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General rights Copyright and moral rights for the publications made accessible in the public portal are retained by the authors and/or other copyright owners and it is a condition of accessing publications that users recognise and abide by the legal requirements associated with these rights. Users may download and print one copy of any publication from the public portal for the purpose of private study or research. You may not further distribute the material or use it for any profit-making activity or commercial gain You may freely distribute the URL identifying the publication in the public portal If you believe that this document breaches copyright please contact us providing details, and we will remove access to the work immediately and investigate your claim. Downloaded from orbit.dtu.dk on: Feb 17, 2021 Glioblastoma adaptation traced through decline of an IDH1 clonal driver and macro- evolution of a double-minute chromosome Favero, Francesco; McGranahan, Nicholas; Salm, Maximilian P.; Birkbak, Nicolai Juul; Sanborn, J. Zachary ; Benz, Stephen C. ; Becq, Jennifer; Peden, John F. ; Kingsbury, Zoya ; Grocok, Russell J. Total number of authors: 11 Published in: Annals of Oncology Link to article, DOI: 10.1093/annonc/mdv127 Publication date: 2015 Document Version Publisher's PDF, also known as Version of record Link back to DTU Orbit Citation (APA): Favero, F., McGranahan, N., Salm, M. P., Birkbak, N. J., Sanborn, J. Z., Benz, S. C., Becq, J., Peden, J. F., Kingsbury, Z., Grocok, R. J., & Eklund, A. C. (2015). Glioblastoma adaptation traced through decline of an IDH1 clonal driver and macro-evolution of a double-minute chromosome. Annals of Oncology, 26(5), 880-887. https://doi.org/10.1093/annonc/mdv127

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Page 1: Glioblastoma adaptation traced through decline of an IDH1 ...€¦ · 11Centre for Evolution and Cancer, The Institute of Cancer Research, London, United Kingdom 12Children's Hospital

General rights Copyright and moral rights for the publications made accessible in the public portal are retained by the authors and/or other copyright owners and it is a condition of accessing publications that users recognise and abide by the legal requirements associated with these rights.

Users may download and print one copy of any publication from the public portal for the purpose of private study or research.

You may not further distribute the material or use it for any profit-making activity or commercial gain

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Downloaded from orbit.dtu.dk on: Feb 17, 2021

Glioblastoma adaptation traced through decline of an IDH1 clonal driver and macro-evolution of a double-minute chromosome

Favero, Francesco; McGranahan, Nicholas; Salm, Maximilian P.; Birkbak, Nicolai Juul; Sanborn, J.Zachary ; Benz, Stephen C. ; Becq, Jennifer; Peden, John F. ; Kingsbury, Zoya ; Grocok, Russell J.Total number of authors:11

Published in:Annals of Oncology

Link to article, DOI:10.1093/annonc/mdv127

Publication date:2015

Document VersionPublisher's PDF, also known as Version of record

Link back to DTU Orbit

Citation (APA):Favero, F., McGranahan, N., Salm, M. P., Birkbak, N. J., Sanborn, J. Z., Benz, S. C., Becq, J., Peden, J. F.,Kingsbury, Z., Grocok, R. J., & Eklund, A. C. (2015). Glioblastoma adaptation traced through decline of an IDH1clonal driver and macro-evolution of a double-minute chromosome. Annals of Oncology, 26(5), 880-887.https://doi.org/10.1093/annonc/mdv127

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©TheAuthor2015.PublishedbyOxfordUniversityPressonbehalfoftheEuropeanSocietyforMedicalOncology.ThisisanOpenAccessarticledistributedunderthetermsoftheCreativeCommonsAttributionNon‐CommercialLicense(http://creativecommons.org/licenses/by‐nc/4.0/),whichpermitsnon‐commercialre‐use,distribution,andreproductioninanymedium,providedtheoriginalworkisproperlycited.Forcommercialre‐use,[email protected]

GlioblastomaadaptationtracedthroughdeclineofanIDH1clonaldriver

andmacroevolutionofadoubleminutechromosome

FrancescoFavero1,2,*,NicholasMcGranahan1,3,*,MaximilianSalm1,*,Nicolai

J.Birkbak1,4,*,J.ZacharySanborn5,StephenC.Benz5,JenniferBecq6,JohnF.

Peden6,ZoyaKingsbury6,RussellJ.Grocok6,SeanHumphray6,David

Bentley6,BradleySpencer‐Dene1,AliceGutteridge4,MichaelBrada7,8,Stupp

Roger9,Pierre‐YvesDietrich10,TimForshew4,MarcoGerlinger1,11,Andrew

Rowan1,GordonStamp1,AronC.Eklund2,ZoltanSzallasi2,12,13,Charles

Swanton1,4

1CancerResearchUKLondonResearchInstitute,London,UnitedKingdom

2CenterforBiologicalSequenceAnalysis,DepartmentofSystemsBiology,

TechnicalUniversityofDenmark,Lyngby,Denmark

3CentreforMathematics&PhysicsintheLifeSciences&ExperimentalBiology

(CoMPLEX),UniversityCollegeLondon,London,UnitedKingdom

4UniversityCollegeLondonCancerInstitute,London,UnitedKingdom

5NantOmics,LLC,SantaCruz,CA,USA

6IlluminaLtd,Cambridge,UnitedKingdom

7DepartmentofMolecularandClinicalCancerMedicine,UniversityofLiverpool,

Liverpool,UnitedKingdom

8DepartmentofRadiationOncology,ClatterbridgeCancerCentreNHS

FoundationTrust,Bebington,UnitedKingdom

9DepartmentofOncology,UniversityHospitalZurich,Zürich,Switzerland

10CentreofOncology,UniversityHospitalsofGeneva,Switzerland

11CentreforEvolutionandCancer,TheInstituteofCancerResearch,London,

UnitedKingdom

12Children'sHospitalInformaticsProgramattheHarvard‐MITDivisionofHealth

SciencesandTechnology(CHIP@HST),HarvardMedicalSchool,Boston,MA,USA

13MTA‐SENAP,BrainMetastasisResearchGroup,HungarianAcademyof

Sciences,2ndDepartmentofPathology,SemmelweisUniversity,Budapest1091

Annals of Oncology Advance Access published March 2, 2015 by guest on M

arch 11, 2015http://annonc.oxfordjournals.org/

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Correspondenceto:Prof.CharlesSwanton,CancerResearchUKLondon

ResearchInstitute,44Lincoln'sInnFields,London,WC2A3LY,UnitedKingdom.

Phone:(+44)2072693463;Fax:(+44)2072693094;

[email protected]

*ContributedequallyAbstract:

Background

Glioblastoma(GBM)isthemostcommonmalignantbraincanceroccurringin

adults,andisassociatedwithdismaloutcomeandfewtherapeuticoptions.GBM

hasbeenshowntopredominantlydisruptthreecorepathwaysthroughsomatic

aberrations,renderingitidealforprecisionmedicineapproaches.

Methods

Wedescribea35year‐oldfemalepatientwithrecurrentGBMfollowingsurgical

removaloftheprimarytumor,adjuvanttreatmentwithtemozolomide,anda3‐

yeardisease‐freeperiod.Rapidwholegenomesequencing(WGS)ofthree

separatetumourregionsatrecurrencewasperformedandinterpretedrelative

toWGSoftworegionsoftheprimarytumour.

Results

Wefoundextensivemutationalandcopynumberheterogeneitywithinthe

primarytumour.WeidentifiedaTP53mutationandtwofocalamplifications

involvingPDGFRA,KITandCDK4,onchromosomes4and12.AclonalIDH1

R132Hmutationintheprimary,aknownGBMdriverevent,wasdetectableat

onlyverylowfrequencyintherecurrenttumour.Aftersubclonaldiversification,

evidencewasfoundforawholegenome‐doublingeventandatranslocation

betweentheamplifiedregionsofPDGFRA,KITandCDK4,encodedwithina

doubleminutechromosomealsoincorporatingmiR26a‐2.TheWGSanalysis

uncoveredprogressiveevolutionofthedoubleminutechromosomeconverging

ontheKIT/PDGFRA/PI3K/mTORaxis,supersedingtheIDH1mutationin

dominanceinamutuallyexclusivemanneratrecurrence,consequentlythe

patientwastreatedwithimatinib.Despiterapidsequencingandcancer‐genome

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guidedtherapyagainstamplifiedoncogenes,thediseaseprogressed,andthe

patientdiedshortlyafter.

Conclusions

ThiscaseshedslightonthedynamicevolutionofaGBMtumor,definingthe

originsofthelethalsubclone,themacroevolutionarygenomiceventsdominating

thediseaseatrecurrenceandthelossofaclonaldriver.Evenintheeraofrapid

WGSanalysis,casessuchasthisillustratethesignificanthurdlesforprecision

medicinesuccess.

Keywords:

Glioblastoma,multiregionsequencing,intratumourheterogeneity,double

minute

Key Message: "In a glioblastoma tumour with multiregion sequencing before and 

after recurrence, we find an IDH1 mutation that is clonal in the primary but lost at 

recurrence. We also describe the evolution of a double minute chromosome 

encoding regulators of the PI3K signaling axis that dominates at recurrence, 

highlighting the challenges of an evolving and dynamic oncogenic landscape for 

precision medicine." 

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Introduction

Glioblastoma(GBM)isthemostcommonmalignantbraincanceroccurringin

adultsandisassociatedwithpoorprognosisandamedianoverallsurvivalof

only15months[1].NearlyallGBMtumoursrecuraftersurgery,radiotherapy

andchemotherapy,withamediantimetorecurrenceof7months[1].

Accumulatingevidencesuggeststhattreatmentfailureincancermaybedriven

byintratumourheterogeneity(ITH)andbranchedtumourevolutioninvolving

geneticallydistinctsubclones[2].Recentstudieshavedocumentedwidespread

ITHinGBM.Sottorivaetal[3]foundthateachindividualtumourcanharbour

multipledistinctcopy‐numberprofilesandtranscriptomicsubtypes

simultaneously.Johnsonetal[2]revealedspatialandtemporalheterogeneityin

GBM,confirmedtheimportanceofTP53andIDH1asearlydrivermutations[4,

5],anddemonstratedtheimpactoftemozolomide(TMZ)treatmentontumour

evolution,with6of10tumoursshowingevidenceofTMZ‐induced

hypermutationatrecurrence.

InordertofullyassessITHwithinthelife‐historyofasingletumourandattempt

toofferthepatientacancergenome‐guidedtherapy,weimplementedrapid

multi‐regionwhole‐genomesequencing(WGS)inapatientwithrecurrentGBM.

ThisanalysisrevealsthetemporalandspatialevolutionofaGBMtumour,

definingtheoriginsofthelethalsubclonefromasubcloneintheprimarytumour

andtheassociatedmacroevolutionarygenomiceventsdominatingthediseaseat

recurrence,confoundingtreatmentsuccess.

Methods

Ethics

WritteninformedconsentwasobtainedfromthepatientintheHospitaux

UniversitairesdeGeneve“Analysedelareponseimmunologiquecontreles

tumeurscerebrales”translationalapprovedprotocolIRB03‐126.Tumour

materialwasanalysedundertheUCL‐CancerInstituteandPathologybiobank

(UCLHRTB10/H1306/42).Thepatientprovidedwritteninformedconsentto

tumoursequencinganalysiswithinacompassionatesetting.Thestudywas

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conductedaccordingtotheprovisionsoftheDeclarationofHelsinkiandthe

GoodClinicalPracticeGuidelinesoftheInternationalConferenceon

Harmonization.

WGSdataprocessingandanalysis

WGSwasperformedbyIllumina,UK.Mutationcallingandfilteringwas

performedusingVarScan2asdescribed[6],annotationofcodingmutationswere

performedusingANNOVAR[7].Structuralvariant(SV)breakpointmechanism

classificationwasperformedaccordingtothecriteriadefinedinYangetal[8].

Reconstructionoftheputativedoubleminutechromosomeswasperformedas

describedinSanbornetal[9]andbreakpointsmappingtothefocal

amplificationswerevalidatedbyPCRandSangerSequencing.Copynumber

variation(CNV)analysiswasperformedontheWGSdata.Purity,ploidyand

allele‐specificcopynumberestimateswereobtainedwithSequenza[10].Clonal

analysiswasperformedasdescribedinBollietal[11],estimatingthecancer

cellfraction(CCF)byintegratingvariantallelefrequencyestimateswithcopy

number,purityandploidyestimates.Singlesampleandmulti‐sampleDirichlet

processclusteringwasperformedusingtheDPpackageRpackage[12].Inthis

work,mutationsarereferredtoas“subclonal”iftheirCCFindicatestheyare

presentinonlyasubsetofcancercellswithinagivensample(CCF<1).

Mutationspresentinallcancercellsofagivensample(CCF=1)arereferredto

as“clonal”.Genomedoublingwasdeterminedfromthecomparisonofthe

sequencingofthegradeIIandthegradeIVregionsandbyconsideringthe

mutationslocatedintheportionofthegenomewhereacleardoublingofthe

numberofalleleswasdetected,seeSupplementaryInformationfordetails.All

dataanalysiswasperformedinRversion3.0.2,allp‐valuesaretwo‐sided.

Results

Clinicalcasereport

A35‐year‐oldfemalepresentedwithpartialcomplexseizuresinJanuary2007,

increasinginfrequencyafterthedeliveryofhersecondchildinSeptember2007

(Figure1A).MRIcarriedoutinJune2008,revealedarighttemporalmass

(6x6.7x4.5cm)withslightcontrastenhancement.Sheunderwentcomplete

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removalofthetumouronJuly3rd,2008andthediagnosisofWHOgradeIV

astrocytoma(GBM)wasestablished(thetumourconsistedofagradeIIand

gradeIVhistologicalcomponents).Shereceivedconcomitanttreatmentwith

irradiation(60Gyin30fractions)andTMZ,followedby6monthlycyclesofTMZ

(200mg/m2D1‐D5)untilMarch2009.Shewasfreeofsymptomsfortwoyears

butpartialseizuresreappearedinearly2011.AfurtherMRIshowedamultifocal

recurrenceintherighttemporalareaextendingtothethalamusandthecorpus

callosum.Consideringthelongdiseasefreeinterval(3years)betweenfirst

treatmentandrecurrence,TMZatasimilardoseandschedulewasprescribed

again.

InMarch2012,shepresentedwithacuteheadacheandintracranial

hypertension.MRIshowedmassiveprogressionmainlyintherightfrontalarea

withriskofherniation.SheunderwentpartialremovalofthetumouronMarch

29th,2012.ThehistologyconfirmedgradeIVastrocytomawithMGMTgene

promotermethylation.ShereceivedbevacizumabandTMZ;aftertransient

clinicalimprovement,herclinicalconditiondeterioratedandTMZwasreplaced

by800mgimatinibdaily,guidedbytheWGSdata,sequencedandreported

within7daysbyIllumina,indicatingamplificationofKITandPDGFRA.The

tumourprogressedrapidlyontherapyandshedied3monthsafterthe2nd

surgicaldebulkingprocedure.

Wholegenomesequencing

Archivalformalinfixedparaffinembedded(FFPE)specimensofthegradeIIand

IVprimarysamplesalongwiththreefresh‐frozensamplesfromtherecurrence

andagermlinereferencewereWGStoadepthof30X(~1.3x106pairedreads

persample;TableS1inSupplementaryInformation).Thethreerecurrence

regionswerehomogeneousattheSNVlevelindicatinglimitedclonalvariationin

therecurrence,howevertheSNVcallingwashamperedbystromal

contamination(TableS1).The3recurrentregions,referredtoasA1,A2andA3,

respectively,weremergedinsilicoinasinglealignmentfile,termedAs,to

increasetheresolutionandimprovethecapacitytodefinetheevolutionary

trajectoryoftherecurrencespecimen.1271and1935high‐confidencesomatic

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silentandnon‐silentSNVswereidentifiedinthegradeIIandIVregions

respectively,and1435intherecurrencespecimen.WhencomparingthegradeII

andgradeIVtotherecurrence,thegradeIVshared338mutationswiththe

recurrencenotfoundinthegradeIIregion,whilethegradeIIonlyshared1

mutationwiththerecurrencenotfoundinthegradeIVregion(Figure1B,coding

mutationsonlyinFigureS1,detailedmutationinformationinSupplementary

File).GiventhatthegradeIIregionexhibitedfewerprivatemutations(69/1271,

Figure1B,1C),thisindicatesitmostcloselyresemblesthemostrecentcommon

ancestor(MRCA),andthattherecurrencespecimenevolvedfromthegradeIV

region.

ExtensivemutationalvariationfoundbetweengradeIIandgradeIV

regions

Severalclonalmutationswerefoundinbothprimarylesionssuggestingashared

clonalorigin.TheseincludeaTP53Y220Cmutation,aframeshiftmutationin

ATRX(K1871fs),andanIDH1mutation,R132H.Thesegeneshavepreviously

beendescribedasdrivereventsforGBM[4,13],andATRXmutationshasbeen

showntoco‐occurwithTP53andIDH1mutations[2],andtobeadriverof

alternativetelomerelengthening[14].ClusteringthemutationCCFsinthegrade

IIgradeIVregionsrevealedsixdistinctclusters(Figure1D).Mostmutations

wereidentifiedasclonalinbothprimarylesionsorasclonalinonebutmissing

fromtheother(clusters1,3and6).However,wealsofound202mutationsthat

wereclonalinthegradeIVbutsubclonalinthegradeII(cluster2),andtwo

clustersofmutations(4and5)thatweresubclonalinthegradeIVandabsentin

thegradeII.Thecluster2mutationslikelyrepresentapersistentsubclone

withinthegradeIIregionthatgaverisetothegradeIVregion,whileclusters4

and5mayhavearisenindependentlyinthegradeIV,consistentwithfurther

subclonalevolutionoccuringduringdiseaseprogression.

Primarytumourshowsheterogeneousacquisitionofcopynumberchanges

CNVandSVanalysesidentifiedanumberofsharedeventsintheprimaryregions

(SupplementaryTableS2),includingcopy‐neutrallossofheterozygosity(LOH)

onchromosome17pfollowingTP53mutation(FigureS2A‐B);CDK6andMET

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amplificationviagainof7q;andtwohighlevelfocalamplifications(FigureS3)of

4q12(encodingPDGFRAandKIT)and12q13.3‐q14.1(encodingCDK4,AVILand

miR‐26a‐2).

ITHwasalsodetectedbyCNVandSVanalyses(FigureS4):CDKN2A/Blossand

otherCNVs(gainof6p,19pand20p;lossof10q,12q,13,16q,17qand22)were

detectedonlyinthegradeIVsample.Furthermore,the4q12and12q13.3‐14.1

focalamplificationswerelinkedbynumeroustranslocationsinthegradeIVbut

notinthegradeIIsample(FigureS5,FigureS6).

Allele‐specificCNVanalysisrevealedthatthegradeIVregionwaspredominantly

tetraploid,whilethegradeIIregionwaslargelydiploid.Mutationsinthegrade

IVregionalsoexhibitedabimodalvariantallelefrequencydistribution

consistentwithagenome‐doubling(GD)event,exclusivelyinthegradeIVregion

(FigureS7).Aspreviouslyreported[15],GDispermissiveforchromosome

instability(CIN)andacceleratedcancergenomeevolution.ConsistentwithaGD

eventinthegradeIVregionfollowedbychromosomelossesduetoincreasing

CIN[15],flowcytometryonthefreshtissueofthethreerecurrencesamples,

revealedaDNA‐indexof1.60,1.58and1.55foreachrecurrenceregion(Figure

S8).

Chromosome4rearrangementsandevolutionofadoubleminute

chromosome

Copy‐numberanalysisoftherecurrencetumourrevealedfocalamplificationsin

4q12and12q13.3‐q14.1detectedinthegradeIVregion,withcomparablyhigh

copynumberandseeminglyidenticalbreakpoints(FigureS2C‐D,FigureS6).

AlthoughthegradeIIsamplealsosharedthe12q13.3‐q14.1amplification,the

entire4q‐armwasamplifiedinthissample.Structuralvariantanalysisrevealed

complexchromosomalre‐arrangementslinkingthe4q12and12q13.3‐q14.1

focalamplificationsinthehigher‐gradesamplesonly.Takentogether,these

featuresarereminiscentofadoubleminutechromosome,arelativelyfrequent

cytogeneticeventinGBM[9,16].

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Toinvestigatethisfurther,weemployedapreciseampliconreconstruction

method[9].Thisinvolvedtheidentificationofbreakpointsrelatedtothehighly

amplifiedregions,followedbytheconstructionofabreakpointgraphthatlinks

theamplifiedsegmentsandtheirassociatedbreakpoints,andafinalsearchfor

anoptimalpaththatcompletelytraversesthegraph(FigureS9).Inthefinal

solution,segmenttraversalnumbercorrelateswithobservedrelativecopy‐

numberofthesegment,andcircularpathsareindicativeofadoubleminute

chromosome.

Consistentwithadoubleminutechromosome,the4q12and12q13.3‐q14.1

amplificationsrevealedcircularpaths,indicatingdoubleminutechromosomesin

thegradeIVandrecurrencesamples(Figure2A‐B&S9A).Twochromosomal

intervals(Figure2A)repletewithputativedrivergenes(PDGFRA,KIT,CDK4,

AVILandmiR‐26a‐2)arere‐configuredintocircularassemblies.Figure2B

illustratestheoptimalpathsthataccountfortheobservedbreakpointsandhigh

copy‐numberamplifications.TheabsenceofthisstructureinthegradeIIsample

suggeststhatthe12q13.3‐q14.1focalamplificationprecededDMformation,

consistentwithabreakage‐bridgefusioncycle[17].However,L1elementsflank

the12q13.3‐q14.1amplification(datanotshown),precludingfurtherlocalSV

resolution.Therearenumerouspreciselysharedbreakpointsbetweenthe

doubleminutemodels,andallbreakpointstestedvalidated(Figure2C&S10),

whichsuggestsacommonoriginoftheextra‐chromosomalstructures.

Moreover,thebreakpointsexhibitfeaturesofnon‐homologousend‐joining[8]

whichmaybeindicativeofasinglechromothripticevent[18].

ToinvestigatetheoriginoftheDMs,weperformedhaplotypeanalysisinthe

gradeIVandrecurrenceDMs.Thiswasachievedusingallelefrequenciesof

heterozygousSNPslocatedintheDMlocus(SupplementaryInformation).

ConsistentwithasharedoriginoftheDMs,thealleliccompositionoftheDM

haplotypesappearstobeidenticalatthe4q12and12q13.3‐q14.1loci(Figure

S11).Moreover,theDMderivedfrombothhighercopy‐numberhaplotypes;

conversely,thehighercopy‐numberhaplotypeson4q12werepredominantly

lostinthesegmentsflankingtheDM.Suchapatternisconsistentwithshattering

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ofa“gained”chromosome4qfollowedby“rescue”ofoncogenicfragments

withintheDMandlossoftheremainderofthechromosome.

Double‐minutechromosomeisassociatedwithprogression

Wecomputedadistancematrixfromallthemutationsdetectedintheprimary

regionsandinthethreerecurrenceregions,establishingaphylogenetic

relationshipbetweenthesequencedregions.Thisconfirmedthattherecurrence

specimenwasmostsimilartothegradeIVregion,withtheDMlikelyarising

betweenthegradeIIandgradeIVregions(Figure3A).TheDMcarriesthe

putativeGBMdrivergeneAVIL[19],withamutationrestrictedtothegrade

IV/recurrencelineageandlinkedtothefocalamplificationviadiscordantpaired‐

endreadsaswellasexhibitingahighvariantallelefrequency(chr12:58204830;

FigureS2F).Additionally,theDMunifiesmultipleoncogeniccomponentsofthe

PI3Kpathway:PDGFRA,KIT,andaregulatorofPTEN(miR‐26a‐2)aswellas

CDK4(Figure2B).ToassessifthegradeIVtumourshowsincreasedactivationof

thePI3Kpathway,weperformedimmunohistochemistryagainstPDGFRA,PTEN

andcKITinthegradeIIandgradeIVtumours(Figure3B).Wefoundincreased

levelsofPDGFRA(215/300versus93/300,gradeIVversusgradeII)andcKIT

(222/300versus31/300)inthegradeIVtumour,butnodifferenceinthePTEN

levels(34/300versus23/300).ThissuggeststhatPTENisdeactivatedinboth

thegradeIIandgradeIVtumours,butthatthePI3Kpathwayisfurtheractivated

inthegradeIVtumour,likelyduetoamplificationofgenesencodedwithinthe

doubleminutechromosome.

IDH1drivermutationislostatrecurrence

TrunkeventsincludingtheTP53andATRXmutationsandPDGFRA/KIT,

CDK4/miR‐26a‐2focalamplificationsalongwiththegradeIVprivatemutation

detectedinAVILwereidentifiedathighfrequencyintherecurrencesamples.

Surprisingly,theIDH1R132Hmutationwasnotdetectedintherecurrence

samplesdespitebeingclonalinthegradeIIandIVlesions.Tovalidatethis

observation,weperformeddigitalPCR(dPCR)onIDH1andTP53(usingTP53as

acontrol).WeconfirmedthattheR132Hmutationwasindeedclonalinthe

gradeIIandgradeIVspecimens(foundinapproximately42‐44%ofDNA

molecules,SupplementaryFile),butessentiallyundetectedintherecurrence

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samples,withbetween0.01%and0.1%ofDNAmoleculesshowingthemutation

bydPCR.Conversely,TP53wasfoundinbetween8%and12%oftheDNA

molecules(SupplementaryFile),consistentwithclonalpresenceinthelow‐

purityrecurrencebiopsies(estimatedat10‐15%purity,Supplementary

Information).Itislikelythereforethattherecurrencehasexperiencedlossofthe

mutatedIDH1alleleandretentionofthewild‐typeallele.

ArecentreportindicatesmutualexclusivitybetweenactivationofthePI3K

pathwayandIDH1activity[20].Astherecurrencedemonstratedincreasedlevels

ofPDGFRAandKITamplificationencodedontheDM,activatorsofthePI3K

pathway,weaddressedwhethertheGBMdatafromTheCancerGenomeAtlas

(TCGA)[16]supportsmutualexclusivitybetweenIDH1R132Hmutationand

PDGFRAand/orKITamplification.IDH1andTP53mutationsareenrichedinthe

proneuralsubtype[21].UsingthecBIOportal[22],weidentified137TCGAGBM

casesclassifiedasproneuralinBrennanetal[16],withbothsequenceandcopy

numberdata.Ofthese,12showedtheR132Hmutation,25showeddualKITand

PDGFRAamplification,and10showedPDGFRAamplificationonly.Nooverlap

betweencaseswiththeIDH1R132HmutationandKITand/orPDGFRA

amplificationwasdetected,indicatingmutualexclusivitybetweenthese

oncogenicevents(P=0.036,Fisher’sexacttest).ThisalsosuggeststhattheIDH1

R132Hmutationwasindeedanearlydrivereventthatwassubsequentlylost

duringrecurrence,asamorepotentpolyoncogene‐oncomirclusterwasselected

forintheDM.

AnanalysisofTCGAGBMdatafrom264tumourswithwholeexomesequencing

processedbySanbornetal[9]toinferDMstructures,identifiedfoursamples,of

thesethreeproneural,withamplificationsofbothPDGFRAandCDK4,possibly

encodedindoubleminutechromosomes.Thesedatasuggestthatatleast1.5%

(4/264)ofGBMtumoursoverall,and8%(22/264)oftheproneuralsubtype,are

drivenbytheacquisitionofsuchamacro‐evolutionaryeventtypifiedby

PDGRA/CDK4/miR‐26a‐2DMs.

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Discussion

Thisstudyisthefirstreportofamulti‐regionlongitudinalWGSofaglioblastoma

fromdiagnosistodeath,performedspecificallywiththeintentiontoimprove

patientoutcomebytheapplicationoftailoredtherapy.Unfortunately,despite

identifyingmultipleamplifiedtargetableoncogenesandapplyingtargeted

therapy,diseasecontrolwasnotachieved,andthepatientdiedfollowingdisease

progression.

Toourknowledge,thisisthefirstdescriptionofalossofatier1clonaldriver

event(IDH1,R132H)duringdiseaseprogression,andmayreflectcomplex

epistaticrelationshipsbetweentumoursomaticeventsandtheselection

pressureoftherapy.Whileitisformallypossiblethattherecurrenceevolved

fromasubclonelackingtheIDH1mutation,thiswouldrequireextensiveparallel

evolutionsincethemajorityofsomaticaberrationsweresharedbetweenrelapse

andthegradeIVregion.Rather,theprogressiveenrichmentoftheDMsfromthe

gradeIVtorecurrencesuggestsincreasedoncogenicpotentialbasedonthePI3K

pathway.WiththewaningofthedriverIDH1eventthisindicatesamacro‐

evolutionaryswitchfromthedominanceoftheIDH1‐mutatedtumourtoaDM‐

driventumourinamutuallyexclusivecontext.AnanalysisoftheTCGAdataalso

revealednooverlapbetweenIDH1R132HmutationsandPDGFRA/KIT

amplification,suggestingthathighlevelPDGFRA/KITamplificationwouldnotbe

favourablewithanexistentIDH1R132Hmutation.

Thesefindingshaveimportantimplicationsforprecisionmedicine,suggestinga

targetableclonaldrivereventcanbeselectivelylostduringthediseasecourse,

andreplacedinitsentiretybyaninitiallylowfrequencyeventintheprimary

tumour.TheclonaldominanceofIDH1drivereventsmightneedtobe

consideredwithinthecontextoflowfrequencyoncogenicdriverswhen

examiningtheefficacyoftherapeuticstargetingIDH1inthisdisease[23].

Furthermore,despiterapidWGSatrecurrenceandcancergenome‐directed

therapy,imatinibwasunabletocontrolthedisease.Followingradiotherapyand

twosurgicaldebulkingprocedures,itisunlikelythattheblood‐brainbarrierwas

intact,preventingdrugpenetrationintothecentralnervoussystem.Itismore

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likelythattreatmentfailurewasaconsequenceoftheevolutionofthepoly‐

oncogene/oncomirDMtargetingthePI3Kaxisatmultiplenodalpoints.

Moreover,ourresultshighlighttheprofoundeffectsofcancercellgenome

doubling,resultinginacceleratedcancergenomeevolution,characterizedbya

toleranceofCINandpropagationofaneuploidprogeny[15].TheacceleratedCIN

permittedfollowingthegenomedoublingeventinthegradeIVregionofthe

primarytumour,andpossiblyachromothripsiseventonchromosome4,

resultedintheformationandsubsequentselectionofahighlypolyoncogene‐

oncomirDMencodingmiR‐26a‐2,PDGFRA,KITandCDK4.

MicroRNAmiR‐26a‐2effectivelytargetsPTEN[24].Immunohistochemistry

demonstratedthatPTENexpressionwasweakorabsentrelativetostromalcells

inboththegradeIIandgradeIVregions,althoughnogenomicaberrationswere

detectedatthePTENlocus.Itislikelytherefore,thatamplificationofCDK4/miR‐

26a‐2region,eitherencodedwithintheDMinthegradeIVregionandrecurrent

tumourorsimplyduetoamplificationasobservedinthegradeIIspecimen,

directlycontributedtolossofPTENproteinexpression.

Takentogether,theseobservationsemphasisethecomplexityofsignal

transductioncascadesactivatedwithinindividualtumours.However,itis

apparentthattheoncogenicdriversinvolvedinGBMpathogenesisarehighly

constrainedandthecombinationoftheseeventsinvolvedinDMsmaybefinite.

Thereisanunmetneedtoenrollpatientswithinlongitudinalcohortstudiesto

definethesegeneticconstraintsinordertoaccelerateourunderstandingofGBM

evolutionthroughoutthediseasecourseandoptimisetherapeuticopportunities

inthisdisease.

Acknowledgments:

ResultspublishedherearepartiallybasedupondatageneratedbytheCancer

GenomeAtlaspilotprojectestablishedbytheNCIandNHGRI.Informationabout

TCGAandtheinvestigatorsandinstitutionswhoconstitutetheTCGAresearch

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networkcanbefoundathttp://cancergenome.nih.gov/.Thedatawereretrieved

throughdbGaPauthorization(AccessionNo.phs000178.v8.p7).

Funding:

ThisworkwassupportedbytheEuropeanCommission7thFramework

Programme[HEALTH‐2010‐F2‐259303];Z.SwasfundedbyTheBreastCancer

ResearchFoundation,theHungarianAcademyofSciences(KTIA_NAP_13‐2014‐

0021).

Disclosure:JB,JFP,ZK,RJG,SHandDBareemployeesofIlluminaInc,apubliccompanythatdevelopsandmarketssystemsforgeneticanalysis.Theremainingauthorsdeclarenocompetingfinancialinterests.Reference:

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FIGURESLEGENDS

Figure1:Timelineandclonalstructure.

Timelineofthepatient’sdiseasefromdiagnosistodeath(A)timingforthe

temozolomide(TMZ),bevacizumab(BEV)andimatinibtreatments.Timelineis

notdrawntoscaleintermsoflengthoftime.

AEuler‐Venndiagram(B)displayingtheoverlapsofnon‐silentandsilent

mutationsinthejointrecurrencecohortandthegradeIIandgradeIVsamples.

Amutationspectrumofnon‐synonymousmutationsisillustratedasanheatmap

ofthedetectedmutationsinthe2primarytumoursectorsandinthejoint3

recurrencesamples(C).Squarescolouredinyellowrepresentmutations

detectedinsub‐clonalpopulationsinthespecificsectorwhileredsquares

representthepresenceofthemutationintheclonalpopulationoftherespective

sector.

(D)Two‐dimensionalclusteringofmutationsinthegradeIIandgradeIV

specimens.Theaxiscorrespondthecancercellfraction(CCF),describingthe

fractionoftumourcellscarryingthemutation.Theordinatecorrespondsto

gradeIVspecimenandtheabscissacorrespondstogradeIIspecimen.Clusters

presentontheupperrightoftheplotcorrespondtoclonalmutationspresentin

bothspecimen;clusterslocatedintheupperleftrepresentclonalmutations

uniqueofthegradeIVandthebottomrightcorrespondtoclonalmutations

uniqueofthegradeIIspecimen.

Thenumbersclosetoeachclusterrepresentthenumberofnon‐silentand

mutationspresentintherespectivecluster,genesymbolsrepresentnon‐

synonymousmutationpresentinthecluster.

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Figure2:Evolutionofthedoubleminute

(A)TheupperpanelrepresentsthegenomicsegmentspriortotheDM

formation,withgenesannotatedbyhorizontallines.Thelowerpanelcontains

circularchromosomeplotsrepresentingthedouble‐minutemodelsforthegrade

IV(G4)andrecurrencesamples(A1/A3),withvalidated(andshared)

breakpointsdenotedbyredlinksbetweensegments.Lightgreylinksrepresent

un‐validatedbreakpointsforwhichdenovocontigscouldbeassembled.

ValidatedbreakpointsareillustratedinpanelsBandC

Figure3EvolutionaGBMtumortorecurrence

(A)Phylogenetictreedescribingtheevolutionofthetumour.Thelengthofthe

branchesiscalculatedusingthemutationrateasdescribedinthemethod

section.TherecurrencespecimensarecharacterisedbylossoftheIDH1

mutationandbythefurtherevolutionofthedoubleminute.Bluedotrepresents

branchingofGradeIIandGradeIVspeciments,orangedotrepresentsthe

genome‐doublingevent,reddotrepresentsbranchingofrecurrencetumour

fromtheGradeIVspecimen.Blackdotsrepresenttumoursampling.ForIDH1,

mutantallelefrequencydetectedbydPCRisindicatedinparenthesis(B)

ImmunohistochemistryshowingincreasedexpressionofcKITandPDGFRAinthe

gradeIVcomponentoftheprimarytumourrelativetogradeII.PTENishighly

expressedintheproliferatingvesselsofboththegradeIIandIVprimarytumour

sectorsbuttheneoplasticastrocytesarelargelynegative.

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