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Development of a fast LC-MS/MS protocol for combined measurement of six LSDs on dried blood spot in a newborn screening program

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Contents lists available atScienceDirect

Journal

of

Pharmaceutical

and

Biomedical

Analysis

j o u r n a l h o m 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

Development

of

a

fast

LC-MS/MS

protocol

for

combined

measurement

of

six

LSDs

on

dried

blood

spot

in

a

newborn

screening

program

Emanuela

Scolamiero

a,1

,

Bruno

Casetta

a,1

,

Sabrina

Malvagia

a

,

Tetsuo

Tanigawa

b

,

Giulia

Forni

a

,

Silvia

Funghini

a

,

Massimo

Mura

a

,

Francesca

Raspini

a

,

Sara

Poggiali

a

,

Giancarlo

la

Marca

a,c,∗

aNewbornScreening,BiochemistryandPharmacologyLaboratory,PediatricNeurology,UnitandLaboratories,MeyerChildren’sUniversityHospital,

Florence,Italy

bAnalytical&MeasuringInstrumentsDivisionShimadzuCorporation,Kyoto,Japan

cDepartmentofExperimentalandClinicalBiomedicalSciences,UniversityofFlorence,Florence,Italy

a

r

t

i

c

l

e

i

n

f

o

Articlehistory: Received30August2018

Receivedinrevisedform9November2018 Accepted2December2018

Availableonline3December2018 Keywords:

Lysosomalstoragedisorders Newbornscreening Driedbloodspot Massspectrometry

a

b

s

t

r

a

c

t

NewtreatmentoptionsandimprovedstrategiesforLysosomalStorageDisorders(LSDs)diagnosison driedbloodspot(DBS)haveledtothedevelopmentofseveralpilotnewbornscreeningprograms.

Buildingonapreviouslypublishedprotocol,wedevisedanew6-plexassaybasedonasingleDBSpunch incubatedintoabuffercontainingacombinationofsubstrates(GAA,GLA,ASM,GALC,ABGandIDUA). Thisnewprotocolincorporatesanewtrappingandclean-upprocedureusingperfusionchromatography connectedon-linewithananalyticalcolumnforanalyteseparation,afterenzymaticreaction.Resultsare availableafter4.5min.

Severalincubationtimesweretestedinordertoreducesamplepreparationtimesandtoimprove accuracyandreproducibility,alsoregardingthequenchingofthereactionwithinthetimewindowof linearproductaccumulation.Thecollecteddatademonstratethatanincubationtimeof4hisenoughto achievegoodreactionefficiencywithoutanyimpactonsensitivity.

Themethodprovedversatileandrobustforvariousinstrumentconfigurations.Thefastsample prepara-tionandrunningtimesallowahighsamplethroughput;anadvantageinnewbornscreeningprocedures. Thismethodcanalsobeusedfordiagnosticpurposes,allowingarapiddiagnosisinafewhours.

©2018ElsevierB.V.Allrightsreserved.

1. Introduction

LysosomalStorageDisorders(LSDs)areagroupofmorethan50 diseasessharinganimpairmentoflysosomalfunction.Overrecent years,manyoftheseconditions,whichcanbemoresuccessfully

Abbreviations: ABG,ß-Glucocerebrosidase;ASM,Acidsphingomyelinase;CDC, Centre forDisease Controland Prevention; CV, Coefficient ofvariation;DBS, DriedBloodSpot;DL,DesolvationLine;ESI,Electrosprayionization;GAA,Acid ␣-glucosidase;GALC,Galactocerebrosidase;GLA,␣-galactosidaseA;HPLC,High PerformanceLiquidChromatography;IDUA,␣-L-iduronidase;IS,Internalstandard; LC–MS/MS,Tandemmassspectrometrycoupledwithliquidchromatography;LSDs, LysosomalStorageDisorders;MPS-I,Mucopolysaccharidosis-I;MRMMultiple, reac-tionmonitoring;P,Product;Q1,FirstQuadrupole;Q3,ThirdQuadrupole;QC,Quality Control;RF,ResponseFactor;S,Substrate.

∗ Correspondingauthorat:DepartmentofExperimentalandClinical Biomed-icalSciences,UniversityofFlorence,NewbornScreening,ClinicalChemistryand PharmacologyLab,MeyerChildren’sHospital,vialePieraccini24,Florence,Italy.

E-mailaddress:giancarlo.lamarca@meyer.it(G.laMarca).

1 Theseauthorscontributedequallytothiswork.

treatedifdiagnosedearly,havebeenaddedtonewbornscreening panelsaspilotprojects[1–3].

Since2001,approachesforidentifyingLSDpatientshavebeen developedinresearchsettings.Chamolesandcolleaguesdescribed a fluorometric assay for diagnosing LSDs based on the use of driedbloodspots(DBS)[4–7].Subsequently,Gelbandcolleagues providedappropriatesubstratesandisotopically-labelledinternal standardsforperformingmultipleenzymaticassaysbyLC–MS/MS onDBS[8].Currently,LC–MS/MSisthemostcommonlyused tech-niqueforidentifyingLSDsduringtheneonatalperiodbeforeclinical symptomsappear[2,3,9].

In2009,therewasasignificantbreakthroughwhenaspecificLC configurationwasdevised[10]forskippingthepurificationsteps thatwererequiredbeforeinstrumentalmeasurementinthe orig-inalprotocol.Thisconfigurationledtoamoreroutineapplication ofthemethodastherelativelyshortanalyticalmeasurementtime (around4min,injection-to-injection),meantthatitwaspossibleto achievehighersamplethroughputs.Moreover,theprotocolrelied ona singlehigh-pressurebinaryLCpumpand switchingvalve, https://doi.org/10.1016/j.jpba.2018.12.002

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136 E.Scolamieroetal./JournalofPharmaceuticalandBiomedicalAnalysis165(2019)135–140

makingthehardwareconfigurationeasilyaffordableforany New-bornScreeningCenter.

Since this time, Mucopolysaccharidosis type I (MPS-I) [ ␣-L-iduronidase(IDUA)deficiency]hasalsobeenincludedinscreening protocols, alongside the five classical disorders, Pompe [acid ␣-glucosidase (GAA) deficiency], Fabry [acid ␣-galactosidase A (GLA) deficiency], Niemann-Pick [acid sphingomyelinase (ASM) deficiency],Krabbe[galactocerebrosidase(GALC)deficiency]and Gaucher[acidß-glucocerebrosidase(ABG)deficiency] [11]. This waspossiblethankstosomemodificationsonthechromatographic runwhichmadetherelatedIDUAISandIDUAenzymaticproduct measurable.

Manyprotocolsforlysosomalenzymeactivationand measure-menthavebeendevelopedtoallowthesimultaneousdetectionof severalenzymesononeortwoDBSpunches[12–15].

To ensure complete substrate digestion all the previously described protocols require long incubation times (at least 16–22hours).However,thisstudydemonstratesthatmore accu-rateproductquantificationcouldbeachievedwhentheenzymatic reactionisstillinitslinearitywindowwhereproductformation yieldisdirectlyproportionaltoincubationtime.

Shorteningincubationtimesmakeslargescalenewborn screen-ing more affordable and considerably reduces times for recall, diagnosisandtherapeuticinterventioninthecaseofsevere neona-talonsetformsforwhichveryearlytreatmentcontributestobetter outcomes[16].

2. Materialandmethods 2.1. Chemicalsandreagents

Substrate-Internalstandardmixtureswereobtainedfromthe CentreforDiseaseControlandPrevention(CDC,Atlanta,Georgia). Methanol,Isopropanol(LC–MSgrade)andFormicacid(purity 98–100%)were purchasedfromSigma-Aldrich(Riedel deHaën, Germany).Acetonitrile(LC–MSgrade)andwater (LC–MSgrade) were procured from Biosolve Chemicals, (Valkensward, The Netherlands).InvitrodiagnosticWhatman903®gradebloodspot

cardswerepurchasedfromWhatman(Dassel,Germany).Allthe chemicalsandreagentswereusedascommerciallysupplied with-outfurtherpurification.

2.2. Assaycocktailpreparation

Each vial containing substrate-IS mixture was dissolved in methanolfollowingtheprotocoldevelopedbySpaciletal.[12].A 1mLaliquotfromeachvialwasmixedtogether,driedunder nitro-genflowandhydratedin10mLof6-plexreactionbuffer,prepared accordingtotheprocedurereportedbyElliottetal.[17].

2.3. Samplepreparation

A3.2mmdiameterdisc,equivalenttoapproximately3.4␮Land 2.8␮Lofwholebloodfornewbornsandadultsrespectively,was punchedoutdirectlyintoa96-wellplate.Sampleswereextracted andincubatedin30␮Lofcocktailbufferat37◦C;different incuba-tiontimesupto12hweretested.Foursampleswerepreparedand analysedateachtimepoint(2,4,6,8,10and12h).After incuba-tion,enzymaticreactionswerequenchedby250␮Lofmethanol +0.1% formic acidand the platewas centrifugedat 2500g for 5min.Thesupernatantwastransferredtoanew96-wellplateand a2␮LsamplewasinjectedintotheLC–MS/MSsystemthroughthe autosamplerkeptat8◦C.

2.4. MassspectrometryandHPLCparameters

AllmeasurementswereperformedusinganLCMS-8050 Triple-QuadMassSpectrometer(Shimadzu,Japan)equippedwithanESI sourceandworkinginMRMmode.Systemcontrolanddata anal-ysiswereperformedbyLabSolutionssoftware,version5.65.MRM transitionsforeachcompoundwereoptimizedbyflowinjection andarelistedinSupplementaryInformation(TableS1).

Otheroperatingparameters wereasfollows:NebulizingGas Flowof3.0L/min;HeatingGasFlowof5.0L/min;Interface Temper-atureof100◦C;DLTemperatureof100◦C;HeatBlockTemperature of100◦C;DryingFlowof15L/min.

TheHPLCsystem(Shimadzu,Japan)consistedofaDegassing UnitDGU-20A5R,controllerCBM-20A,twopumpmodulesNexera X2LC-30AD,autosamplerNexeraX2SIL-30ACandcolumnoven CTO-20ACequippedwithasix-portvalve.TheLCmoduleswere plumbedasshowninFig.1.

Trappingandelutionprocedureswereperformed,asa modifica-tionofthedescribedprotocol[12]withaperfusioncolumnPOROS R1/202×30mm(AppliedBiosystems,FosterCity,CA,USA).Forthe chromatographicelutiondifferentcolumnsweretested,including aSynergiFusionRP-802×50mm,4␮m(Phenomenex,Torrance USA),aShimPackXR-ODScolumn2×50mm,2.2␮m(Shimadzu, Japan),andaZorbaxSB-CN2,1×50mm,5␮m(Agilent,Italy).The ZorbaxSB-CNwaschosenforroutineuse.Thetemperatureofthe columnovenwassetat45◦C.

PumpAmodulewasfedbyanaqueoussolutionof0.05%formic acidcontaining10mmol/LofammoniumformatewhilepumpB modulewasfedbyamixtureofacetonitrile-methanol-isopropanol (50:25:25,v/v/v)containingformicacidat0.1%.

Theentireworkflowwasprogrammedinthreestepsmanaged bytheswitchingvalve:sampleloadingandclean-up(1min); ana-lyteelution(2.5min);forthefinalcolumnsreconditioning(1min) (Table1).

Inthefirststep,theinjectedsampleismovedtothetrapping col-umnwith1.6mL/minofeluentAforthecleanup.After1min,the valveisswitched,andboththeeluentsAandBflowsaremerged forproviding,aftera0.5min-delayat0%,agradientof50%eluent Bmovingto100%in2.0minatatotalflowrateof400␮L/minover thetrappingandelutingcolumnsnowconnectedinseries.Withthe analytesmovedfromthetrappingcolumntotheelutioncolumn, thevalveisswitchedbacktodisconnectthetwopumpsandenable boththecompletionofchromatographicseparationoftheanalytes withthefullsolventBat400␮L/minoverthechromatographic col-umn,andthesimultaneousreconditioningofthetrappingcolumn forthefollowinginjection.Thislaststeplasts1minforatotalrun of4.5min.

2.5. Calculationofenzymeactivity

Enzymeactivitywasreportedas␮mol/L/handcalculatedby usingthefollowingformula:

Enzymeactivity =RF×(Pa/ISa)x([ISc]xVa/Vdbs)/4h

Va=Assaycocktailvolume=30␮L

Pa=PeakareaProduct

ISa=PeakareaInternalStandard

ISc=InternalStandardconcentration

RF=Response Factor: ratio between the Internal Standard responseandtheProductresponse.

Vdbs=3.4 or 2.8␮L of wholeblood contained into a 3.2mm

punchfornewbornandadults,respectively 4h=incubationtime

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Fig.1. Layoutofthenewplumbing.PositionofdepictedvalveisA.

Table1

LCparameters.

Step ValvePosition Time Pumps TotalFlow %B PumpAFlow PumpBFlow

1 A 0.0min Disconnected 1.6mL/min 0.4mL/min

2 B 1.0min Connected 0.4mL/min 0

1.5min 50

3.5min 100

3 A 3.5min Disconnected 1.6mL/min 0.4mL/min

End 4.5min

Table2

ReferencevalueofLSDenzymeactivityinnewbornandadultpopulation. CUTOFF(␮mol/L/h)

ENZYME NEWBORN (n=1000) ADULTS (n=200) Galactocerebrosidase(GALC) ≥0.4 ≥0.4 ␣-Glucosidase(GAA) ≥6.0 ≥6.7 ␣-L-Iduronidase(IDUA) ≥3.4 ≥6.6 ␣-Galactosidase(GLA) ≥1.9 ≥2.2 ß-Glucocerebrosidase(ABG) ≥2.9 ≥2.9 Sphingomyelinase(ASM) ≥2.6 ≥2.7

2.6. Interdayandintradayvariability

ImprecisionwasdeterminedinsixreplicatesoffourCDCcontrol

samplesonthesameday(intra-dayimprecision)andduplicates

for5timesoveraperiodofoneweek(inter-dayimprecision).The

imprecisionsoftheassaywereexpressedasapercentage

coeffi-cientofvariation(CV%).

2.7. Cutoffdetermination

Referencevalues forthesix lysosomal enzymeswere

deter-minedbothfor newbornandadultsby processingDBSof1000

randomlychosennewbornsand200adults.Qualitycontrols

pro-videdbyCDCandtruepositivesampleswereanalysedtotestthe

performanceofthemethodanditsabilitytodistinguishhealthy

individualsfromaffectedindividuals.

Thelowerlimitofnormalwassetatthelevelofthe0.2nd

per-centile(Table2)

3. Resultsanddiscussion 3.1. Enzymereactionparameters

Compared to similar studies, we totally revisedthe sample preparationprocessincludingtheincubationtimewhichis piv-otalforatimelydiagnosis.Longincubationtimesareoftenused toallowcompletesubstratedigestion.However,thismeansthat thecalculatedtime-basedenzymeactivitymaybeunderestimated afterthereactionplateauisreached.Ashortassaytimeshouldlead toamoreaccurateproductquantificationsincethereactionisstill inthelinearrange.

Severalincubationtimesofupto12hweretestedforthesix enzymaticreactions.Therelationshipbetweenproductyieldand timewasdifferentforthesixenzymesbutcommonlylinearupto 6h(Fig.2).

Withinthetimewindowoflinearproductaccumulation,we choseanincubationtimeof4hbecausethisprovedlongenoughto produceagoodsignalofproductsandisshortenoughtobe incorpo-ratedintoaroutinelabprocedure.Anincubationtimeoflessthan 4hwouldriskcompromisingaccuracyandanincubationtimeof morethan4hwouldbeincompatiblewiththetimedemandsand routinesofmanylaboratories.”

Thisshortenedsamplepreparationtimesatisfiestheneedfor amorerapidanalyticalstrategy whichleadstofasterdiagnoses meaningthatERTcanbeintroducedearlierandpatientoutcomes improved[16].

DBSfromhealthynewbornsandadultswereanalysedfor cut-offdeterminationandthemethodwasvalidatedbymeansofboth CDCcontrolsandtruepositivesamples.Although,itisoftenvery difficulttofindsufficientnumbersofDBSfromtruenewborn

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posi-138 E.Scolamieroetal./JournalofPharmaceuticalandBiomedicalAnalysis165(2019)135–140

Fig.2. Thegraphaboveshowstheenzymaticreactionsstoppedatdifferenttimes.Theresultsareplottedasareaproductagainstincubationtimeinordertoidentifythe windowtimeoflinearity.Thecurvesappeartohavealinearportionupto6h.Theenzymaticactivitycanbeaccuratelyquantifiedifthereactionisstoppedinthelinear phasewhentheproductformationstillincreasesinagivenunitoftime.

tivepatients,wewereabletotesttheassayeffectivenesson8truly affectedpatientsofwhom4werenewborns(1Pompe,2Fabry, 1MPSI)and4adults(1Pompe,2Gaucherand1Krabbe).Since nopatientwithNiemann-PickA/Bdiseasewasavailable,theassay wastestedonCDCsamples.Allpositivesampleswerecorrectly identified.

3.2. MS/MSconditionsandLCconfiguration

In2009afirstapproachforafiveLSDenzymeassaybasedon anon-linecleanupfollowedbychromatographicseparationwas developedinordertosimplifyandspeedupsamplepreparation

[10].Subsequentlyamultiplexassaywasimplementedbyadding IDUAmeasurementtotheotherfiveenzymes[11].

In the new protocol described in this work, specific mass spectrometricparametershavebeenslightlymodified,whileLC configurationandoptimizationhavebeenprofoundlyrevised.This wasnecessarybecauseofdiscrepanciesconcerningtheaccuracy ofIDUAresultsafterrunningseveralthousandsofsamples.After checkingallthestepsoftheprotocol,concernsaroseaboutthe peak shape of both the IDUA IS and IDUA product.Their peak shapesdenotedasthesignalsweresignificantlydistortedby resid-ualmatrixcomponentssupposedlyelutingatthesameretention time(RT).IDUAISisahomologouscompoundoftheinvestigated IDUAproductandnotanisotopologue.Itislikelythatsomeminor

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Fig.3.ExtractedionchromatogramsrelatedtothesixproductsandtheirrelativeinternalstandardsbyrunningaCDCcontrolsample.ChromatogramsofABGandGALC productresultintwopeaks.Thefirstpeak(ghost)isduetotheproductgeneratedbyin-sourcebreakdownofsubstrate.WhiletheRToftheghostpeakisthesameasthe substrate,theRTofthesecondpeakcorrespondstotheproductoftheenzymaticreaction.

matrixcomponentsreleasedbythetrappingcolumnatthevalve switchingweremakingtheion-suppressionimpactslightly differ-entonbothanalyteandinternalstandard.

Toaddressthisproblemwithoutelongatingtherunningtime, plumbingsupportingthepreviousprotocolwasredesigned.The layoutshowninFig.1andtheLCoperatingparameters(Table1) providedagradientelutionatthetimethevalvewasswitchedfor ashiftedreleaseoftheanalytesfromthetrappingcolumn.With thisshifttheion-suppressionimpactmitigatedandwassimilarfor boththeIDUAISandtheIDUAproduct.Ontheotherside,eluting solventBcompositionwasreconsideredinorder,toruntheentire chromatographicprocessinlessthan4.5min,andtoguaranteethe cleanlinessofbothtrappingandelutingcolumns,injectionafter injection.Theelutingcolumnwaschosentopermitlarge-scaleuse. For the chromatographic separation differentcolumns were tested,includingaSynergiFusionRP-802×50mm,4␮m (Phe-nomenex,TorranceUSA),aShimPackXR-ODScolumn2×50mm, 2.2␮m(Shimadzu,Japan),andaZorbaxSB-CN2,1×50mm5␮m (Agilent,Italy).Besides,differentorganicsolventmixturesof ace-tonitrileandmethanol,withorwithoutisopropanol,weretested inordertoevaluatethemostappropriatecompositionofmobile phaseB.Experimentaldatashowedthataconcentrationof ace-tonitrilehigherthan50%wasnotsuitablesinceitextendedthe chromatographicrunuptosixminutes.Amixtureofacetonitrile/ methanol/isopropanolinthefollowingratio50:25:25(v/v/v) pro-vided thebest resultsin terms of chromatographic separation, robustnessandshortruntime.

Intermsofefficiencyandresolutionassociatedwithhigh long-termrobustnesstheZorbaxSB-CNcolumnperformedbetterthan theothertestedcolumns.Arepresentativechromatogramisshown inFig.3.

Thefinal choice of theZorbaxSB-CNcolumn instead ofthe previouslyusedSynergiFusioncolumn,togetherwiththe afore-mentioned organic mixture for mobile phase B and the new plumbingledtoanefficientandrapidchromatographicseparation whilemaintainingalowpressureinthechromatographic plumb-ing.

Thisnewconfigurationretainedtheadvantagesofafastsample injectionforadirectenzymeactivitymeasurementwithoutany otherpretreatment.

Table3

Intradayandinterdayimprecisions(expressedasCV%).

INTRADAY INTERADAY

QCCDC 0 Low Med High QCCDC 0 Low Med High

IDUA 9.3 3.5 6.9 9.3 IDUA 16.6 13.9 16.9 15.8 GLA 4.2 5.8 5.3 5.3 GLA 5.8 11.2 8.2 7.6 ABG 8.7 9.6 9.2 6.4 ABG 28.8 13.8 13.0 7.9 GALC 7.0 9.0 7.4 8.5 GALC 15.4 17.2 10.7 11.3 ASM 4.6 1.7 5.9 9.9 ASM 9.4 10.1 12.5 10.4 GAA 6.9 9.5 6.1 8.2 GAA 7.6 18.8 11.5 10.8 3.3. Methodvalidation

Theresultsforintra-dayand inter-dayimprecision(Table3)

wereacceptableconsideringmanyfactorscontributingto variabil-ity,includedmatrixinhomogeneity.Theintra-dayandinter-day imprecisionstudieswerelessthan20%CVsforall6enzyme activ-ities.

4. Conclusions

AtpresentenzymaticactivityassaysperformedonDBS,for new-bornscreeningpurposesorforconfirmingaclinicaldiagnosis,have anincubationtimeofatleast16h.Thisstudydemonstratesthatthis timecanbesafelyreducedtopermitgreaterworkloadsandfaster response times.Wedeveloped a protocolwitha4h-incubation time.

Themajorconcernregardinganenzymeactivityassaywitha shorttime isthat theproductformation maybeinsufficientto allowacleardistinctionbetweenhealthyandaffected individu-als.However,thisprotocolwasextensivelytestednotonlyonCDC butalsoontruepositivesamplestoconfirmthatthefourhourtime interval,thoughshort,issufficienttoconvertthesubstrateintoa quantifiableproductwhensupportedbythedescribedLC–MS/MS measurementsetting.

Afastdiagnosisofsevereneonatal-onsetformsofLSDsis essen-tialforeffectivepre-symptomaticintervention.Arapidscreening procedure can reduce recall times for newborns who stand to benefitfromtheprompt introductionoftreatment.Theshorter

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140 E.Scolamieroetal./JournalofPharmaceuticalandBiomedicalAnalysis165(2019)135–140

incubationtimeadoptedinourprotocolreducesthetimeneeded tomakeadiagnosisandintroducetreatmentbytwodays.

Anyanalyticalmethoddevisedforclinicalapplicationmust sat-isfyrequirementsofsensitivity,accuracyandprecisionaswellas takingintoconsiderationtherealityofroutinelabtesting,which demandsspeedandrobustness.Theconceptofrobustnessisoften alittle vague,butcanbedefined asthecapacity ofan analyti-calmethodtoprocessa significantnumber ofsampleswithout compromisingaccuracyorsensitivity.InanLC–MSorLC–MS/MS systemtherearetwopotentiallyweaklinks;theionizationsource andthechromatographicsystem.Ifchromatographiccolumnsare notproperlyflushed,residuesofthepreviousmatrixmayremain andcontaminatethenextsampleinjected.Residuesthat accumu-lateinanunexpectedwaygenerateunpredictableeffects ofion suppressionofthetargetedcomponents

Anoptimizedmethodmustbeconductedinatimeframe com-patiblewithalarge-scaleroutine.

Asoutlinedabove,testing in ourlaboratoryproved thatthe methodwedescribeinthispaperfulfilsrequirementsofaccuracy, sensitivity,precision,speedandrobustnessoveraverylargescale forthreedifferentinstrumentalsettings.

Declarationofinterest

TetsuoTanigawaisanemployerofShimadzucorporation.The otherauthorsdeclarenoconflictsofinterest.

Funding

Thisresearchdidnotreceiveanyspecificgrantfromfunding agenciesinthepublicorcommercialsphere.Theworkwaspartially supportedbyAMMeCOnlus(AssociazioneMalattieMetaboliche CongeniteONLUS).

AppendixA. Supplementarydata

Supplementarymaterialrelated tothis article canbefound, intheonlineversion,atdoi:https://doi.org/10.1016/j.jpba.2018.12. 002.

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