modifications of theprimary sequence includeN-glycosylation[4],methionineoxidation[5],proteolytic fragmentation, and deamidation [6,7]. It has been shown that charge variants of therapeutic proteinscan have very different bioactivity[8].The complete characterizationof an intactmAb isdifficulttoachieve;therefore,variousenzymes,suchaspepsin andpapain,areoftenusedtoobtainmAbfragmentsandfacilitate theinvestigationofitsmicro-heterogeneity[9].Papainisprimar- ilyusedtocleavemAbsintothreefragmentsattheheavychain (HC)hingeregion,onecrystallizablefraction(Fc)andtwoidentical antigen-bindingfraction(Fab)fragmentsof∼50kDaeach,while http://dx.doi.org/10.1016/j.jpba.2014.08.035
0731-7085/©2014ElsevierB.V.Allrightsreserved.
pepsingeneratesF(ab)2fragments of∼100kDa.These typesof digestionareoftencalledlimitedproteolysis(LP).Thereduction ofdisulfidebondsisalsocommonlyusedtoproducetwoLCsand twoHCs.
Ingeneral,theidentity,heterogeneity,impuritycontent,and activityofeachnewbatchofmAbsshouldbethoroughlyinves- tigated before release. This examination is achieved using a widerangeofanalytical methods,includingionexchangechro- matography(IEX),reversed-phaseliquidchromatography(RPLC), hydrophobic interaction chromatography (HIC), size exclusion chromatography(SEC),sodiumdodecylsulfatepolyacrylamidegel electrophoresis(SDS-PAGE), capillary isoelectric focusing (cIEF), capillary zone electrophoresis (CZE), circular dichroism (CD), Fouriertransforminfraredspectroscopy(FT-IR),fluorescencespec- trophotometry(FL),andmassspectrometry(MS).Thegoalofthis multi-methodstrategyistodemonstratethesimilaritybetween productionbatchesofmAbbypreciselycharacterizingtheprimary, secondary,andtertiarystructureofthemAbs[10,11].
Consideringthelargesizeofantibodiesandtheminorstruc- turaldiversitybetweenthevariants,theexistenceofthesevariants imposesa great challengefortheirchromatographicseparation [3]. IEX chromatography is a non-denaturing technique widely used for the separation and isolation of protein charge vari- ants for subsequent characterization. Among the different IEX modes,cation-exchangechromatography(CEX)isoneofthebest approachesformAbpurificationandcharacterization[12].Cation exchangechromatographyisconsideredasthegoldstandardfor chargesensitiveantibodyanalysis,howevermethodparameters, suchascolumntype,mobilephasepH,andsaltconcentrationgra- dient,oftenneedtobeoptimizedforeachindividualantibody[13].
Inthe90s,Moorhouseetal.wereamongthefirsttodemonstrate thepotentialofCEXformAbcharacterization[14].FabandFcfrag- mentswereseparatedwithsufficientresolutionandidentifiedwith MS.TheC-terminallysinevariabilityoftheFcandtheN-terminal glutamine-pyroglutamate variability of the Fab were observed.
AmorerecentstudyshowedthesuitabilityofCEXforstudying complexdegradationprocessesinvolvingvariousIgG1molecules [15].Thismethodwasparticularlyusefulforcharacterizingpro- tein variantsformedin thepresence of saltsunder accelerated storageconditions.Theimportanceofthisassaywasfurtherillus- tratedbycharacterizationoflight-induced degradationsofmAb formulations.AnotherstudypresentedthesignificanceofIEXin theanalysisofoxidizedmAbsamples[16].Inadditiontocation- exchange,anion-exchangechromatography(AEX)wasalsoapplied andfoundsuitablefortheseparationofthemorebasicoxidized variantsofintactmAbs[16].
Inthelate1970s,chromatofocusing(with internalpHgradi- ent)wasrecognizedasthechromatographicanalogytoIEF[17–19].
Chromatofocusinghasbeendemonstratedtobeusefulforseparat- ingproteinisoformsduetoitshighresolvingpowerandabilityto retaintheproteinnativestate[20,21].Therearehoweversomelim- itationstothistechniquesuchasthecostofpolyampholytebuffers, columnregenerationtimeandtheinflexibilityincontrollingthe slopeofpHgradient[20,22,23].Alternatively,pHgradientcanbe conductedexternallybypre-columnmixingoftwoelutingbuffers atdifferentpHvaluesconsistingofcommonbufferspecies[3].The externallyinducedpHgradienthasrecentlybeenappliedforsepa- rationofdeamidatedvariantsofamAb,resolvingC-terminallysine isoformsofamAbaftertreatingwithcarboxypeptidaseBandalso fortheanalysisofchargevariantsofintactmAbs[6,20,24].Accord- ingtotheliterature,ionicstrengthbasedIEXseparations(classical saltgradientmode)haveexcellentresolvingpowerandrobustness, butareproductspecificandtime-consumingtodevelop[24].On theotherhand,pHgradientbasedseparationusingaCEXcolumn isdescribedasamultiproductchargesensitiveseparationmethod formonoclonalantibodies[3,24,25].
ThehighcomplexityoftheanalyticalworksrelatedtomAbs requiresnew,moresimpleandgenericwaysofjudgingthequality andthevariabilityofthequalityofmAbproducts.Thisisoneof themajorrequirementsforHPLCmethodsaccordingtoQualityby Design(QbD)principles.Wecanexpectagreatstepforwardthe simplificationofHPLCmethodstoahigherdegreeofflexibilityin lifescience,especiallyinpharmaceuticaldevelopmentwork.For thispurpose,computerbasedchromatographicmodelscanexplain complexdetailsmuchfasterandhelpsinjudgingthequalityofmAb products.
In this contribution, the possibilities and limitations of the classicalsaltgradientapproachisstudiedanddiscussed.Theappli- cability of salt gradientsas a generic multi-product method is presentedfor 10therapeutic mAbs,approved bothbytheFood andDrugAdministration(FDA)andtheEuropeanMedicineAgency (EMA) and possessing a wide range of isoelectric points (pI) between6.7 and9.1.Uptonow,themethoddevelopmentpro- cedureinionexchangechromatographywasempiricalandtime consuming.Inourwork,theimpactofmobilephasepH,gradient steepnessandtemperatureonretention,peakcapacityandselec- tivitywasstudiedindetailsusingsixselectedmodelmAbsandtheir variants(i.e.trastuzumab,panitumumab,natalizumab,rituximab, adalimumabandcetuximab).Basedontheobservedeffectsonres- olution,asixrunsbasedinitialexperimentalsetupwassuggested forsuccessfulmethodoptimizationinthesaltgradientmode.Per- forminggradientrunswithtwogradienttimesandthreemobile phasepHona100×4.6mmcolumnallowedafastandreliable optimizationoftheseparation.Thisoptimizationwasperformed bycomputersimulation usingDryLabmodeling softwareand a custommademodel.
2. Experimental
2.1. Chemicalsandcolumns
WaterwasobtainedwithaMilli-QPurification Systemfrom Millipore(Bedford,MA,USA).1M2-(N-morpholino)ethanesulfonic acid(MES)solution(BioReagent),1Msodiumhydroxide(NaOH) solutionandsodiumchloride(NaCl)(BioChemika)werepurchased fromSigma–Aldrich(Buchs,Switzerland).FDAandEMAapproved therapeuticIgG monoclonalantibodiesincludingpanitumumab, natalizumab, cetuximab, bevacizumab, trastuzumab, rituximab, palivizumab, adalimumab, denosumab and ofatumumab were kindlyprovidedbytheCenterofImmunologyPierreFabre(Saint- JulienenGenevois,France).Papain(fromCaricapapaya),usedfor fragmentationofmAbswasobtainedfromSigma–Aldrich(Buchs, Switzerland).
YMC BioPro SP-F 100×4.6mm, 5m non-porous strong cationexchangecolumnwaspurchasedfromStagroma(Reinach, Switzerland).
2.2. Equipmentandsoftware
Alltheexperimentswereperformedusinga WatersAcquity UPLCTMsystemequippedwithabinarysolventdeliverypump,an autosamplerandfluorescencedetector(FL).TheWatersAcquity systemincludeda5lsampleloopanda2lFLflow-cell.Theloop isdirectlyconnectedtotheinjectionswitchingvalve(noneedle seatcapillary).Theconnectiontubebetweentheinjectorandcol- umninletwas0.13mmI.D.and250mmlong(passivepreheating included),andthecapillarylocatedbetweenthecolumnanddetec- torwas0.10mmI.D.and150mmlong.Theoverallextra-column volume(Vext)isabout14lasmeasuredfromtheinjectionseat oftheauto-samplertothedetectorcell.Themeasureddwellvol- umeisaround100l.Dataacquisitionandinstrumentcontrolwas
performedbyEmpowerPro2Software(Waters).Calculationand datatransferringwasachievedbyusingExceltemplates.
ThemobilephasepHwasadjustedusingaSevenMultiS40pH meter(MettlerToledo,Greifensee,Switzerland).
Method optimization was performed using DryLab® 2000 Pluschromatographicmodelingsoftware(Molnar-Institute,Berlin, Germany).
2.3. Apparatusandmethodology
2.3.1. Mobilephasecompositionandsamplepreparation
ForthegradientseparationofmAbsandtheirfragments,the mobilephase “A”consisted of 10mM MES in water, whilethe mobilephase“B”was10mMMESinwatercontaining1MNaCl.
ThepHofbothmobilephaseswasadjustedbyadding0.1MNaOH solutiontoreachtherequiredpH(pH=5.6,5.7,6.0,6.3,6.4and6.6).
Thedigestionofcetuximabwasinitiatedbyadditionofpapain (dilutedto100g/mlwithwater)toreachafinalprotein:enzyme ratioof100:1(m/m%).Thedigestionwascarriedoutat37◦Cfor3h.
Thefinaldigestionvolumewas200landdirectlyinjectedusing lowvolumeinsertvials.
2.3.2. Investigationofretentionpropertiesofantibodies
Intactantibodieswereelutedinsaltgradientmode.Forstudying theretentionpropertiesofintactmAbs,6ofthe10availableanti- bodieswereselectedbasedontheirtype(IgGclassandisotype) andcalculatedpI,namelypanitumumab(huIgG2,pI=6.7),natal- izumab(hzIgG4,pI=8.6),cetuximab(chIgG1,pI=8.7),adalimumab (huIgG1, pI=8.8), trastuzumab (hzIgG1, pI=8.8) and rituximab (chIgG1,pI=9.1).OurpurposewastocoverthewholepIrangeand toincludechimeric(ch),humanized(hz)andhuman(hu)reference IgG1,IgG2andIgG4isotypesaswellinordertodrawoveralland reliableconclusions.
First,theeffectofsaltgradientsteepnessontheretentionwas evaluated.Differentgradienttimesweretestedatagivenmobile phasetemperatureandpH.Agenericlineargradient,startingfrom 0%to20%B(equivalentwith0–0.2MNaClgradient)wasapplied ataflowrateof0.6ml/minforallsamples.Thegradienttime(tg) wasvariedas10,15,20,30and40min(atT=30◦CandatpH6.3).
Theobservedapparentretentionfactors(kapp)andpeakcapacity (Pc)valueswereplottedagainstthegradienttime(steepness).
Fortheinvestigationofmobilephasetemperature,15mingra- dientrunswerecarriedoutatpH6.3usingvarioustemperatures between30◦C and the upper temperaturelimit of the column (60◦C).TheretentionpropertiesofintactmAbsandtheircharge variantswereevaluatedbyplottingthelogarithmkappagainst1/T (Van’tHofftyperepresentation).Peakcapacityandresolutionwere alsostudiedasafunctionofmobilephasetemperature.
TheimpactofmobilephasepHinsaltgradientmodewasfinally evaluated byperforming 15min long gradientsat T=30◦C and varyingthemobilephasepHbetween5.7and6.6.Thecommonly appliedmobilephasepHinsaltgradientCEXseparationofmAbs isbetween6and6.5,thereforeourselectedrangerepresentswell theconditionsofreal-lifeseparations[14,26,27].Again,thekapp,Pc
andresolutionwerestudiedasafunctionofmobilephasepH.
2.3.3. Systematicmethodoptimization
Initialbasicrunsformultifactorialexperimentaldesignswere alreadysuggestedinthe90sforreversedphaseliquidchromato- graphicmethodoptimization[28].Ageneralapproachconsistsin modelingsimultaneouslytheeffectofthemostimportantfactors e.g.gradientsteepnessandtemperatureonselectivitywithapre- viouslyselectedcolumn[29,30].Then,withthehelpofresolution mapsgeneratedbymodelingsoftware–whichshowthecritical resolutionofthepeakstobeseparated[31]–theselectedvari- ablescanberapidlyandefficientlyoptimized.Thisapproachwas
currentlyappliedforthereversed phase separationof antibody variants[32].Inthisstudy,thisprocedurewasimplementedfor IEXsaltgradientbasedseparations.
Basedontheobservedeffectsofthefactorsonretentionandres- olutionofmAbspeaks,asixrunsbasedinitialexperimentalsetup wassuggestedformethodoptimizationinthesaltgradientmode.It wasindeedfoundthattheimpactoftemperatureonselectivityand resolutionwasnotsignificant.Performinggradientrunswithtwo gradienttimes(astg1=10min,tg2=30min)andthreepH(aspH1 5.6,pH26.0,pH36.4)ona100×4.6mmcolumnallowedareliable optimizationoftheseparation.Theoptimizationwasperformed bycomputersimulationusingDryLabandacustommademodel.
Cetuximabpapaindigestedsampleswereinjectedtobuildupthe DryLabmodelandstudythepredictionaccuracyerror.Cetuximab isa heterogeneousmAbpossessingtwoN-glycosylationsitesin theheavychainandseveralchargevariantsincludingC-terminal lysinesand sialicacids[33].It isthereforeaparticularcomplex exampleformethoddevelopment.
2.3.4. Genericsaltgradientformultiproductanalysis
Afterstudyingtheretentionbehaviorofantibodies,ageneric saltgradientwasproposedthatallowedtheelutionandseparation ofallthetenmAbswithinreasonableanalysistime(20min).Alin- earNaClgradient,startingfrom0%to20%Bwasappliedataflow rateof0.6ml/minforallsamples.Themobilephasetemperature wassetatT=30◦CandpHwasequalto5.7).Fluorescencedetection wascarriedoutatex=280andem=360nm.
3. Resultsanddiscussion
ToachieveanoptimalseparationofmAbs,theinfluenceofvar- ious parameterson separation, suchas pH,gradient steepness, temperatureorflowratehastobetakenintoaccount.Theclas- sicalIEXmodeemploysalinearsaltgradient.Inpreviousstudies, isocratic experiments wereused todeterminethe salt concen- tration dependenceof theproteinretention. Then,thegradient retentiontimeswerecalculatedfromtheestablishedsaltdepend- encemodelusingmathematicalfunctionsdescribingthegradient profile[34–36].
TheworkofSnyderandco-workersshowedthatIEXsystems follownon-linearsolventstrength(LSS)typemechanism[37,38].
Consequently,solute-specificcorrectionfactorsarerequiredtouse LSSmodelforretentionpredictions,therebylimitingtheapplica- bilityoftheLSSmodel.Thenon-linearityofLSSmodelwasassessed bycomparingtheelutiondatatothestoichiometricdisplacement model(SDM)commonlyusedinIEX[39].Theretentionfactor(k) canbewritteninthefollowingwayaccordingtotheSDMmodel:
logk=logK−zlogC (1)
whereKisthedistributionconstant,zisassociatedwiththeprotein netchargeornumberofbindingsites(effectivecharge)andCisthe saltconcentration(thatdeterminestheionicstrength).Thenon- linearityofEq.(1)ismostpronouncedforsmallvaluesofz[38].
Ifz>6,anLSStypemodelmayprovidereliabledataforretention factor(retentiontime).
BesidetheLSSandSDM,severalothermodelsweredeveloped forIEXsuchastheslab[40–42],mechanistic[39]orstericmass actionmodels(SMA)[43].Recently,Schmidtetal.extendedthe SDMtodescribetheretentionbehaviorofamAbinlinearsaltand pHgradientelutioninCEX[44].ProteinretentioninIEXwasalso predictedbystructurebasedmodels[45,46].
Inadditiontosaltgradientprofile(steepness),themobilephase pHandflowratewerealsofoundtobecriticalparametersforthe IEXseparation(purification)ofmAbs.Toobtainsufficientbinding oftheproteinstothecationexchangeresin,thepHshouldbeset
atleast1pHunitbelowthepIvalue[26].Usually,lowerpHpro- videsmorepositivechargetotheproteinandincreasesretention.
Fromakineticpointofview,lowerflowrateswerefoundtooffer higherefficiencyformonoclonalantibodiesinCEX[47].Therefore, reductionofflowratecouldbeasolutiontoimproveresolutionof chargevariants.
3.1. Theeffectofsaltgradienttime(gradientsteepness)onmAbs retentioninCEX
ForCEXanalysisof mAbs,thegradient elutionmodeis pre- ferredin practice.Thesolutesare elutedin order ofincreasing bindingcharge(correlatesmoreorlesswiththepI)andequilibrium constant.TheretentionofmAbsinsaltgradientmodeisstrongly dependentonthesaltconcentration(gradientsteepness)–dueto therelativelyhighzvalue–andasmallchangecouldleadtosig- nificantshiftintheretention.Forthisreason,isocraticconditions areimpractical,andgradientelutionismandatoryinreal-lifemAb separations.
ForlinearsaltgradientinIEX,thesaltconcentrationvarieswith timeduringthegradient,thereforeEq.(1)canbewrittenas:
logk=logK−zlog
C0+C tg
(2) whereC0isthesaltconcentrationatthebeginningofthegradient andCisthechangeinCduringthegradient.SimilarlytoRPLC, theLSSmodeldescribestheanalyteretentionasafunctionofthe volumefraction(˚)oftheBsolvent.Forgradientelutionmode,the followinggeneralequationcanbewritten:
logk∗=logkw−S∗ (3)
wherek*isthemedianvalueofkduringgradientelutionwhen thebandhasreachedthecolumnmid-point,kwisthevalueofkin purewater,Sisaconstantforagivencompound(slopeofthecurve describedinEq.(3))and˚*isthecorrespondingvalueof˚.Itis practicaltoshowthedependenceofk*onthegradienttime(tg).
Forthispurpose,thefollowingequationcanbederived[43,44,48]:
k∗= tg
1.15t0S (4)
wheret0isthecolumndeadtime.Forpracticalreasons,modeling softwaresuchasDryLabgenerallydealwithtransformedvariables ofkork*tolog(k)orlog(k*)tobuildmathematicalmodels.Onthe basisofEqs.(3)and(4),log(k*)shouldfollowalinearmodelwhen plottedagainstthelogarithmofgradienttime(whichisrelatedto thegradientsteepness)incaseof“regular”samples.Forlinearsalt gradientinIEX,asimilarequationfork*canbederived[30]:
k∗= tg
1.15[t0|z|log(Cf/C0)] (5)
where Cf is theconcentration of thecounter-ionat the end of thegradientprogram.PleasenotethatbothRPLCandIEXsepa- rationsvarywithgradientconditionsinasimilarway.However, becauseofthedifferencesinthedependenceofkonthemobile phase composition C in IEX (log–log relationship)versus RPLC (log–linearrelationship),theLSSmodelistheoreticallynotappli- cableforIEX.Nevertheless,asshowninEqs.(2)and(5),thehigher thez,thelowerthedeviationfromnon-linearityis.Therefore,the LSSapproachmaybeapplicableforlargeproteins(mAbs)possess- inganimportantnumberofcharges.Consequently,thelinearsalt gradientIEXseparationofmoleculeswithz≥3canbedescribed semi-quantitativelybytheLSSmodel[30,37,38].
Theeffectofgradientsteepness(gradienttime)ontheretention ofintactmAbsandtheirvariantswaspracticallyinvestigated.The gradienttime(steepness)wasvariedas10,15,20,30and40min(at T=30◦CandatpH6.3).TheretentionofthesixselectedmAbsand
thevariantsoftrastuzumab,adalimumabandcetuximabshowed thesamebehavior.Fig.1illustratestheeffectofgradienttimeon theapparentretention(kapp)ofintactmAbsandchargevariants, asrepresentativeexamples.Therelationshipbetweenkappandtg
canbeperfectlydescribedbyfittingalinearfunction(R2>0.999 forallsolutes).Thislineartypebehaviorcanbeexpectedforlarge proteinspossessingseveralcharges,butsurprisinglyitseemstobe evenmorelinearinIEXthaninRPLC.Asshownin[32],theretention behaviorofmAbfragmentsshowedaslightdeviationfromlinear relationshipinRPLC.Theexperimentalpointsinlog(kapp)vs.log(tg) representationfollowedaslightlyconcavecurvature,whileitisnot thecaseinIEX.InIEXsaltgradientmode,itcanbeconcludedthata LSStypemodelperfectlydescribestheretentionbehaviorofmAbs.
Thereisnoneedforlogarithmicorpolynomialfitting(asitisoften thecaseinRPLCmode).
Theresultssuggest thatonlytwogradientrunsarerequired (e.g.withtg1=10minandtg2=30min)fortheoptimizationofa saltgradient.Then,theretentiontimescanbepredictedforany gradientprogram,duetothelinearbehavior.
3.2. TheeffectofmobilephasetemperatureonmAbsretentionin CEX
Theeffectoftemperatureonretentionfactor(k)cangenerallybe expressedinliquidchromatographywiththevan’tHoffequation:
logk=−H RT +S
R +logˇ (6)
where H representsthe enthalpychangeassociated withthe transfer of the solute between phases, S the corresponding entropychange,Rthemolargasconstant,Ttheabsolutetempera- tureinKelvinandˇthephaseratioofthecolumn.Whenlog(k)is plottedagainst1/T,theenthalpyisgivenbytheslopeofthecurve.
Withregularcompounds,thesevan’tHoffplotsfollowalinear relationship.However,aquadraticdependenceoflog(k)versus1/T overawiderangeoftemperaturewasnoticedbydifferentauthors usingsilica-basedaswellasnonsilica-basedstationaryphases[49].
Theeffectoftemperatureontheretentionofpartiallyionizedcom- poundswhichexistintwoforms(i.e.molecularandionizedforms) canalsobewelldescribedwithEq.(6).However,bothenthalpy andentropyareexpectedtobedifferentforthetwoformsandas aresult,bothHandScanvarywithtemperaturewhenbothforms arepresenttoasignificantextent[49].Withlargebiomolecules, theeffectoftemperatureonretentionsometimesbecomesmore complex.Dependingonthestabilityofthesecondarystructure,the moleculesunfoldtovariousextentsandhenceinteractwiththe stationaryphasewithvariousstrengths[50].Duetothedifferent conformation-dependentresponsesofproteinsatelevatedtem- peratures,thechangeinretentioncanbedifficulttoassess[51,52].
InRPLCseparationofproteins,temperatureisausefulparameter foradjustingselectivity.However,forIEXseparationsofproteins, theimpactoftemperaturewasnotreportedintheliterature.Data onthedistributioncoefficientsasafunctionofmobilephasetem- peraturewereonlyreportedforaminoacidsinIEXmode[53].
Fig.2illustratestheobtainedvan’tHofftypeplots.Threeconclu- sionscanbedrawn.First,thelog(k)vs.1/Tshowslinearbehaviorin theinvestigatedtemperaturerange.Second,theslopeofthecurves ismuchlowerthaninRPLCmode.Indeed,theslopesinIEXsaltgra- dientmodewerecomprisedbetween−0.13and0.14K×103,while forintactmAbsinRPLCmode,theslopesofvan’tHoffcurvesare typicallyaround0.5–1.0K×103[32].Thissuggeststhattheeffect oftemperatureontheretentionpropertiesofmAbsislessimpor- tantinIEXmodethaninRPLCmode.Finally,theslopeoflog(k) vs. 1/T curves for related mAbs (e.g.charge variantsof a given mAb)ispracticallythesame.Thismeansthatselectivitycannotbe tunedbythetemperature,asillustratedinFig.2Bwiththeplotsof
Fig.1.Effectofgradienttime(steepness)ontheapparentretentionfactorofnativeantibodies(A)andantibodyvariants(B).Column:YMCBioProSP-F(100×4.6mm).Mobile phase:“A”,10mMMESpH6.3;“B”,10mMMESpH6.3+1MNaCl.Flowrate:0.6ml/min;gradient:0–20%Bin10,15,20,30and40min;temperature:30◦C,detection:FL (280–360nm);injectedvolume:2l.
adalimumab,cetuximabandtrastuzumab.However,temperature hasanimpactonthepeakwidth(peakcapacity)–seeinSection 3.4–andthereforecouldmodifythequalityoftheseparation.
3.3. TheeffectofmobilephasepHonmAbsretentioninCEX Oneoftheprimaryvariables forvaryingIEXretentionisthe mobilephasepH[54].Indeed,retentionisstronglyaffectedbythe ionizationstateofacompound.InCEXmode,lowerpHincreases thenumberofpositivechargeonthemAbandincreasesthereten- tion.
Fig.3shows thedependencyofapparentretentionfactor of nativemAbsonmobilephasepH.MAbspossessingpIofatleast 8.6showlinearrelationshipsinthestudiedpHrange(5.7–6.6)and theslopesoftheapparentkvs.pHfunctionswereverysimilar.
However,panitumumabwithpI=6.7behavesinadifferentway.
Atmobilephase pHbeyond∼6.2, a cleardeviationfromlinear relationshipwasobserved.ClosetothepI,theretentiondecreases drastically,butasecondorderpolynomialfunctioncanappropri- atelyfittheobserveddata.Thecurveintersectsthex-axisataround pH∼6.65,thisvalueisveryclosetothecalculatedpIofpanitu- mumab.AtpHequaltopI,noretentionisexpected.Pleasenote,
thatpanitumumabisaspecialcaseasitpossessesanextremely lowpI,comparedtoothermAbs(pIbetween8and9).Therefore, thecommonlyusedpHinsaltgradientmodeisbetween6and6.8 andensuresappropriateretentioninCEXmode.
From theretention modeling of view,all the mAbs have to beconsidered.Chromatographicoptimizationsoftwarecommonly usesecondorderpolynomialmodelstodescribekvs.pHdepend- enceinRPLCmode,basedonthreeinitialruns.Onthebasisofthe resultsobtainedwithintactmAbs,thisapproachisprobablyalso appropriateforthemodelingofmAbsretentioninsaltgradientCEX mode.
3.4. Peakcapacity
Peakcapacityasafunctionofgradienttimeandtemperature wasalsoestimated.Peakcapacityisameasureoftheseparation powerthat includestheentire chromatographicspace together withthevariabilityofthepeakwidthoverthechromatogram.The generalexpressionforpeakcapacity(Pc)inliquidchromatogra- phy,assumesunitresolutionbetweenthesuccessivelyelutedpeaks [55].Inthisstudy,peakcapacitieswereexperimentallydetermined fromthegradienttime(tg)andtheaveragemeasuredpeakwidthat 50%height(w50%).Thefollowingequationwasusedtoestimatethe
Fig.2. Effectoftemperatureontheapparentretentionfactorofnativeantibodies(A)andantibodyvariants(B)(van’tHofftyperepresentation).Column:YMCBioProSP-F (100×4.6mm).Mobilephase:“A”,10mMMESpH6.3;“B”,10mMMESpH6.3+1MNaCl.Flowrate:0.6ml/min;gradient:0–20%Bin15min;temperature:30,40,50and 60◦C;detection:FL(280–360nm);injectedvolume:2l.
peakcapacitybasedonpeakwidthathalfheight,correspondingto aresolutionofRs=1betweenconsecutivepeaks:
Pc=1+ tg
1.7·w50%
(7)
Toavoidtheimprecisionassociatedwiththemeasurementof peakwidthsaroundbaselineformAbswhichoftencontainclosely relatedvariants(i.e.heterogeneoussample),thepeakwidthwas measuredathalfheightinthisstudy.
Fig.3.EffectofmobilephasepHontheapparentretentionfactorofnativeantibodies.Column:YMCBioProSP-F(100×4.6mm).Mobilephase:“A”,10mMMES;“B”,10mM MES+1MNaCl(pHwassetat5.7,6.0,6.3and6.6).Flowrate:0.6ml/min;gradient:0–20%Bin15min;temperature:30◦C;detection:FL(280–360nm);injectedvolume:
2l.
Fig.4.Peakcapacityasafunctionofgradienttime(steepness)(A)andtemperature(B).Column:YMCBioProSP-F(100×4.6mm).Mobilephase:“A”,10mMMESpH6.3;
“B”,10mMMESpH6.3+1MNaCl.Flowrate:0.6ml/min;detection:FL(280–360nm);injectedvolume:2l.
AsshowninFig.4A,peakcapacity(Pc)of∼50–60wasobserved with10minlonggradientwhilethelongest40mingradientpro- videdPc∼110–130.
Fig.4Bshows the change in peak capacity as a function of mobilephasetemperature.Aslightdecreaseinpeakcapacitywas observedformostmAbs(exceptnatalizumab).Thepeakcapacity foradalimumabchangedfrom75downto60whenincreasingthe temperaturefrom30to60◦C.Thisobservationsuggeststhatlower temperatureismore favorablefortheIEXseparations ofmAbs.
Becauseselectivitydoesnotchangesignificantlywithtemperature inIEXandsincepeakcapacityissomewhathigheratlowertem- perature,betterresolutionisexpectedundersuchconditions.This isoppositetowhatiscommonlyobservedinRPLC.Indeed,when analyzingmAbsunderRPLCconditions,atemperatureofatleast 70–80◦Cisrequiredtohavesharpsymmetricalpeaksandappro- priaterecovery[56].TheimprovementofpeakshapeinRPLCis relatedtotheimprovementofthemasstransferprocessthrough theporousparticles.InthecaseofIEXseparation,anon-porous hydrophilic polymer bead is used, therefore there is no trans- particlemasstransferprocess.Onlyeddydispersion,longitudinal diffusionandexternalfilmmasstransfercontributetobandbroad- ening.Thetwolattermaybeaffectedbymobilephasetemperature;
andincreaseinthefilmmasstransferandlongitudinaldiffusionis expected.Inourstudy,theimpactoflongitudinaldiffusionisproba- blynotnegligible,sincewedonothavetrans-particlemasstransfer
resistance.Maybe,thisenhancedlongitudinaldiffusioncanexplain theslightdecreaseinpeakcapacitywhenincreasingmobilephase temperature.OtherpossibleexplanationscouldbethechangeofpI andmobilephasepHwithtemperatureandon-columnaggregation atelevatedtemperature.
3.5. CreatingatwodimensionalDryLabmodelforCEX
Optimizationsoftwarepackagesgenerallyemploylinearmod- elsforthesimultaneousoptimizationoftwoorthreevariables.The polynomialequationfortwovariablescanbewrittenas:
y=b0+b1x1+b2x2 (8) whereyistheresponse(retentiontimeoritstransformation),x1 andx2arethemodelvariablese.g.tgandTwhileb0,b1,b2arethe modelcoefficients.Asalreadydiscusseditisbettertousequadratic modelswithmAbs,tohaveadequatepredictionaccuracyofreten- tiontimesasafunctionofmobilephasepH.Thegeneralquadratic modelfortwovariablescanbewrittenas:
y=b0+b1x1+b2x2+b11x21+b22x22+b12x1x2 (9) Inthis study,DryLabwasusedfor furthermethodoptimiza- tionanddeterminationoftheunknowncoefficientsofthemodel.
The software implements an interpretive approach, where the retention behavior is modeled using experimental information
Fig.5.Cetuximabpapaindigestedsample.Column:YMCBioProSP-F(100×4.6mm).Mobilephase:“A”,10mMMES;“B”,10mMMES+1MNaCl.Flowrate:0.6ml/min;
gradient:0–20%B;temperature:30◦C;detection:FL(280–360nm);injectedvolume:2l.Gradienttimes:tg1=10min,tg2=30min,pH15.6,pH26.0,pH36.4.
frominitialruns,andtheretentiontimesatotherconditionsare predictedinaselectedexperimentaldomain.Thisallowscalculat- ingthecriticalresolution,andaccordingly,theoptimalseparation canbefound[57].
AsshowninSections3.2and3.4,temperatureisnotanimpor- tantvariable.Itdoesnotinfluencesignificantlytheretentionand selectivity.Onthecontrary,thesaltgradientsteepnessandmobile phasepHappearasthemostimportantfactorstoadjustselectiv- ityandresolution.Regardingtemperature,itisbeneficialtowork atlowtemperaturetoguaranteethehighestpeakcapacity.Inour optimization,gradienttimeandpHwereselectedasmodelvari- ables,whiletemperaturewaskeptconstantat30◦C.
A new two dimensional mode was created in DryLab soft- ware.Retentiontimesweretransformedtoretentionfactors,and quadraticandlinearmodelswerechosenforpHandgradienttime (steepness),respectively.Themodelingtakesplaceinarectangular regioninthetg–pHplanedeterminedbythreepHandtwogradient times(steepness)values.Then,themodelrequiresmeasuringthe effectsofthevariablesatthreedifferentpHlevelsandtwogradient
times.Hence,thisapproachnecessitatessixinitialexperimental runsforcreatingthemodel.Gradienttimesweresettotg1=10min andtg2=30minwhilepHwasvariedaspH15.6,pH26.0andpH36.4.
Followingtheexecutionoftheinputexperimentalruns,thefigures ofmerit(i.e.retentiontimes,peakwidthsandpeaktailingvalues) wereimportedintoDryLabandpeaktrackingwasperformed.Peak trackingwasperformedonthebasisofpeak areas.Ithastobe mentionedthatinsomecases,slighttendencieswereobservedin peakareasasthedigestionprocesscannotbestoppedcompletely.
ThereforeinthecaseofdigestedmAbsamplesthepeaktracking processmaybemorecomplexthanforcommonsmallmolecules.
Next,theoptimizationwascarriedoutonthebasisofthecreated resolutionmap.Intheresolutionmap,thesmallestresolution(Rs) valueofanytwocriticalpeaksinthechromatogramwasplottedas afunctionoftwosimultaneouslyvariedexperimentalparameters.
Toestablish theaccuracy of this two dimensional quadratic model,thepredictedandexperimentallyderivedchromatograms (retentiontimesandresolution)undertheoptimalconditionswere compared.
3.6. OptimizationoftheseparationofFabandFcfragmentsof cetuximab
SeparationoftheFcandFabdomainshasfacilitatedinvestiga- tionofthemicro-heterogeneityofhumanmAbs(confirmationof chemicalandpost-translationalmodificationssuchasN-terminal cyclization, oxidation, deamidation, and C-terminal processed lysineresidues[58,59]).Thepresentexampledescribesafastand efficientmethoddevelopment appliedfor thedetermination of chargevariantsofarecombinantmAb(cetuximab),usingsaltgra- dientapproachinCEXmode.ThenativemAbwasdigestedwith papainandtheaimofthemethoddevelopmentwastoseparateas manyvariantsoftheFabandFcfragmentsaspossible,withinthe shortestachievableanalysistime.Thetwoinitialgradientswith differentslopeswerecarriedoutatthreepHvalues.Fig.5shows thechromatogramsofthesixinitialruns.
Thecorresponding resolution map is presentedin Fig. 6.As shown,a17mingradientwasfoundtoprovidethehighestresolu- tionwhenthemobilephasepHis∼5.6.Thepredictedoptimum condition was set and experimental chromatograms recorded.
Fig.7showsthepredictedandexperimentalchromatograms.
Toevaluatetheaccuracyofthisapproach(with10and30min initialgradient runs)appliedfor100×4.6mmcolumn,thepre- dictedand experimentalchromatograms(retentiontimes)were compared(Table1).Thepredictedretentiontimeswereingood agreementwiththeexperimentalones;theaverageretentiontime relativeerrorswas∼1.0%(seeTable1),whichcanbeconsideredas excellent.
Toconclude,thismethodoptimizationapproachcanbecon- sidered as reliable and the suggested initial experiments (10 and 30min gradient on a 100mm long standard bore column at pH 5.6, 6.0 and 6.4) can be applied in daily routine work, resulting in time saving. The time spent for method devel- opment in this example was approximately 9h (2 gradient
Fig.6. Cetuximabpapaindigestionresolutionmap(tg–pHmodel).Column:YMC BioProSP-F(100×4.6mm).Mobilephase:“A”,10mMMES;“B”,10mMMES+1M NaCl.Flowrate:0.6ml/min;gradient:0–20%B;temperature:30◦C;detection:FL (280–360nm);injectedvolume:2l.Gradienttimes:tg1=10min,tg2=30min,pH1
5.6,pH26.0,pH36.4.
times×3pH×3samples+equilibration), and then the predicted methodwasexperimentallyverified.
Howeverpleasenotethatformorecomplexsamples,theopti- mumconditionsforhighresolutionseparationscanbeshiftedto thelowerpHandlongergradienttimeranges.Thereforeforhigh resolutionseparationsanextendedmodelmightbeuseful.
3.7. GenericsaltgradientCEXmethodforvariousmAbs
ThemaincriticismofsaltgradientIEXseparationsisthatitis productspecificandtime-consumingtodevelop[24].Onthecon- trary,pHgradientbasedseparationusingaCEXcolumnisdescribed asa multi-productchargesensitiveseparationmethodformAb samples[3,24,25].Inthisstudy,wewantedtoprovethatsaltgradi- entseparationisalsosuitableformultiproductseparations(mAbs possessingvariouspI),providedthatusingappropriateconditions.
SimilarlytoSection3.6,thegradientsteepnessandmobilephase pHweresystematicallyvariedtoobtainasuitableseparationof 10mAbs and their variants. In addition, the impactof the salt
Fig.7.Comparisonofpredictedandexperimentalchromatograms.Column:YMCBioProSP-F(100×4.6mm).Mobilephase:“A”,10mMMES;“B”,10mMMES+1MNaCl.
Flowrate:0.6ml/min;gradient:0–10%B;temperature:30◦C;detection:FL(280–360nm);injectedvolume:2l.Gradienttimes:tg=17min,pH5.62.
Fig.8.Genericsaltgradient.Column:YMCBioProSP-F(100×4.6mm).Mobilephase:“A”,10mMMESpH5.7;“B”,10mMMESpH5.7+1MNaCl.Flowrate:0.6ml/min;
gradient:0–20%Bin20min;temperature:30◦C;detection:FL(280–360nm);injectedvolume:2l.
fractionwasalsostudiedanditwasfoundthat0.2MNaClwassuf- ficienttoelutemAbspossessingthehighestpI(∼9).Ontheother hand,toensureasufficientretentionofmAbswithlowpI(∼6.5), themobilephasepHwaskeptunder6(e.g.pH5.7).
Fig.8showstheobtainedchromatogramsof10intactmAbs, andsuggeststhatsaltgradientCEXseparationmayalsobeade- quateformulti-productmAbseparations.Theoptimalconditions onastrongcationexchangerresinwerefoundas20minlonggra- dient(0–0.2MNaCl)atpH5.7andatamobilephasetemperature ofT=30◦C.IfmAbswithlowerorhigherpIarealsoincludedinthe productionline,theconditionscanbeadjustedaccordingly.This exampleclearlyshowsthationicstrengthbasedCEXseparationof mAbsisnotproductspecific,andgenericconditionscaneasilybe foundforseveraldifferenttypesofmAbs.
Table1
Predictionaccuracy.ConditionsarethesameasspecifiedinFig.7.
Peak Retentiontime(min)
Experimental Predicted Difference Error(%)
B 2.68 2.67 0.01 0.26
1 5.33 5.26 0.07 1.41
2 5.68 5.60 0.08 1.34
3 6.10 6.03 0.07 1.16
4 6.43 6.38 0.05 0.77
5 6.86 6.85 0.01 0.09
6 7.29 7.27 0.02 0.23
7 7.88 7.90 −0.02 −0.24
8 8.24 8.19 0.04 0.55
9 8.66 8.65 0.01 0.07
10 9.02 9.00 0.02 0.18
11 9.55 9.55 0.00 −0.04
12 11.21 11.22 −0.01 −0.11
13 12.49 12.49 0.00 −0.01
14 14.19 14.16 0.03 0.24
Average 0.02 0.39
4. Conclusion
TherearetwomaincriticismswhenapplyingsaltgradientIEX forthecharacterizationofmAbs.Firstofall,itisgenerallylongand tedioustodevelopaCEXmethodandsecondly,theconditionsare notenoughgeneric(productspecificconditions).Thegoalofthis studywastotacklethesetwolimitations.
Inafirstinstance,theretentionmodelswhenvaryingmobile phasetemperature,pHandgradientsteepnesswereassessedunder CEXconditions,thankstotherapeuticreferencemAbsand their chargevariants.It appearsthattemperaturewasnota relevant parameterfortuningselectivityandshouldbekeptat30◦C,to achievehighresolvingpower.Becausetherelationshipbetween apparentretentionfactorsandgradienttime–inIEXmode–can bedescribedwithalinearfunction,onlytwoinitialgradientruns ofdifferentslopesarerequiredforoptimizingthesaltgradientpro- gram.Finally,secondorderpolynomialmodels(i.e.basedonthree initialruns)arerequiredtodescribekvs.pHdependence,forthe modelingofmAbsretentioninsaltgradientCEXmode.Basedon theseobservations,wedemonstratedthatthedevelopmentofa CEXmethodcanbeperformedrapidly,inanautomatedwaythanks toaHPLCmodelingsoftware,usingtwogradienttimesandthree mobilephasepH(e.g.10and30mingradientona100mmlong standardborecolumnatpH5.6,6.0and6.4).Suchaprocedurecan beappliedroutinelyandthetimespentformethoddevelopment wouldbeonly9h.Attheend,thedifferencesbetweenexperimen- talandpredictedretentiontimeswerelowerthan1%,makingthis approachhighlyaccurate.
Secondly,wehavealsodemonstratedthatgenericsaltgradient CEXconditionscanbeappliedforthecharacterizationof10mAbs possessingpIbetween6.7and9.1.Aproportionof0.2MNaClwas sufficient toelute themostbasic mAbs fromthe strongcation exchangecolumn,whileapHlowerthan6wasappropriatetosuf- ficientlyretainthemAbswithlowestpI.Thisexampleshowsthat saltgradientCEXcanbeconsideredasamulti-productapproach