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BiomarkersinDrugDiscoveryand Development

AHandbookofPractice,Application,andStrategy

Editedby

RaminRahbari,MS,MBA

InnovativeScientificManagement

NewYork,NewYork

JonathanVanNiewaal,MBA

InnovativeScientificManagement

Woodbury,Minnesota

MichaelR.Bleavins,PhD,DABT

WhiteCrowInnovation

Dexter,Michigan

SecondEdition

Thiseditionfirstpublished2020

©2020JohnWiley&SonsInc.

EditionHistory

JohnWiley&SonsInc.(1e,2010)

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Setin10/12ptWarnockProbySPiGlobal,Chennai,India PrintedintheUnitedStatesofAmerica 10987654321

Contents

ListofContributors vii

Preface xiii

PartIBiomarkersandTheirRoleinDrugDevelopment 1

1BiomarkersAreNotNew 3 IanDews

2Biomarkers:FacingtheChallengesattheCrossroadsof ResearchandHealthCare 15 GregoryJ.Downing

3EnablingGo/NoGoDecisions 31 J.FredPritchardandM.LynnPritchard

4DevelopingaClinicalBiomarkerMethodwithExternal Resources:ACaseStudy 43 RossA.Fredenburg

PartIIIdentifyingNewBiomarkers:Technology Approaches 51

5ImagingasaLocalizedBiomarker:Opportunitiesand Challenges 53 JonathanB.Moody,PhilipS.Murphy,andEdwardP.Ficaro

6ImagingforEarlyClinicalDrugDevelopment:Integrating ImagingSciencewithDrugResearch 89

PhilipS.Murphy,MatsBergstrom,JonathanB.Moody,andEdwardP.Ficaro

7CirculatingMicroRNAsasBiomarkersinCardiovascularand PulmonaryVascularDisease:PromisesandChallenges 113 MirandaK.CulleyandStephenY.Chan

PartIIICharacterization,Validation,andUtilization 139

8CharacterizationandValidationofBiomarkersinDrug Development:RegulatoryPerspective 141 FedericoGoodsaid

9Fit-for-PurposeMethodValidationandAssaysforBiomarker CharacterizationtoSupportDrugDevelopment 149

JeanW.Lee,YulingWu,andJinWang

10ApplyingStatisticsAppropriatelyforYourBiomarker Application 177 MaryZacour

PartIVBiomarkersinDiscoveryandPreclinicalSafety 219

11QualificationofSafetyBiomarkersforApplicationtoEarly DrugDevelopment 221

WilliamB.MattesandFrankD.Sistare

12APathologist’sViewofDrugandBiomarker Development 233

RobertW.Dunstan

13DevelopmentofSerumCalciumandPhosphorusasSafety BiomarkersforDrug-InducedSystemicMineralization:Case StudywiththeMEKInhibitorPD0325901 255

AlanP.Brown

14NewMarkersofKidneyInjury 281

SvenA.Beushausen

PartVTranslatingfromPreclinicaltoClinicaland Back 307

15BiomarkersfromBenchtoBedsideand Back–Back-TranslationofClinicalStudiestoPreclinical Models 309

DamianO’Connell,ZakiShaikhibrahim,FrankKramer,andMatthiasOcker

16TranslationalMedicine–AParadigmShiftinModernDrug DiscoveryandDevelopment:TheRoleofBiomarkers 333 GioraZ.Feuerstein,SalvatoreAlesci,FrankL.Walsh,J.LynnRutkowski,and RobertR.RuffoloJr.

17ClinicalValidationandBiomarkerTranslation 347 Ji-YoungV.Kim,RaymondT.Ng,RobertBalshaw,PaulKeown,Robert McMaster,BruceMcManus,KarenLam,andScottJ.Tebbutt

18PredictingandAssessinganInflammatoryDiseaseandIts Complications:ExamplefromRheumatoidArthritis 365 ChristinaTrollmoandLarsKlareskog

19Validating InVitro ToxicityBiomarkersAgainstClinical Endpoints 379 CalvertLoudenandRuthA.Roberts

PartVIBiomarkersinClinicalTrials 389

20OpportunitiesandPitfallsAssociatedwithEarlyUtilizationof Biomarkers:ACaseStudyinAnticoagulant Development 391 KayA.Criswell

21IntegratingMolecularTestingintoClinicalApplications 409 AnthonyA.Killeen

PartVIIBigData,DataMining,andBiomarkers 421

22ITSupportingBiomarker-EnabledDrugDevelopment 423 MichaelHehenberger

23IdentifyingBiomarkerProfilesThroughtheEpidemiologic AnalysisofBigHealthCareData–ImplicationsforClinical ManagementandClinicalTrialDesign:ACaseStudyin AnemiaofChronicKidneyDisease 447

GregoryP.Fusco

24ComputationalBiologyApproachestoSupportBiomarker DiscoveryandDevelopment 469

BinLi,HyunjinShin,WilliamL.Trepicchio,andAndrewDorner

PartVIIILessonsLearned:PracticalAspectsofBiomarker Implementation 485

25BiomarkersinPharmaceuticalDevelopment:TheEssential RoleofProjectManagementandTeamwork 487

LenaKing,MalléJurima-Romet,andNitaIchhpurani

26NovelandTraditionalNonclinicalBiomarkerUtilizationinthe EstimationofPharmaceuticalTherapeuticIndices 505

BruceD.Car,BrianGemzik,andWilliamR.Foster

PartIXWhereAreWeHeadingandWhatDoWeReally Need? 515

27EthicsofBiomarkers:TheBordersofInvestigativeResearch, InformedConsent,andPatientProtection 517

SaraAssadian,MichaelBurgess,BreanneCrouch,KarenLam,andBruce McManus

28Anti-UnicornPrinciple:AppropriateBiomarkersDon’tNeed toBeRareorHardtoFind 537

MichaelR.BleavinsandRaminRahbari

29TranslationalBiomarkerImaging:Applications,Trends,and SuccessesTodayandTomorrow 553

PatrickMcConvilleandDeanneLister

Index 585

ListofContributors

SalvatoreAlesci TakedaPharmaceuticals

Cambridge,MA USA

SaraAssadian PROOFCentreofExcellence Vancouver,BC Canada and UniversityofBritishColumbia Vancouver,BritishColumbia Canada

RobertBalshaw PROOFCentreofExcellenceand BiomarkersinTransplantationTeam Vancouver,BC Canada

MatsBergstrom IndependentConsultant Uppsala Sweden

SvenA.Beushausen ZoeticPharmaceuticals

Amherst

NewYork,NY USA

MichaelR.Bleavins WhiteCrowInnovation Dexter,MI USA

AlanP.Brown NovartisInstitutesforBiomedical Research Cambridge,MA USA

MichaelBurgess UniversityofBritishColumbia Vancouver,BC Canada

BruceD.Car Bristol-MyersSquibbCo. Princeton,NJ USA

StephenY.Chan UniversityofPittsburghMedical Center Pittsburgh,PA USA

KayA.Criswell WestbrookBiomarker&PharmaceuticalConsulting,LLC Westbrook,CT USA

BreanneCrouch PROOFCentreofExcellence Vancouver,BC Canada and UniversityofBritishColumbia Vancouver,BritishColumbia Canada

MirandaK.Culley CenterforPulmonaryVascularBiologyandMedicine,PittsburghHeart, Lung,Blood,andVascularMedicine Institute UniversityofPittsburghSchoolof Medicine Pittsburgh,PA USA

IanDews EnvestiaLtd. Thame,Oxfordshire UK

AndrewDorner TakedaPharmaceuticals InternationalCo. Cambridge,MA USA

GregoryJ.Downing InnovationHorizons,LLC Washington,DC USA

RobertW.Dunstan Abbvie Worcester,MA USA

GioraZ.Feuerstein UnitedStatesDepartmentofDefense DefenseThreatReductionAgency FortBelvoir,VA USA

EdwardP.Ficaro INVIAMedicalImagingSolutions AnnArbor,MI USA

WilliamR.Foster Bristol-MyersSquibbCo. Princeton,NJ USA

RossA.Fredenburg AmathusTherapeutics,Inc. Cambridge,MA USA

GregoryP.Fusco Epividian,Inc. Chicago,IL USA

BrianGemzik Bristol-MyersSquibbCo. Princeton,NJ USA

FedericoGoodsaid RegulatoryPathfinders SanJuan PRUSA

MichaelHehenberger HMNanoMed Westport,CT USA

NitaIchhpurani InnovativeScientificManagement Toronto,ON Canada

MalleJurima-Romet Celerion Montreal,QC Canada

PaulKeown

PROOFCentreofExcellenceand BiomarkersinTransplantationTeam Vancouver,BC Canada

AnthonyA.Killeen UniversityofMinnesota Minneapolis,MN USA

Ji-YoungV.Kim

PROOFCentreofExcellenceand BiomarkersinTransplantationTeam Vancouver,BC Canada

LenaKing InnovativeScientificManagement Guelph,ON Canada

LarsKlareskog KarolinskaInstitute Stockholm Sweden

FrankKramer BayerAG Wuppertal Germany

KarenLam

PROOFCentreofExcellence Vancouver,BC Canada and UniversityofBritishColumbia Vancouver,BritishColumbia Canada

JeanW.Lee BioQualQuan Camarillo,CA USA

DeanneLister Invicro,aKonicaMinoltaCompany, SanDiego,CAandDepartmentof Radiology UniversityofCalifornia,SanDiego, MolecularImagingCenter, SanfordConsortiumforRegenerative Medicine

BinLi TakedaPharmaceuticalsInternationalCo. Cambridge,MA USA

XiaowuLiang ImmPORTTherapeutics Irvine California

CalvertLouden Johnson&JohnsonPharmaceuticals Raritan,NJ USA

WilliamB.Mattes NationalCenterforToxicological Research USFDA

Jefferson,AR USA

PatrickMcConville Invicro,aKonicaMinoltaCompany, SanDiego,CAandDepartmentof Radiology UniversityofCalifornia,SanDiego, MolecularImagingCenter, SanfordConsortiumforRegenerative Medicine

BruceMcManus

PROOFCentreofExcellence Vancouver,BC Canada

x ListofContributors and UniversityofBritishColumbia

Vancouver,BritishColumbia

Canada

RobertMcMaster

PROOFCentreofExcellenceand BiomarkersinTransplantationTeam

Vancouver,BC

Canada

JonathanB.Moody INVIAMedicalImagingSolutions

AnnArbor,MI USA

PhilipS.Murphy GlaxoSmithKlineResearchand Development Stevenage

UK

RaymondT.Ng

PROOFCentreofExcellenceand BiomarkersinTransplantationTeam

Vancouver,BC

Canada

MatthiasOcker BayerAG Germany Berlin and ChariteUniversityMedicine Berlin Germany

DamianO’Connell ExperimentalDrugDevelopment CentreA*STAR

Singapore

J.FredPritchard Celerion LincolnNebraska,NE USA

M.LynnPritchard BrantaBioscience,LLC Littleton,NC USA

RaminRahbari InnovativeScientificManagement NewYork,NY USA

RuthA.Roberts Apconix AlderleyEdge,Cheshire UK

RobertR.Ruffolo RuffoloConsulting SpringCity,PA USA

J.LynnRutkowski Ossianix Philadelphia,PA USA

ZakiShaikhibrahim BayerAG Germany Berlin HyunjinShin TakedaPharmaceuticals InternationalCo. Cambridge,MA USA

FrankD.Sistare MerckResearchLaboratories WestPoint,PA USA

ScottJ.Tebbutt PROOFCentreofExcellenceand BiomarkersinTransplantationTeam Vancouver,BC Canada

WilliamL.Trepicchio TakedaPharmaceuticals InternationalCo. Cambridge,MA USA

ChristinaTrollmo RochePharmaceuticals Stockholm Sweden

JinWang Amgen,Inc. ThousandOaks,CA USA

FrankL.Walsh WyethResearch Collegeville,PA USA

YulingWu MedImmune Gaithersburg,MD USA

MaryZacour BioZacConsulting Montreal,QC Canada

Preface

Sincethefirsteditionof BiomarkersinDrugDevelopment:AHandbookofPractice,Application,andStrategy waspublishedin2010,biomarkershavebecome evenmoresignificant,valuable,andimportantinthedecision-makingmultiplecriteriaforthedevelopmentofnewdrugs.Inparticular,previouslynovel biomarkersinnonclinicalstudieshavetransitionedintoclinicaltrials.Companiesandregulatoryagencieshavebecomemorecomfortablewiththeinclusion ofbiomarkersin exvivo experimentswithhumantissues/biofluidsorPhaseI trials,withmanyearlyclinicaltrialsnowincludingpatientsafteranadditional singleascendingdosestudyinhumanvolunteers.

Theuseofbiomarkertechnologiesandstrategiesinpharmaceuticaldevelopmentremainsthebasisfortranslationalmedicine,improvedpatientstratification,andidentificationofunderlyingcausesofdiseasesoncelumpedtogether basedprimarilyonsymptomatology.Theapprovalratesfornewdrugshavealso increasedrelativeto2010,atleastpartiallyduetojudicioususeofbiomarkers toidentifythebestcompounds,aswellasansweringtheregulators’questions morespecifically.Patients,regulatoryreviewers,andthepharmaceuticalindustryareseeingsafer,moreefficacious,andbetterunderstooddrugstotreatcomplexdiseases.Thechallengesofescalatingdrugdevelopmentcosts,increasingdurationofclinicaldevelopmenttimes,highratesofcompoundfailurein PhaseIIandIIIclinicaltrials,blockbusterdrugscomingoffpatent,andnovel butunproventargetsemergingfromdiscoveryallcontinuetomodifythearena. Thesefactorshavepressuredpharmaceuticalresearchdivisionstolookforways toreducedevelopmentcosts,makebetterandmoreinformeddecisionsearlier,reassesstraditionaltestingstrategies,andimplementnewtechnologiesto improvethedrugdiscoveryanddevelopmentprocesses.Biomarkersremain animportanttoolforgettingnewmedicinestopatientsandhelpingidentify moleculeswithunacceptableliabilitiesearlierintheprocess.

Biomarkershaveproventobevaluabledrugdevelopmenttoolsthatenhance targetvalidation,therebyhelpingbetterunderstandmechanismsofactionand enablingearlieridentificationofcompoundswiththehighestpotentialforefficacyinhumans.Ingenetherapy,useofanimalmodelsofdiseaseintoxicology

studiesfrequentlyallowsveryearlymonitoringofdisease-relatedbiomarkers thatareknowntobeimportantindiseasecauseandprogression,withthesame biomarkersmeasuredintheclinicaltrials.Thebiomarkerendpointscanbe essentialforeliminatingcompoundswithunacceptablesafetyrisksorlackof targetengagement,enablingtheconceptof“failfast,failearly,”andprovidingmoreaccurateorcompleteinformationregardingdrugperformanceand diseaseprogression.Atthesametimethatpharmaceuticalscientistsarefocusingonbiomarkersindrugdiscoveryanddevelopment,andclinicalinvestigatorsandhealthcarepractitionersareusingbiomarkersincreasinglyinmedical decision-makinganddiagnosis.Similarly,regulatoryagencieshaverecognized andembracedthevalueofbiomarkerstoguideregulatorydecision-making abouttargeting,drugsafety,andefficacy.RegulatoryagenciesintheUnited States,Europe,GreatBritain,Japan,andChinahavetakenleadershiprolesin encouragingbiomarkerinnovationintheindustryandcollaborationtoidentify,evaluate,andqualifynovelbiomarkers.Moreover,abiomarkerstrategy facilitatesthechoiceofacriticalpathtodifferentiateproductsinacompetitive marketplace.

Biomarkerscontinuetobeasignificantfocusofspecializedscientific meetingsandextensivemediacoverage.Thetargeteduseofbiomarkersalso ismoreprominentinscientificsocietymeetingpresentationstohighlight newtherapeutictargets,upstreamanddownstreamapplicationsrelevant toagivendisease,andascasestudiesdescribinghowdecision-makingand compoundselectionwereinfluenced.We,thecoeditors,feltthatupdating thefirsteditionof BiomarkersinDrugDevelopment:AHandbookofPractice, Application,andStrategy wastimely,aswasthecontinuedemphasison practicalaspectsofbiomarkeridentificationanduse,aswellastheirstrategic implementation,andessentialapplicationinimprovingdrugdevelopment approaches.Weeachhaveexperienceworkingwithbiomarkersindrug development,butwerecognizedthatthespecializedknowledgeofadiverse groupofexpertswasnecessarytocreatethetypeofcomprehensivebook thatisneeded.Therefore,contributionswereinvitedfromauthorswriting chaptersinthefirstedition,andotherswhoareequallyrenownedexperts intheirrespectivefields.Thecontributorsincludescientistsfromacademia, researchhospitals,biotechnologyandpharmaceuticalcompanies,contract researchorganizations,andconsultingfirmsandthosefromtheFDA.This secondeditionalsohasincludedmorecoverageoninformationtechnology andcomputationalinfluencesinbiomarkerdevelopmentandapplication.The resultisabookthatwebelievewillappealbroadlytopharmaceuticalresearch scientists,clinicalandacademicinvestigators,regulatoryscientists,managers, students,andallotherprofessionalsengagedindrugdevelopmentwhoare interestedinfurtheringtheirknowledgeofbiomarkers.

Asdiscussedearlyinthebook,biomarkersarenotnew,yettheyalsoare continuouslyevolving.Theyhavebeenusedforhundredsofyearstohelp

physiciansdiagnoseandtreatdisease.Whatisnewisanexpansionfrom outcomebiomarkerstotargetandmechanisticbiomarkers;theavailability of“omics,”imaging,andothertechnologiesthatallowcollectionoflarge amountsofdataatthemolecular,tissue,andwhole-organismlevels;and theuseofdata-richbiomarkerinformationfor“translationalresearch,” fromthelaboratorybenchtotheclinicandback.Thepotentialandvalue fromtheclinicalobservationsbacktothebenchshouldnotbetakenlightly. Improvementsindatastorage,computationaltools,andmodelingabilities provideuswiththeinsightthroughtheprocessandtheabilitytoreverse mineevenverylargedatasets.Laterchaptersarededicatedtohighlighting severalimportanttechnologiesthataffectdrugdiscoveryanddevelopment, theconductofclinicaltrials,andthetreatmentofpatients.

Thebookcontinueswithinvitedleadersfromindustryandregulatory agenciestodiscussthequalificationofbiomarkerassaysinthefit-for-purpose process,includingperspectivesonthedevelopmentofdiagnostics.Theimportanceofstatisticscannotbeoverlooked,andthistopicisalsoprofiledwitha practicaloverviewofconcepts,commonmistakes,andhelpfultipstoensure crediblebiomarkersthatcanaddresstheirintendeduses.Specificcasestudies areusedtopresentinformationonconceptsandexamplesofutilizingbiomarkersindiscovery,preclinicalsafetyassessment,clinicaltrials,andtranslational medicine.Examplesaredrawnfromawiderangeoftarget-organtoxicities, therapeuticareas,andproducttypes.Itishopedthatbypresentingawide rangeofbiomarkerapplications,discussedbyknowledgeableandexperienced scientists,readerswilldevelopanappreciationofthescopeandbreadthof biomarkerknowledgeandfindexamplesthatwillhelpthemintheirownwork. Lessonslearnedandthepracticalaspectsofimplementingbiomarkersin drugdevelopmentprogramsareperhapsthemostcriticalmessagetoconvey. Manypharmaceuticalcompanieshavecreatedtranslationalresearchdivisions, andincreasingly,externalpartners,includingacademicandgovernment institutions,contractresearchorganizations,andspecialtylaboratories,are providingtechnologiesandservicestosupportbiomarkerprograms.Thisis changingthetraditionalorganizationalmodelswithinindustryandpaving thewaytowardgreatercollaborationacrosssectorsandevenamongcompanieswithinacompetitiveindustry.Perspectivesfromcontributingauthors representingseveralofthesedifferentsectorsarepresented.

Thebookconcludeswithaperspectiveonfuturetrendsandoutlookson development,includingincreasingcapabilitiesindataintegration,privacyconcerns,therealityofpersonalizedmedicine,andtheaddressingofethicalconcerns.Thefieldofbiomarkersindrugdevelopmentisevolvingrapidly,andthis bookpresentsasnapshotofsomeexcitingnewapproaches.Byutilizingthe bookasasourceofnewknowledge,ortoreinforceorintegrateexistingknowledge,wehopethatreaderswillgainagreaterunderstandingandappreciation

xvi Preface

ofthestrategyandapplicationofbiomarkersindrugdevelopmentandbecome moreeffectivedecision-makersandcontributorsintheirownorganizations.

WealsonotewithregretthepassingofDr.MalléJurima-Romet,ourcoeditor forthefirstedition.AlthoughMalléwasnotabletobepartofthesecondeditionofthebook,herspiritandcommitmenttothefieldofbiomarkersresides throughoutthebook.Shewasachampionofbiomarkersandinfluencedmany duringhercareer.

Ashehasformanyyears,Dr.FelixdelaIglesiaalsodirecteduswithadvice, commentary,andmentorship.Hiscoachingtoalwaysworkwithsoundscience, payattentiontotheliterature,notbeingafraidtogosomewherejustbecause nooneelsehasventuredintothatterritory,andtopushboundariesallresonate inwork.Thevalueofhisexperienceandcriticalcommentaryhaveenhanced thisbook.

July2019

PartI

BiomarkersandTheirRoleinDrugDevelopment

BiomarkersAreNotNew

IanDews

EnvestiaLtd.,Thame,Oxfordshire,UK

Introduction

Theword biomarker initsmedicalcontextisalittleover40yearsold.The firsteverusageofthistermwasbyKarpetsky,Humphrey,andLevyinthe April1977editionofthe JournaloftheNationalCancerInstitute,wherethey reportedthatthe“serumRNaselevel wasnotabiomarkereitherforthe presenceorextentoftheplasmacelltumor.”Fewnewwordshaveprovedso popular–arecentPubMedsearchlistsmorethan 810,676 publicationsthat useit! Partofthissuccesscanundoubtedlybeattributedtothefactthatthe wordgavealong-overduenametoaphenomenonthathasbeenaroundat leastsincetheseventhcenturybc,whenSushustra,the“fatherofAyurvedic surgery,”recordedthattheurineofpatientswithdiabetesattractedants becauseofitssweetness.However,althoughtheoriginsofbiomarkersare indeedancient,itisfairtopointoutthatthepaceofprogressoverthefirst 2500yearswassomewhatlessthanfrenetic.

Uroscopy

Becauseofitseasyavailabilityforinspection,urinewasformanycenturies thefocusofattention.Thefoundationofthe“science”ofuroscopyisgenerally attributedtoHippocrates(460–355bc)whohypothesizedthaturinewasa filtrateofthe“humors,”takenfromthebloodandfilteredthroughthekidneys, areasonablyaccuratedescription.Oneofhismoreastuteobservationswas thatbubblesonthesurfaceoftheurine(nowknowntobeduetoproteinuria)

BiomarkersinDrugDiscoveryandDevelopment:AHandbookofPractice,Application,andStrategy, SecondEdition.EditedbyRaminRahbari,JonathanVanNiewaal,andMichaelR.Bleavins. ©2020JohnWiley&Sons,Inc.Published2020byJohnWiley&Sons,Inc.

wereasignoflong-termkidneydisease.Galen(ad129–200),themost influentialoftheancientGreco-Romanphysicians,soughttomakeuroscopy morespecificbut,inreality,addedlittletothesubjectbeyondtheweightofhis reputation,whichservedtohinderfurtherprogressinthisasinmanyother areasofmedicine.

Fivehundredyearslater,TheophilusProtospatharius,anotherGreekwriter, tookanimportantsteptowardsthemodernworldwhenheinvestigatedthe effectsofheatingurine,thusdevelopingtheworld’sfirstmedicallaboratory test.Hediscoveredthatheatingurineofpatientswithsymptomsofkidneydiseasecausedcloudiness(infact,theprecipitationofproteins).Inthesixteenth century,Paracelsus(1493–1541)inSwitzerlandusedvinegartobringoutthe samecloudiness(acid,likeheat,willprecipitateproteins).

Eventscontinuedtomovebothfarthernorthandclosertomodernitywhenin 1695FrederickDeckersofLeidenintheNetherlandsidentifiedthiscloudiness asresultingfromthepresenceofalbumin.Theloopwasfinallyclosedwhen RichardBright(1789–1858),aphysicianatGuy’sHospitalinLondon,made theassociationbetweenproteinuriaandautopsyfindingsofabnormalkidneys.

TheprogressfromHippocrates’sbubblestoBright’sdiseaserepresentsthe successfulsideofuroscopy,butotheraspectsofthesubjectnowstrikeusasa mixtureofcommonsenseandbizarresuperstition.Thetechniqueofcollecting urinewasthoughttobeofparamountimportanceforaccurateinterpretation. Intheeleventhcentury,IsmailofJurjaniinsistedonafull24-hourcollectionof urineinavesselthatwaslargeandclean(verysensible)andshapedlikeabladder,sothattheurinewouldnotloseits“form”(notatallsensible).Hisadvice tokeepthesampleoutofthesunandawayfromheatcontinues,however,to bewisecounseleventoday.

GillesdeCorbeil(1165–1213),physiciantoKingPhilipAugustusofFrance, recordeddifferencesinsedimentandcolorofurinewhichherelatedto20 differentbodilyconditions.Healsoinventedthematula,orjorden,aglassvesselthroughwhichthecolor,consistency,andclarityofthesamplecouldbe assessed.Shapedlikeabladderroundedatthebottomandmadeofthinclear glass,thematulawastobeheldupintheright(nottheleft)handforcareful inspectionagainstthelight.DeCorbeiltaughtthatdifferentareasofthebody wererepresentedbytheurineindifferentpartsofthematula.Theseconnections,whichbecameevermorecomplex,wererecordedonuroscopycharts thatwerepublishedonlyinLatin,thusensuringthattheknowledgeandits well-rewardeduseintreatingwealthypatientswereconfinedonlytoappropriatelyeducatedmen.Tofurtherthiseducation,deCorbeil,inhisroleasa professorattheMedicalSchoolofSalerno,setouthisownideasandthoseof theancientGreekandPersianwritersinaworkcalled PoemontheJudgment ofUrines,whichwassettomusicsuchthatmedicalstudentscouldmemorize itmoreeasily.Itremainedpopularforseveralcenturies.

BloodPressure

Oneofthefirstdeviationsfromtheusageofurineinthesearchformarkers offunctionanddiseasecamein1555withthepublicationofabookcalled Sphygmicaeartisiammilleducentosannosperditae&desiderataeLibriV bya physiciannamedJózefStru´s(betterknownbyhisLatinizedname,Iosephus Struthius)fromPoznán,Poland.Inthis366-pagework,Struthiusdescribed placingincreasingweightsontheskinoveranarteryuntilthepulsewasno longerabletolifttheload.Theweightneededtoachievethisgaveacrudemeasureofwhathecalled“thestrengthofthepulse”or,aswewouldcallittoday, bloodpressure.

Earlyattemptsatquantitativemeasurementofbloodpressurehadtobemade onanimalsratherthanonhumansubjectsbecauseoftheinvasivenessofthe technique.Thefirstrecordedsuccesswiththesetechniquesdatesfrom1733, whentheReverendStephenHales,aBritishveterinarysurgeon,insertedabrass pipeintoahorse’sarteryandconnectedthepipetoaglasstube.Halesobserved thebloodrisinginthetubeandconcludednotonlythattherisewasduetothe pressureofthebloodinthearterybutalsothattheheightoftherisewasa measureofthatpressure.

By1847,experimentaltechniquehadprogressedtothepointwhereitwas feasibletomeasurebloodpressureinhumans,albeitstillinvasively.CarlLudwiginsertedbrasscannulasdirectlyintoanarteryandconnectedthemvia furtherbrasspipeworktoaU-shapedmanometer.Anivoryfloatonthewater inthemanometerwasarrangedtomoveaquillagainstarotatingdrum,and theinstrumentwasknownasa kymograph (“wave-writer”inGreek).

Meanwhile,in1834,JulesHérissonhaddescribedhis sphygmomètre,which consistedofasteelcupcontainingmercury,coveredbyathinmembrane,with acalibratedglasstubeprojectingfromit.Themembranewasplacedoverthe skincoveringanartery,andthepressureinthearterycouldbegaugedfromthe movementsofthemercuryintotheglasstube.

Althoughminorimprovementsweresuggestedbyanumberofauthorsover thenextfewyears,creditfortheinventionofthetrue sphygmomanometer goestoSamuelSiegfriedKarlRittervonBasch,whoseoriginal1881model usedwaterinboththecuffandthemanometertube.Fiveyearslater,Scipione Riva-Rocciintroducedanimprovedversioninwhichaninflatablebagin thecuffwasconnectedtoamercurymanometer,butneitheroftheseearly machinesattractedwidespreadinterest.Onlyin1901,whenthefamous AmericansurgeonHarveyCushingbroughtbackoneofRiva-Rocci’smachines onhisreturnfromatriptoItalydidnoninvasivebloodpressuremeasurement reallytakeoff.

Sphygmomanometersofthelatenineteenthcenturyreliedonpalpationof thepulseandsocouldonlybeusedtodeterminesystolicbloodpressure.MeasurementofdiastolicpressureonlybecamepossiblewhenNikolaiKorotkoff

observedin1905thatcharacteristicsoundsweremadebytheconstrictionof thearteryatcertainpointsintheinflationanddeflationofthecuff.Thegreater accuracyallowedbyauscultationofthese Korotkoffsounds openedthewayfor themassiveexpansioninresearchworksonbloodpressurethatcharacterized thetwentiethcentury.

Imaging

Tophysicianskeentounderstandthehiddensecretsofthehumanbody,few ideashavebeenmoreappealingthanthedreamoflookingthroughtheskinto examinethetissuesbeneath.Themeansforachievingthisdidnotappearuntil alittleoveracenturyagoandthenverymuchbyaccident.Ontheeveningof8 November1895,WilhemRoentgen,aGermanphysicistworkingattheUniversityofWürzburg,noticedthatlightwascomingfromfluorescentmaterialinhis laboratoryandworkedoutthatthiswastheresultofradiationescapingfrom ashieldedgasdischargetubewithwhichhewasworking.Hewasfascinated bytheabilityofthisradiationtopassthroughapparentlyopaquematerialsand promptlysetaboutinvestigatingitspropertiesinmoredetail.Whileconductingexperimentswithdifferentthicknessesoftinfoil,henoticedthatiftherays passedthroughhishand,theycastashadowofthebones.

Havingseenthepotentialmedicalusesforhisnewdiscovery,Roentgen immediatelywroteapaperentitled“Onanewkindofray:apreliminary communication”fortheWürzburgPhysicalMedicalSociety,reprintsofwhich hesenttoanumberofeminentscientistswithwhomhewasfriendly.Oneof these,FranzExnerofVienna,wasthesonoftheeditorofthe ViennaPresse, andhencethenewswaspublishedquickly,firstinthatpaperandthenacross Europe.Whereasweareinclinedtobelievethatrapidpublicationisafeature oftheInternetage,theVictorianswerenoslouchesinthismatter,andby24 January1896,areprintoftheWürzburgpaperhadappearedintheLondon Electrician,amajorjournalabletobringdetailsoftheinventiontoamuch widertechnicalaudience.

Thespeedoftheresponsewasremarkable.Manyphysicslaboratoriesalready hadgasdischargetubes,and,withinamonth,physicistsinadozencountries werereproducingRoentgen’sfindings.EdwinFrostproducedanX-rayimage ofapatient’sfracturedwristforhisphysicianbrother,GilmonFrost,atDartmouthCollegeintheUnitedStates,whileatMcGillUniversityinMontreal, JohnCoxusedthenewraystolocateabulletinagunshotvictim’sleg.Similar resultswereobtainedincitiesasfarapartasCopenhagen,Prague,andRijekain Croatia.Inevitably,noteveryonewasinitiallyquitesoimpressed; TheLancet of 1February1896,expressedconsiderablesurprisethattheBelgianshaddecided tobringX-raysintopracticaluseinhospitalsthroughoutthecountry! Nevertheless,itwassoonclearthatamajornewdiagnostictoolhadbeenpresented

tothemedicalworld,andtherewaslittlesurprisewhenRoentgenreceiveda NobelPrizeinPhysicsin1901.

Meanwhile,inMarch1896,HenriBecquerel,ProfessorofPhysicsatthe MuséumNationald’HistoireNaturelleinParis,whileinvestigatingRoentgen’s work,wrappedafluorescentmineral,potassiumuranylsulfate,inphotographicplatesandblackmaterialinpreparationforanexperimentrequiring brightsunlight.However,aperiodofdullweatherintervened,and,priorto performingtheexperiment,Becquerelfoundthatthephotographicplates werefullyexposed.Thisledhimtowritethis:“Onemustconcludefromthese experimentsthatthephosphorescentsubstanceinquestionemitsrayswhich passthroughtheopaquepaperandreducesilversalts.”Becquerelreceived aNobelPrize,whichhesharedwithMarieandPierreCurie,in1903,butit wastobemanyyearsbeforetheuseofspontaneousradioactivityreached maturityinmedicalinvestigationinsuchapplicationsasisotopescanningand radioimmunoassay.

TheuseofafluoroscopicscreenonwhichX-raypicturesaretobeviewedwas implicitinRoentgen’soriginaldiscoveryandsoonbecamepartoftheroutine equipmentnotonlyofhospitalsbutevenofshoeshops,wherelargenumbers ofchildren’sshoefittingswerecarriedoutinthedaysbeforethetruedangersofradiationwereappreciated.However,thegreatestvalueofthereal-time viewingapproachemergedonlyfollowingtheintroductionofelectronicimage intensifiersbyPhilipsin1955.

WithinmonthsoftheintroductionofplanarX-rays,physicianswereaskingforatechniquethatwoulddemonstratethebodyinthreedimensions.This challengewastakenupbyseveralscientistsindifferentcountries,butbecause ofthedeeplyingrainedhabitofreviewingonlythenational,nottheinternational,literature,theyremainedignorantofeachother’sprogressformany years.

CarlMayer,aPolishphysician,firstsuggestedtheideaoftomography in1914.André-Edmund-MarieBocageinFrance,GustavGrossmannin Germany,andAllesandroVallebonainItalyalldevelopedtheideafurtherand builttheirownequipment.GeorgeZiedsesdesPlantesintheNetherlands pulledallthesestrandstogetherinthe1930sandisgenerallyconsideredthe founderofconventionaltomography.

Furtherprogresshadtowaitforthedevelopmentofpowerfulcomputers, anditwasnotuntil1972thatGodfreyHounsfield,anengineeratEMI (EMIRecordsLtd.,aBritishTransnationalconglomerate),designedthefirst computer-assistedtomographicdevice,theEMIscanner,installedatAtkinson MorleyHospital,London,anachievementforwhichhereceivedbothaNobel Prizeandaknighthood.

ParallelwiththeseadvancesinX-rayimagingwereongoingattempts tomakesimilaruseofthespontaneousradioactivitydiscoveredbyBecquerel.In1925,HerrmanBlumgartandOttoYensmadethefirstuseof

radioactivityasabiomarkerwhentheyusedbismuth-214todeterminethe arm-to-armcirculationtimeinpatients.Sodium-24,thefirstartificially createdbiomarkerradioisotope,wasusedbyJosephHamiltontoinvestigate electrolytemetabolismin1937.

UnlikeX-rays,however,radiationfromisotopesweakenoughtobesafewas notpowerfulenoughtocreateanimagemerelybylettingitfallonaphotographicplate.ThisproblemwassolvedwhenHalAngeroftheUniversityof California,buildingontheefficient γ-raycapturesystemusinglargeflatcrystalsofsodiumiodidedopedwiththalliumdevelopedbyRobertHofstadterin 1948,constructedthefirstgammacamerain1957.

Thedesireforthree-dimensionalimagesthatledtotomographywith X-raysalsoinfluencedradioisotopeimaginganddrovethedevelopment ofsingle-photon-emissioncomputedtomography(SPECT)byDavidKuhl andRoyEdwardsin1968.Positron-emissiontomography(PET)alsobuilds imagesbydetectingenergygivenoffbydecayingradioactiveisotopesinthe formofpositronsthatcollidewithelectronsandproduce γ-raysthatshoot offinnearlyoppositedirections.Thecollisionscanbelocatedinspaceby interpretingthepathsofthe γ-rays,andthisinformationisthenconverted intoathree-dimensionalimageslice.ThefirstPETcameraforhumanstudies wasbuiltbyEdwardHoffman,MichaelTer-Pogossian,andMichaelPhelpsin 1973atWashingtonUniversity.Thefirstwhole-bodyPETscannerappearedin 1977.

Radiation,whetherfromX-raytubesorfromradioisotopes,cametobe recognizedashavingdangersbothforthepatientandforpersonneloperating theequipment,andeffortsweremadetodiscovermediathatwouldproduce imageswithoutthesedangers.Inthelate1940s,GeorgeLudwig,ajunior lieutenantattheNavalMedicalResearchInstituteinBethseda,Maryland, undertookexperimentsusingindustrialultrasonicflawdetectionequipment todeterminetheacousticimpedanceofvarioustissues,includinghuman gallstonessurgicallyimplantedintothegallbladdersofdogs.Hisobservations weredetailedina30-pageprojectreporttotheNavalMedicalResearch Institutedated16June1949,nowconsideredthefirstreportofitskindonthe diagnosticuseofultrasound.However,asubstantialportionofLudwig’swork wasconsideredclassifiedinformationbytheNavyandwasnotpublishedin medicaljournals.

Civilianresearchintowhatbecamethetwobiggestareasofearlyultrasonic diagnosis–cardiologyandobstetrics–beganinSwedenandScotland, respectively,bothmakinguseofgadgetryinitiallydesignedforshipbuilding. In1953,IngeEdler,acardiologistatLundUniversity,collaboratedwithCarl HellmuthHertz,agraduatestudentinthedepartmentofnuclearphysicswho wasfamiliarwithusingultrasonicreflectoscopesfornondestructivematerials testing,andtogethertheydevelopedtheideaofusingthismethodinthefield ofmedicine.Theymadethefirstsuccessfulmeasurementofheartactivityon

9 29October1953,usingadeviceborrowedfromKockums,aMalmöshipyard. On16Decemberofthesameyear,themethodwasusedtogenerateanecho encephalogram.EdlerandHertzpublishedtheirfindingsin1954.

Ataroundthesametime,IanDonaldoftheGlasgowRoyalMaternityHospitalstruckuparelationshipwithboilermakersBabcock&WilcoxinRenfrew, whereheusedtheirindustrialultrasoundequipmenttoconductexperiments assessingtheultrasoniccharacteristicsofvarious invitro preparations.With fellowobstetricianJohnMacVicarandmedicalphysicistTomBrown,Donald refinedtheequipmenttothepointwhereitcouldbeusedsuccessfullyonlive volunteerpatients.Thesefindingswerereportedin TheLancet on7June1958, as“Investigationofabdominalmassesbypulsedultrasound.”

Nuclearmagneticresonance(NMR)inmoleculeswasfirstdescribedby IsidorRabiin1938.HisworkwasfollowedupeightyearslaterbyFelixBloch andEdwardMillsPurcell,who,workingindependently,noticedthatmagnetic nucleisuchashydrogenandphosphorus,whenplacedinamagneticfieldof aspecificstrength,absorbradio-frequencyenergy,asituationdescribedas being“inresonance.”

Forthenext20years,NMRfoundpurelyphysicalapplicationsinchemistry andphysics,anditwasnotuntil1971thatRaymondDamadianshowedthat thenuclearmagneticrelaxationtimesofdifferenttissues,especiallytumors, differed,thusraisingthepossibilityofusingthetechniquetodetectdisease. Magneticresonanceimaging(MRI)wasfirstdemonstratedonsmalltesttube samplesin1973byPaulLauterbur,andin1975RichardErnstproposedusing phaseandfrequencyencodingandtheFouriertransform,thetechniquethat stillformsthebasisofMRI.

Thefirstcommercialnuclearmagneticimagingscannerallowingimaging ofthebodyappearedin1980usingErnst’stechnique,whichallowedasingle imagetobeacquiredinapproximatelyfiveminutes.By1986,theimagingtime wasreducedtoaboutfivesecondswithoutcompromisingonimagequality.In thesameyear,theNMRmicroscopewasdeveloped,whichallowedapproximately10-mmresolutiononapproximately1-cmsamples.In1993,functional magneticresonanceimaging(fMRI)wasdeveloped,thuspermittingthemappingoffunctioninvariousregionsofthebrain.

Electrocardiography

Roentgen’sdiscoveryofX-raysgrewoutofthedetailedinvestigationof electricitythatwasacorescientificconcernofthenineteenthcentury,andit islittlesurprisethatinvestigatorsalsotookakeeninterestintheelectricity generatedbythehumanbodyitself.ForemostamongthesewasWillem Einthoven.Beforehisdays,althoughitwasknownthatthebodyproduced electricalcurrents,thetechnologywasinadequatetomeasureorrecord

themwithanysortofaccuracy.Startingin1901,Einthoven,aprofessorat theUniversityofLeiden,conductedaseriesofexperimentsusingastring galvanometer.Inhisdevice,electriccurrentspickedupfromelectrodeson thepatient’sskinpassedthroughathinfilamentrunningbetweenverystrong electromagnets.Theinteractionoftheelectricandmagneticfieldscausedthe filamentor“string”tomove,andthiswasdetectedbyusingalighttocasta shadowofthemovingstringontoamovingrollofphotographicpaper.

Itwasnot,atfirst,aneasytechnique.Theapparatusweighed600lb,including thewatercirculationsystemessentialforcoolingtheelectromagnets,andwas operatedbyateamoffivetechnicians.Overthenexttwodecades,Einthoven graduallyrefinedhismachineandusedittoestablishtheelectro-cardiographic (ECG)featuresofmanydifferentheartconditions,workthatwaseventually recognizedwithaNobelPrizein1924.

AstheECGbecamearoutinepartofmedicalinvestigations,itwasrealized thatasystemthatgaveonlya“snapshot”ofafewsecondsoftheheart’sactivity couldbeunhelpfulorevenmisleadingintheinvestigationofintermittentconditionssuchasarrhythmias.ThisproblemwasaddressedbyNormanHolter,an Americanbiophysicist,whocreatedhisfirstsuitcase-sized“ambulatory”monitorasearlyas1949,butwhosetechniqueisdatedinmanysourcestothemajor paperthathepublishedonthesubjectin1957,andotherauthorsciteaneven later,1961publication.

Hematology

Thescientificexaminationofbloodinordertolearnmoreaboutthehealth ofthepatientcanbedatedto1642,whenAnthonyvanLeeuwenhoekfirst observedbloodcellsthroughhisnewlyinventedmicroscope.Progresswasat firstslow,anditwasnotuntil1770thatleucocyteswerediscoveredbyWilliam Hewson,anEnglishsurgeon,whoalsoobservedthatredcellswereflatrather thanspherical,ashadearlierbeensupposed.

Associationofbloodcellcountswithclinicalillnessdependedonthe developmentofatechnicalmethodbywhichbloodcellscouldbecounted.In 1852,KarlVierordtattheUniversityofTübingendevelopedsuchatechnique, which,althoughtootediousforroutineuse,wasusedbyoneofhisstudents, H.Welcher,tocountredbloodcellsinapatientwith“chlorosis”(anoldword forwhatisprobablyourmoderniron-deficiencyanemia).Hefound,in1854, thatananemicpatienthadsignificantlyfewerredbloodcellsthandidanormal person.Platelets,thethirdmajorcellularconstituentofblood,wereidentified in1862byaGermananatomist,MaxSchultze.

Remarkably,allthesediscoveriesweremadewithoutthebenefitofcellstaining,anaidtomicroscopicvisualizationthatwasnotintroduceduntil1877in PaulEhrlich’sdoctoraldissertationattheUniversityofLeipzig.Themovement

ofbloodcellstudiesfromtheresearchlaboratorytoroutinesupportofpatient careneededafastandautomatictechniqueforseparatingandcountingcells, whichwaseventuallyprovidedbytheCoulterbrothers,WallaceandJoseph.In 1953theypatentedamachinethatdetectedthechangeinelectricalconductanceofasmallapertureasfluidcontainingcellswasdrawnthrough.Cells, beingnonconductingparticles,altertheeffectivecrosssectionoftheconductivechannelandsosignalboththeirpresenceandtheirsize.

Analternativetechnique,flowcytometry,wasalsodevelopedinstages betweenthelate1940sandtheearly1970s.FrankGuckeratNorthwestern Universitydevelopedamachineforcountingbacteriainalaminarstreamofair duringWorldWarIIandusedittotestgasmasks,theworksubsequentlybeing declassifiedandpublishedin1947.LouisKamentskyatIBMLaboratories andMackFulwylerattheLosAlamosNationalLaboratoryexperimented withfluidicswitchingandelectrostaticcelldetectors,respectively,andboth describedcellsortersin1965.Themodernapproachofdetectingcellsstained withfluorescentantibodieswasdevelopedin1972byLeonardHerzenbergand histeamatStanfordUniversity,whocoinedtheterm fluorescence-activated cellsorter (FACS).

BloodandUrineChemistry

Aswithhematology,realprogressinmeasuringthechemicalconstituentsof plasmadependedlargelyonthedevelopmentofthenecessarytechnology.Until suchtechniquesbecameavailable,however,ingenioususewasmadeofbioassays,developedinlivingorganismsorpreparationsmadefromthem,todetect andinsomecasesquantifycomplexmolecules.Agoodexampleofthisisthe detectionofhumanchorionicgonadotrophin(hCG)inurineasatestforpregnancy.SelmarAschheimandBernhardZondekinBerlin,whofirstisolatedthis hormonein1928,wentontodevisetheAschheim–Zondekpregnancytest, whichinvolvedfivedaysofinjectingurinefromthepatientrepeatedlyintoan infantilefemalemousewhichwassubsequentlykilledanddissected.ThefindingofovulationinthemouseindicatedthattheinjectedurinecontainedhCG andmeantthatthepatientwaspregnant.

Intheearly1940s,themousetestgavewaytothefrogtest,introducedby LancelotHogbeninEngland.Thiswasaconsiderableimprovement,inthat injectionofurineorserumfromapregnantwomanintothedorsallymphsac ofthefemaleAfricanclawedfrog(Xenopuslaevis)resultedinovulationwithin 4–12hours.Althoughthistestwasknowntogivearelativelyhighproportion offalsenegatives,itwasregardedasanoutstandingstepforwardindiagnosis. Onestoryfromthe1950srecountsthatwithregardtothepossiblepregnancyof aparticularpatient,“opinionsweresoughtfromanexperiencedgeneralpractitioner,aneminentgynecologist,andafrog;onlythefrogprovedtobecorrect.”

Pregnancytesting,andmanyother“biomarker”activities,subsequently movedfromout-and-outbioassaystothe“halfwayhouse”ofimmunological testsbasedonantibodiestothetestcompoundgeneratedinaconvenient speciesbutthenusedinan exvivo laboratorysetting,andin1960ahemagglutinationinhibitiontestforpregnancywasdevelopedbyLeifWideandCarl GemzellinUppsala.

Notallimmunereactionscanbemadetomodulatehemagglutination,anda problemwiththedevelopmentofimmunoassayswasfindingasimplewayto detectwhethertherelevantantibodyorantigenwaspresent.Oneanswerlay intheuseofradiolabeledreagents.Radioimmunoassaywasfirstdescribedina paperbyRosalynSussmanYalowandSolomonBersonpublishedin1960.

Radioactivityisdifficulttoworkwithbecauseofitssafetyconcerns,soan alternativewassought.Thiscamewiththerecognitionthatcertainenzymes (suchasABTSor3,3′ ,5,5′ -tetramethylbenzidine)whichreactwithappropriate substratestogiveacolorchangecouldbelinkedtoanappropriateantibody. ThislinkingprocesswasdevelopedindependentlybyStratisAvrameasandG.B. Pierce.Sinceitisnecessarytoremoveanyunboundantibodyorantigenby washing,theantibodyorantigenmustbefixedtothesurfaceofthecontainer, atechniquefirstpublishedbyWideandPorathin1966.

In1971,PeterPerlmannandEvaEngvallatStockholmUniversity,aswell asAntonSchuursandBaukevanWeemenintheNetherlands,independently publishedpapersthatsynthesizedthisknowledgeintomethodstoperform enzyme-linkedimmunosorbentassay(ELISA).

Afurthersteptowardphysicalmethodswasthedevelopmentofchromatography.Thewordwascoinedin1903bytheRussianbotanistMikhailTswettto describehisuseofaliquid–solidformofatechniquetoisolatevariousplant pigments.Hisworkwasnotwidelyacceptedatfirst,partlybecauseitwaspublishedinRussianandpartlybecauseArthurStollandRichardWillstätter,a muchbetter-knownSwiss–Germanresearchteam,wereunabletorepeatthe findings.

However,inthelate1930sandearly1940s,ArcherMartinandRichard SyngeattheWoolIndustriesResearchAssociationinLeedsdevisedaform ofliquid–liquidchromatographybysupportingthestationaryphase,inthis casewater,onsilicagelintheformofapackedbedandusedittoseparate someacetylaminoacidsderivedfromwool.Their1941paperincludeda recommendationthattheliquidmobilephasebereplacedwithasuitablegas thatwouldacceleratethetransferbetweenthetwophasesandprovidemore efficientseparation:thefirstmentionoftheconceptofgaschromatography. Infact,theirinsightwentevenfurther,inthattheyalsosuggestedtheuseof smallparticlesandhighpressurestoimprovetheseparation,thestartingpoint forhigh-performanceliquidchromatography(HPLC).

Gaschromatographywasthefirstoftheseconceptstobetakenforward. ErikaCremerworkingwithFritzPriorinGermanydevelopedgas–solid

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