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themmrf.org
The MMRF CoMMpass StudySM
in ContextA Look at the Past, Present, and Future
of Multiple Myeloma Research
81445CoMMpassWhitePaper
2
TableofContents
GeneralOverview.........................................................................................................................................3
MultipleMyelomaResearchFoundation:WhoWeAre..............................................................................4
MultipleMyeloma:DiseaseBackground......................................................................................................4
EmergingFocusonPrecisionMedicine........................................................................................................7
MultipleMyelomaPrecisionMedicineModel.............................................................................................7
TheDataBank..............................................................................................................................................8
MultipleMyelomaGenomicsInitiative(MMGI).......................................................................................8
TheMMRFCoMMpassStudySM..............................................................................................................11
StudyDesignandImplementation.....................................................................................................11
WhatWeHaveLearnedSoFarFromCoMMpass..............................................................................12
WhatWeExpecttoLearnFromCoMMpass.....................................................................................16
TheLearningNetwork................................................................................................................................17
ResearcherandCoMMunityGatewayWebPortals...............................................................................17
MyelomaDiseaseModel........................................................................................................................18
TranslationalNetwork............................................................................................................................18
TheClinic....................................................................................................................................................19
MultipleMyelomaResearchConsortium...............................................................................................19
NextStepsfortheCoMMpassStudyandforMMResearch......................................................................20
Glossary/AcronymList................................................................................................................................22
References..................................................................................................................................................24
21
23
81445CoMMpassWhitePaper
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GeneralOverview
Despitetheenormoustreatmentadvancesmadeinthepastfewyears,multiplemyeloma(MM),a
hematologicmalignancyofplasmacellsinthebonemarrow,remainsanincurabledisease,andmost
patientswilleventuallyrelapse,withlimitedoptionsandpoorprognosis.TheMultipleMyeloma
ResearchFoundation(MMRF)hasbeenworkingtirelesslytoacceleratethepaceofMMresearch.The
MMRFisfacilitatingprecisionmedicinethroughacomprehensiveend-to-endmodelthatbeginswith
generatinggenomicandclinicaldataandleadseventuallytotestingtargetedtherapiesinpatientswith
MM.
ThiswhitepaperwillexplainthecomponentsoftheMMRF’sprecisionmedicinemodel–TheDataBank,
TheLearningNetwork,andTheClinic–withafocusonthecornerstoneCoMMpassStudySM,thefirst
large-scale,longitudinalstudyinMMtoattempttoidentifygenomicdriversofdiseaseatdiagnosisand
otherimportanttimepoints.Designedtobeaccessibletoabroadaudience,thiswhitepaperdescribes
keyfeaturesoftheCoMMpassStudyandalsoprovidescontextarounditsdevelopment,includinga
briefdiseasebackground,previousMMRFeffortsthathelpedpavethewayforthislandmarkstudy,and
whatthefuturemayholdforpatientswithMMaswellasclinicians.
81445CoMMpassWhitePaper
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MultipleMyelomaResearchFoundation:WhoWeAre
TheMMRFwasestablishedin1998asa501(c)(3)non-profitorganizationbyidenticaltwinsistersKathy
GiustiandKarenAndrewssoonafterKathywasdiagnosedwithmultiplemyeloma(see
www.themmrf.org).ThemissionoftheMMRFistohelpacceleratethepaceofdevelopingtreatments
forMM,withtheultimategoaloffindingacureforthedisease.TheMMRFbelievesthatopen,rapid
communicationofscientificfindingsisessentialfortimelyinnovation.The“standard”practiceof
keepingdatadecentralizedandprivate,whileperhapsbenefitingindividualresearchersorcompanies,
ultimatelyservestoslowthepaceofresearchtothedetrimentofpatientswithMMinurgentneedof
newtreatmentoptions.EspeciallyinrareandcomplexcancerssuchasMM,collaborationanddata
sharingareessentialinordertomakemeaningfulprogress.
MultipleMyeloma:DiseaseBackground
Myelomaisatypeofhematologicmalignancy(bloodcancer)inwhichabnormalplasmacells(white
bloodcellsthatproduceantibodies)areoverproducedinthebonemarrow,crowdingoutnormal
plasmacellsthathelpfightinfection.Myelomaisoftenfoundinmultipleplacesinthebodyandreferred
toasMM;inrarecases,myelomaisfoundinoneplaceinthebodyandreferredtoassolitarymyeloma.
ThemalignantplasmacellsproducedinMMmakemonoclonalproteins(Mproteins),abnormal
antibodiesthatcancollectinblood,urine,andorgans,ultimatelycausingbonedamage,kidneyfailure,
andimpairedimmunesystemfunction.AhighlevelofMproteininthebloodisconsideredthehallmark
characteristicofMM.Multiplemyelomacanbeginasanon-cancerousconditioncalledmonoclonal
gammopathyofunknownsignificance(MGUS),whichcanthenprogresstoasymptomatic(smoldering)
oractivemyeloma(Figure1).1
81445CoMMpassWhitePaper
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Figure1.ProgressionofMultipleMyeloma
CRABcriteria=hyperCalcemia,Renalfailure,AnemiaandBonelesionscriteria(measureofendorgandamage);CT=computerizedtomographyscan;M=monoclonalproteins;MDE=myeloma-definingevents;MRI=magneticresonanceimaging;PC=monoclonalmalignantplasmacells;SFLC=serumfreelightchain.
RepublishedwithpermissionoftheAmericanSocietyofHematology,from“HowItreatsmolderingmultiplemyeloma,”GhobrialIMandLandgrenO,Blood124(23),©2014;permissionconveyedthroughCopyrightClearanceCenter,Inc.
MMisahighlyheterogeneousdisease,withacomplexandincompletelyunderstoodmolecular
pathogenesis.Notonlydoesmyelomadifferfromonepatienttoanother,withupto10different
subtypesidentified,butmoreoveragivenindividualonaveragehasfourslightlydifferentformsofthe
disease(clones)thatevolvewithdiseasestageandthetreatmentstowhichthatpersonisexposed.2
AccordingtotheNationalCancerInstitute’sSurveillance,Epidemiology,andEndResults(SEER)Program,
therewereanestimated30,330newcasesofmyelomaintheUnitedStatesin2016,representing1.8%
ofallnewcancercases.3Myelomaisestimatedtohavebeenresponsibleforapproximately12,650
deathsin2016,or2.1%ofallcancerdeaths.Themedianageatmyelomadiagnosisis69years,andthe
diseaseismorecommoninmenthanwomenandamongindividualsofAfricandescent.
MGUS MyelomaSmoldering Myeloma• M spike <3 gm/dL• PC <10%• No CRAB criteria
• M spike <3 g/dL• Or urinary M protein >500mg/ 24 hrs and/or• PC ≥10%• No CRAB criteria
• Any M spike or urinary M protein• PC ≥10% or plasmacytoma• CRAB criteria• New criteria of MDE including clonal plasma cells ≥60, involved/ uninvolved SFLC >100, 2 or more focal lesion on MRI or CT
MMcells
Cell dissemination and metastasis
Bloodvessel
81445CoMMpassWhitePaper
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ThetreatmentofMMhasundergonerapidandunprecedentedchangeinthepastfewyears.
Chemotherapy,stemcelltransplant,andradiationtherapyremainstandardtreatmentoptions;
however,aplethoraofnewtreatmentshasemergedoverthepastdecade.In2015alone,fourdrugs
wereapprovedintherelapsed/refractorysetting,includingthehistonedeacetylaseinhibitor
panobinostat(Farydak®),theoralproteasomeinhibitorixazomib(Ninlaro®),andthemonoclonal
antibodiesdaratumumab(Darzalex™)andelotuzumab(Empliciti™).Thecombinationoflenalidomide
(Revlimid®)plusdexamethasoneinthesettingofnewlydiagnosedMMalsowasapprovedin2015.
TheseandotherrecentdrugapprovalsmeanthattreatmentchoicesforMMaremorecomplexbutalso
potentiallymorebeneficial.
Asformanydiseases,thereisnoone-size-fits-allapproachinthetreatmentofMM.Giventheunique
characteristicsofindividualpatients,includingfactorssuchasgenomicprofile,age,performancestatus,
andstageofdisease,treatmentshouldideallybetailoredtomatcheachpatient’sneeds.Cliniciansand
patientsfacewhatmightbeseenasadauntingchallengeindeterminingthecorrecttreatmentpath,
includinghowtoappropriatelysequencetherapies,andwhenandhowtocombinetherapiesfora
maximalclinicalrisk-to-benefitratio.TheapprovalofnewtherapiesmeansthattheMMtreatment
landscapeisconstantlyundergoingrefinement.
Despitethesubstantialprogressmadeinrecentyears,mostpatientswithMMwilleventuallyrelapseon
theircurrenttherapyandhavelimitedsubsequenttreatmentoptionsandpoorprognosis.Therelative
rarityofMMandtheheterogeneityofthediseasecomplicatetheabilitytodesignadequatelysized
clinicaltrials.Newstrategiesareneededthatenabletheconductofadequatelysizedclinicaltrials,
optimizetheutilizationofexistingclinicaldata,facilitatethedevelopmentoftargetedtherapy,andhelp
informcliniciansandpatientsaboutthemostappropriatetreatmentpath.
81445CoMMpassWhitePaper
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EmergingFocusonPrecisionMedicine
ChallengessuchasthosefacedinMMhaveledtotheemergenceofthefieldofprecisionmedicine.In
2015,PresidentObamalaunchedthePrecisionMedicineInitiative,withthegoalofacceleratinganew
eraofmedicinethatdeliverstherighttreatmentattherighttimetotherightperson,takinginto
accountanindividual’shealthhistory,genes,environment(s),andlifestyles.MMRFFounderKathyGiusti
–inrecognitionoftheMMRF’slongstandingleadershipinprecisionmedicine–wasappointedtothe
WhiteHousePrecisionMedicineWorkingGroup,whichismadeupofkeyleadersinresearch,science,
technology,epidemiology,investment,policy,andpatientadvocacy.
Theemergenceofprecisionmedicinecoincideswithastrongtrendtowardpatientsasactive
participants,ratherthanaspassivesubjects,intheclinicaldecision-makingprocess.Increasingpatients’
knowledgeoftheiruniquediseasecharacteristicsanddiseasejourneywillhelptofurtherstrengthenthe
roleofprecisionmedicineinthefuture.
MultipleMyelomaPrecisionMedicineModel
In2011,severalyearspriortotheObama-ledinitiative,theMMRFlauncheditsownPrecisionMedicine
ModelwiththeCoMMpassStudyasitscornerstone.TheMMRFhasdevelopedanend-to-endsystemto
accelerateprecisionmedicineincancerwiththefollowingthreecomponents:TheDataBank,The
LearningNetwork,andTheClinic.Thesecomponentsrepresenttheprocessbywhichgenomicandother
dataaregenerated,madepublic,analyzed,and–insomecases–utilizedinclinicaltrials.
THEPATIENT
THEDATABANK
THELEARNINGNETWORK
THECLINIC
Data generation & integration Collaboration and discovery Accelerating trials
MMGI
CoMMpass
Registry
Gateways
Myeloma Disease Model
Translational Network
MMRC
- Molecularly targeted therapies
- Immune therapies
- Novel therapies
81445CoMMpassWhitePaper
7
EmergingFocusonPrecisionMedicine
ChallengessuchasthosefacedinMMhaveledtotheemergenceofthefieldofprecisionmedicine.In
2015,PresidentObamalaunchedthePrecisionMedicineInitiative,withthegoalofacceleratinganew
eraofmedicinethatdeliverstherighttreatmentattherighttimetotherightperson,takinginto
accountanindividual’shealthhistory,genes,environment(s),andlifestyles.MMRFFounderKathyGiusti
–inrecognitionoftheMMRF’slongstandingleadershipinprecisionmedicine–wasappointedtothe
WhiteHousePrecisionMedicineWorkingGroup,whichismadeupofkeyleadersinresearch,science,
technology,epidemiology,investment,policy,andpatientadvocacy.
Theemergenceofprecisionmedicinecoincideswithastrongtrendtowardpatientsasactive
participants,ratherthanaspassivesubjects,intheclinicaldecision-makingprocess.Increasingpatients’
knowledgeoftheiruniquediseasecharacteristicsanddiseasejourneywillhelptofurtherstrengthenthe
roleofprecisionmedicineinthefuture.
MultipleMyelomaPrecisionMedicineModel
In2011,severalyearspriortotheObama-ledinitiative,theMMRFlauncheditsownPrecisionMedicine
ModelwiththeCoMMpassStudyasitscornerstone.TheMMRFhasdevelopedanend-to-endsystemto
accelerateprecisionmedicineincancerwiththefollowingthreecomponents:TheDataBank,The
LearningNetwork,andTheClinic.Thesecomponentsrepresenttheprocessbywhichgenomicandother
dataaregenerated,madepublic,analyzed,and–insomecases–utilizedinclinicaltrials.
81445CoMMpassWhitePaper
7
EmergingFocusonPrecisionMedicine
ChallengessuchasthosefacedinMMhaveledtotheemergenceofthefieldofprecisionmedicine.In
2015,PresidentObamalaunchedthePrecisionMedicineInitiative,withthegoalofacceleratinganew
eraofmedicinethatdeliverstherighttreatmentattherighttimetotherightperson,takinginto
accountanindividual’shealthhistory,genes,environment(s),andlifestyles.MMRFFounderKathyGiusti
–inrecognitionoftheMMRF’slongstandingleadershipinprecisionmedicine–wasappointedtothe
WhiteHousePrecisionMedicineWorkingGroup,whichismadeupofkeyleadersinresearch,science,
technology,epidemiology,investment,policy,andpatientadvocacy.
Theemergenceofprecisionmedicinecoincideswithastrongtrendtowardpatientsasactive
participants,ratherthanaspassivesubjects,intheclinicaldecision-makingprocess.Increasingpatients’
knowledgeoftheiruniquediseasecharacteristicsanddiseasejourneywillhelptofurtherstrengthenthe
roleofprecisionmedicineinthefuture.
MultipleMyelomaPrecisionMedicineModel
In2011,severalyearspriortotheObama-ledinitiative,theMMRFlauncheditsownPrecisionMedicine
ModelwiththeCoMMpassStudyasitscornerstone.TheMMRFhasdevelopedanend-to-endsystemto
accelerateprecisionmedicineincancerwiththefollowingthreecomponents:TheDataBank,The
LearningNetwork,andTheClinic.Thesecomponentsrepresenttheprocessbywhichgenomicandother
dataaregenerated,madepublic,analyzed,and–insomecases–utilizedinclinicaltrials.
81445CoMMpassWhitePaper
8
TheDataBank
TheDataBankrepresentsthedatageneration,aggregation,andintegrationcomponentoftheMMRF’s
PrecisionMedicineModel.ExamplesofDataBankinitiatives,whicharedescribedbelow,includethe
MultipleMyelomaGenomicsInitiative(MMGI)andtheongoingCoMMpassStudy.Patientsserveasan
integralpartofTheDataBankthroughthedonationoftheirpersonaldata,includingbonemarrowand
bloodsampleresults,qualityoflifedata,andmanyotherclinicalparameters.
MultipleMyelomaGenomicsInitiative(MMGI)
In2005,theMMRFlaunchedtheMMGI,aprogressivegenome-mappingprogram.TheMMGIwas
formedasacollaborationbetweentheMMRF,anacademicpartner(BroadInstituteofMITand
Harvard),andanon-profitpartner(TranslationalGenomicsResearchInstitute;TGen).Priortothe
MMGI,therewaslimitedunderstandingofthebiologyofMMandaneedfornewdrugtargets.In2009,
theMMGIbecamethefirstefforttosequencetheMMtumorgenomeinitsentirety,animportantfirst
stepintheidentificationofgenesandmolecularpathwaysthatplayaroleintheonsetandprogression
THEPATIENT
THEDATABANK
THELEARNINGNETWORK
THECLINIC
Data generation & integration Collaboration and discovery Accelerating trials
MMGI
CoMMpass
Registry
Gateways
Myeloma Disease Model
Translational Network
MMRC
- Molecularly targeted therapies
- Immune therapies
- Novel therapies
THE
PATIENT
THE
DATABA
NKTH
ELEA
RNINGNETW
ORKTH
ECLINIC
Data generation &
integrationC
ollaboration and discovery
Accelerating trials
MM
GI
CoM
Mpass
Registry
Gatew
ays
Myelom
a Disease M
odel
Translational Netw
ork
MM
RC
- Molecularly targeted therapies
- Imm
une therapies
- Novel therapies
THE
PATI
ENT
THE
DATA
BANK
THE
LEA
RNIN
GNE
TWOR
KTH
ECL
INIC
Dat
a ge
nera
tion
& in
tegr
atio
nC
olla
bora
tion
and
dis
cove
ryA
ccel
erat
ing
tria
ls
MM
GI
CoM
Mpa
ss
Reg
istr
y
Gat
eway
s
Mye
lom
a D
isea
se M
odel
Tran
slat
iona
l Net
wor
k
MM
RC
- M
olec
ular
ly ta
rget
ed th
erap
ies
- Im
mun
e th
erap
ies
- N
ovel
ther
apie
s
81445CoMMpassWhitePaper
8
TheDataBank
TheDataBankrepresentsthedatageneration,aggregation,andintegrationcomponentoftheMMRF’s
PrecisionMedicineModel.ExamplesofDataBankinitiatives,whicharedescribedbelow,includethe
MultipleMyelomaGenomicsInitiative(MMGI)andtheongoingCoMMpassStudy.Patientsserveasan
integralpartofTheDataBankthroughthedonationoftheirpersonaldata,includingbonemarrowand
bloodsampleresults,qualityoflifedata,andmanyotherclinicalparameters.
MultipleMyelomaGenomicsInitiative(MMGI)
In2005,theMMRFlaunchedtheMMGI,aprogressivegenome-mappingprogram.TheMMGIwas
formedasacollaborationbetweentheMMRF,anacademicpartner(BroadInstituteofMITand
Harvard),andanon-profitpartner(TranslationalGenomicsResearchInstitute;TGen).Priortothe
MMGI,therewaslimitedunderstandingofthebiologyofMMandaneedfornewdrugtargets.In2009,
theMMGIbecamethefirstefforttosequencetheMMtumorgenomeinitsentirety,animportantfirst
stepintheidentificationofgenesandmolecularpathwaysthatplayaroleintheonsetandprogression
81445CoMMpassWhitePaper
8
TheDataBank
TheDataBankrepresentsthedatageneration,aggregation,andintegrationcomponentoftheMMRF’s
PrecisionMedicineModel.ExamplesofDataBankinitiatives,whicharedescribedbelow,includethe
MultipleMyelomaGenomicsInitiative(MMGI)andtheongoingCoMMpassStudy.Patientsserveasan
integralpartofTheDataBankthroughthedonationoftheirpersonaldata,includingbonemarrowand
bloodsampleresults,qualityoflifedata,andmanyotherclinicalparameters.
MultipleMyelomaGenomicsInitiative(MMGI)
In2005,theMMRFlaunchedtheMMGI,aprogressivegenome-mappingprogram.TheMMGIwas
formedasacollaborationbetweentheMMRF,anacademicpartner(BroadInstituteofMITand
Harvard),andanon-profitpartner(TranslationalGenomicsResearchInstitute;TGen).Priortothe
MMGI,therewaslimitedunderstandingofthebiologyofMMandaneedfornewdrugtargets.In2009,
theMMGIbecamethefirstefforttosequencetheMMtumorgenomeinitsentirety,animportantfirst
stepintheidentificationofgenesandmolecularpathwaysthatplayaroleintheonsetandprogression
81445CoMMpassWhitePaper
9
ofMM(Table1).TheMMGIhassinceprofiledmorethan200myelomapatientsamplesinavarietyof
genomicanalyses.Afree,web-baseddataportal,calledtheMultipleMyelomaGenomicsPortal
(MMGP),wasdevelopedinconjunctionwiththeMMGItoserveasarepositoryofmetadataand
analysisresults.TheMMGPrepresentedthefirstwell-developed,centralizedrepositoryofMMgenomic
information.Todate,theportalhasthousandsofregisteredusers,provingthefeasibilityandutilityof
suchaweb-based,open-accesssite.
Table1.GeneticMutationsIdentifiedviatheMMGI*
Mutation %ofpatients
KRASandNRAS 40BRAF 8CDKN2CandCCND1 18PI3K/Akt 5FGFR3 5IGF-1RandALK 5IDH1/2 5MyD88 3Others 11*ThesemutationsandtheirfrequencieshavebeensubsequentlyconfirmedintheCoMMpassstudy.ALK=anaplasticlymphomakinase;BRAF=B-Rafproto-oncogene,serine/threoninekinase;CCND1=cyclinD1;CDKN2C=cyclin-dependentkinase4inhibitorC;FGFR3=fibroblastgrowthfactorreceptor3;IDH1/2=isocitratedehydrogenase1/2;IGF-1R=insulin-likegrowthfactor-1receptor;KRAS=V-Ki-ras2Kirstenratsarcomaviraloncogenehomolog;MyD88=myeloiddifferentiationprimaryresponsegene88;NRAS=neuroblastomaRASviraloncogenehomolog;PI3K/Akt=phosphatidylinositol-4,5-bisphosphate3-kinase/proteinkinaseB.
OneofthesuccessstoriesoftheMMGIandtheassociatedMMGPconcernstheBRAFgenemutation,
whichhasmovedthroughTheDataBankandTheLearningNetworkandsoonwillbestudiedinThe
CliniccomponentoftheMMRFPrecisionMedicineModel.Reportedin2011,theidentificationofthe
BRAFmutationviagenome-mappingrepresentedapossibleactionabletargetforBRAFmutation-
positiveMMpatients.4ThisfindingwassubsequentlyconfirmedintheCoMMpassstudy.Furtherpre-
clinicalworkidentifiedotheralterationsinthesamepathwaythatsuggestedthatacombined
therapeuticapproach,onethatincludesadditionaldrugtargetsasidefromBRAF,mightbeoptimalin
81445CoMMpassWhitePaper
9
ofMM(Table1).TheMMGIhassinceprofiledmorethan200myelomapatientsamplesinavarietyof
genomicanalyses.Afree,web-baseddataportal,calledtheMultipleMyelomaGenomicsPortal
(MMGP),wasdevelopedinconjunctionwiththeMMGItoserveasarepositoryofmetadataand
analysisresults.TheMMGPrepresentedthefirstwell-developed,centralizedrepositoryofMMgenomic
information.Todate,theportalhasthousandsofregisteredusers,provingthefeasibilityandutilityof
suchaweb-based,open-accesssite.
Table1.GeneticMutationsIdentifiedviatheMMGI*
Mutation %ofpatients
KRASandNRAS 40BRAF 8CDKN2CandCCND1 18PI3K/Akt 5FGFR3 5IGF-1RandALK 5IDH1/2 5MyD88 3Others 11*ThesemutationsandtheirfrequencieshavebeensubsequentlyconfirmedintheCoMMpassstudy.ALK=anaplasticlymphomakinase;BRAF=B-Rafproto-oncogene,serine/threoninekinase;CCND1=cyclinD1;CDKN2C=cyclin-dependentkinase4inhibitorC;FGFR3=fibroblastgrowthfactorreceptor3;IDH1/2=isocitratedehydrogenase1/2;IGF-1R=insulin-likegrowthfactor-1receptor;KRAS=V-Ki-ras2Kirstenratsarcomaviraloncogenehomolog;MyD88=myeloiddifferentiationprimaryresponsegene88;NRAS=neuroblastomaRASviraloncogenehomolog;PI3K/Akt=phosphatidylinositol-4,5-bisphosphate3-kinase/proteinkinaseB.
OneofthesuccessstoriesoftheMMGIandtheassociatedMMGPconcernstheBRAFgenemutation,
whichhasmovedthroughTheDataBankandTheLearningNetworkandsoonwillbestudiedinThe
CliniccomponentoftheMMRFPrecisionMedicineModel.Reportedin2011,theidentificationofthe
BRAFmutationviagenome-mappingrepresentedapossibleactionabletargetforBRAFmutation-
positiveMMpatients.4ThisfindingwassubsequentlyconfirmedintheCoMMpassstudy.Furtherpre-
clinicalworkidentifiedotheralterationsinthesamepathwaythatsuggestedthatacombined
therapeuticapproach,onethatincludesadditionaldrugtargetsasidefromBRAF,mightbeoptimalin
81445CoMMpassWhitePaper
9
ofMM(Table1).TheMMGIhassinceprofiledmorethan200myelomapatientsamplesinavarietyof
genomicanalyses.Afree,web-baseddataportal,calledtheMultipleMyelomaGenomicsPortal
(MMGP),wasdevelopedinconjunctionwiththeMMGItoserveasarepositoryofmetadataand
analysisresults.TheMMGPrepresentedthefirstwell-developed,centralizedrepositoryofMMgenomic
information.Todate,theportalhasthousandsofregisteredusers,provingthefeasibilityandutilityof
suchaweb-based,open-accesssite.
Table1.GeneticMutationsIdentifiedviatheMMGI*
Mutation %ofpatients
KRASandNRAS 40BRAF 8CDKN2CandCCND1 18PI3K/Akt 5FGFR3 5IGF-1RandALK 5IDH1/2 5MyD88 3Others 11*ThesemutationsandtheirfrequencieshavebeensubsequentlyconfirmedintheCoMMpassstudy.ALK=anaplasticlymphomakinase;BRAF=B-Rafproto-oncogene,serine/threoninekinase;CCND1=cyclinD1;CDKN2C=cyclin-dependentkinase4inhibitorC;FGFR3=fibroblastgrowthfactorreceptor3;IDH1/2=isocitratedehydrogenase1/2;IGF-1R=insulin-likegrowthfactor-1receptor;KRAS=V-Ki-ras2Kirstenratsarcomaviraloncogenehomolog;MyD88=myeloiddifferentiationprimaryresponsegene88;NRAS=neuroblastomaRASviraloncogenehomolog;PI3K/Akt=phosphatidylinositol-4,5-bisphosphate3-kinase/proteinkinaseB.
OneofthesuccessstoriesoftheMMGIandtheassociatedMMGPconcernstheBRAFgenemutation,
whichhasmovedthroughTheDataBankandTheLearningNetworkandsoonwillbestudiedinThe
CliniccomponentoftheMMRFPrecisionMedicineModel.Reportedin2011,theidentificationofthe
BRAFmutationviagenome-mappingrepresentedapossibleactionabletargetforBRAFmutation-
positiveMMpatients.4ThisfindingwassubsequentlyconfirmedintheCoMMpassstudy.Furtherpre-
clinicalworkidentifiedotheralterationsinthesamepathwaythatsuggestedthatacombined
therapeuticapproach,onethatincludesadditionaldrugtargetsasidefromBRAF,mightbeoptimalin
81445CoMMpassWhitePaper
9
ofMM(Table1).TheMMGIhassinceprofiledmorethan200myelomapatientsamplesinavarietyof
genomicanalyses.Afree,web-baseddataportal,calledtheMultipleMyelomaGenomicsPortal
(MMGP),wasdevelopedinconjunctionwiththeMMGItoserveasarepositoryofmetadataand
analysisresults.TheMMGPrepresentedthefirstwell-developed,centralizedrepositoryofMMgenomic
information.Todate,theportalhasthousandsofregisteredusers,provingthefeasibilityandutilityof
suchaweb-based,open-accesssite.
Table1.GeneticMutationsIdentifiedviatheMMGI*
Mutation %ofpatients
KRASandNRAS 40BRAF 8CDKN2CandCCND1 18PI3K/Akt 5FGFR3 5IGF-1RandALK 5IDH1/2 5MyD88 3Others 11*ThesemutationsandtheirfrequencieshavebeensubsequentlyconfirmedintheCoMMpassstudy.ALK=anaplasticlymphomakinase;BRAF=B-Rafproto-oncogene,serine/threoninekinase;CCND1=cyclinD1;CDKN2C=cyclin-dependentkinase4inhibitorC;FGFR3=fibroblastgrowthfactorreceptor3;IDH1/2=isocitratedehydrogenase1/2;IGF-1R=insulin-likegrowthfactor-1receptor;KRAS=V-Ki-ras2Kirstenratsarcomaviraloncogenehomolog;MyD88=myeloiddifferentiationprimaryresponsegene88;NRAS=neuroblastomaRASviraloncogenehomolog;PI3K/Akt=phosphatidylinositol-4,5-bisphosphate3-kinase/proteinkinaseB.
OneofthesuccessstoriesoftheMMGIandtheassociatedMMGPconcernstheBRAFgenemutation,
whichhasmovedthroughTheDataBankandTheLearningNetworkandsoonwillbestudiedinThe
CliniccomponentoftheMMRFPrecisionMedicineModel.Reportedin2011,theidentificationofthe
BRAFmutationviagenome-mappingrepresentedapossibleactionabletargetforBRAFmutation-
positiveMMpatients.4ThisfindingwassubsequentlyconfirmedintheCoMMpassstudy.Furtherpre-
clinicalworkidentifiedotheralterationsinthesamepathwaythatsuggestedthatacombined
therapeuticapproach,onethatincludesadditionaldrugtargetsasidefromBRAF,mightbeoptimalin
81445CoMMpassWhitePaper
10
someMMpatientswithBRAFmutations.2AclinicaltrialiscurrentlybeingdesignedtotesttheBRAF
inhibitor,vemurafenib,intheBRAFmutation-positiveMMindication.
ASH=AmericanSocietyofHematology.
TheworkbytheMMGIhashelpedtoincreasetheunderstandingofthegenomicprofileofMMandthe
heterogeneityofthedisease.However,thegenomicinformationgeneratedbythisinitiativeislimited
bythefactthatitprovidesonly“snapshots”atsingletimepointsofthediseaseinvariouspatients.
DuringthecourseoftheMMGI,cliniciansandresearcherscametounderstandthatwhatwasneededto
furthertheunderstandingofthebiologybehinddiseaseprogressionwasalongitudinalstudythat
followedpatientsthroughtheirentirejourneywiththedisease.Aprospectivelydesignedlongitudinal
studysuchasthiswouldenableamoredetailedunderstandingofthechangesthatoccurthroughthe
courseofMMandtheclonalheterogeneityofthedisease.
81445CoMMpassWhitePaper
10
someMMpatientswithBRAFmutations.2AclinicaltrialiscurrentlybeingdesignedtotesttheBRAF
inhibitor,vemurafenib,intheBRAFmutation-positiveMMindication.
ASH=AmericanSocietyofHematology.
TheworkbytheMMGIhashelpedtoincreasetheunderstandingofthegenomicprofileofMMandthe
heterogeneityofthedisease.However,thegenomicinformationgeneratedbythisinitiativeislimited
bythefactthatitprovidesonly“snapshots”atsingletimepointsofthediseaseinvariouspatients.
DuringthecourseoftheMMGI,cliniciansandresearcherscametounderstandthatwhatwasneededto
furthertheunderstandingofthebiologybehinddiseaseprogressionwasalongitudinalstudythat
followedpatientsthroughtheirentirejourneywiththedisease.Aprospectivelydesignedlongitudinal
studysuchasthiswouldenableamoredetailedunderstandingofthechangesthatoccurthroughthe
courseofMMandtheclonalheterogeneityofthedisease.
BRAF: DISCOVERY TO CLINIC
2011 2011 2012 2014 Today
Identify BRAFmutation:38 genomes
Chapman et al.Nature. 2011;471: 467-72.
Clinicians begintrials with BRAFinhibitorvemurafenib
Clinicalresponsesobserved andreported at ASH
203 genomessequenced
Several otheractionable targetsidentified
Lohr et al.Cancer Cell. 2014;25: 91-101.
Initiatingcombinationdrug trials
81445CoMMpassWhitePaper
10
someMMpatientswithBRAFmutations.2AclinicaltrialiscurrentlybeingdesignedtotesttheBRAF
inhibitor,vemurafenib,intheBRAFmutation-positiveMMindication.
ASH=AmericanSocietyofHematology.
TheworkbytheMMGIhashelpedtoincreasetheunderstandingofthegenomicprofileofMMandthe
heterogeneityofthedisease.However,thegenomicinformationgeneratedbythisinitiativeislimited
bythefactthatitprovidesonly“snapshots”atsingletimepointsofthediseaseinvariouspatients.
DuringthecourseoftheMMGI,cliniciansandresearcherscametounderstandthatwhatwasneededto
furthertheunderstandingofthebiologybehinddiseaseprogressionwasalongitudinalstudythat
followedpatientsthroughtheirentirejourneywiththedisease.Aprospectivelydesignedlongitudinal
studysuchasthiswouldenableamoredetailedunderstandingofthechangesthatoccurthroughthe
courseofMMandtheclonalheterogeneityofthedisease.
81445CoMMpassWhitePaper
10
someMMpatientswithBRAFmutations.2AclinicaltrialiscurrentlybeingdesignedtotesttheBRAF
inhibitor,vemurafenib,intheBRAFmutation-positiveMMindication.
ASH=AmericanSocietyofHematology.
TheworkbytheMMGIhashelpedtoincreasetheunderstandingofthegenomicprofileofMMandthe
heterogeneityofthedisease.However,thegenomicinformationgeneratedbythisinitiativeislimited
bythefactthatitprovidesonly“snapshots”atsingletimepointsofthediseaseinvariouspatients.
DuringthecourseoftheMMGI,cliniciansandresearcherscametounderstandthatwhatwasneededto
furthertheunderstandingofthebiologybehinddiseaseprogressionwasalongitudinalstudythat
followedpatientsthroughtheirentirejourneywiththedisease.Aprospectivelydesignedlongitudinal
studysuchasthiswouldenableamoredetailedunderstandingofthechangesthatoccurthroughthe
courseofMMandtheclonalheterogeneityofthedisease.
81445CoMMpassWhitePaper
11
TheMMRFCoMMpassStudySM
LeveragingtheirexperienceandfindingsfromtheMMGI,theMMRFhelpedtolaunchtheCoMMpass
Study([Relating]ClinicalOutcomesinMultipleMyelomatoPersonalAssessmentofGeneticProfiles)in
2011.CoMMpassisthefirstlarge-scale,longitudinalstudyinMMfocusedondiseaseprogressionand
responsetotreatmentbasedonpatients’genomicormolecularprofiles(Clinicaltrials.govidentification
number:NCT01454297).
StudyDesignandImplementation
CoMMpassisaprospective,longitudinal,observationalstudyinnewlydiagnosedsymptomaticpatients
withMM.Nowclosedtoenrollment,patientswereincludedwhowere18yearsorolderandwhowere
candidatesforanimmunomodulatorydrug(e.g.,lenalidomide[Revlimid®],pomalidomide[Pomalyst®],
orthalidomide[Thalomid®])and/oraproteasomeinhibitor(e.g.,bortezomib[Velcade®]orcarfilzomib
[Kyprolis®])aspartoftheirinitialtreatmentregimen.Inadditiontotherapywithanimmunomodulatory
drugand/orproteasomeinhibitor,patientsreceivedacorticosteroidsuchasdexamethasone(dex)and,
insomecases,achemotherapyagentsuchascyclophosphamide.Initialtherapycouldbeadministered
indoubletcombinationssuchasRevlimid®-dexorVelcade®-dex;ortripletcombinationssuchas
Revlimid®-Velcade®-dexorVelcade®-cyclophosphamide-dex.
In2015,CoMMpassreacheditstargetenrollmentof1,000MMpatients,aremarkableachievementina
relativelyrarediseaseandatestamenttothecommitmentofpatientstohelpadvancethefieldofMM.
CoMMpassinvolvesanactiveassessmentschedule,includingbonemarrowsamplesatbaseline,at
responsetotreatment,andatrelapse.Eachpatientisfollowedforuptoeightyears.Preplannedinterim
analysesoccureverysixmonths.
Executingproperlyonsuchanambitiousinitiativeneedsmultipleplayers.CoMMpassisamulti-site,
multi-nationalstudyinvolvingnon-profit,industry,andacademicpartners.Approximately90
81445CoMMpassWhitePaper
12
communityandacademiccancercentersfromacrossNorthAmericaandEuropeareparticipatinginthe
study.Providingfinancialandscientificsupport,industrypartnersincludeTakedaPharmaceuticalsCo.
Ltd(formerlyMillenniumPharmaceuticals,Inc.);Amgen,Inc.(formerlyOnyxPharmaceuticals,Inc.);
JanssenPharmaceuticals,Inc.;andBristol-MyersSquibbCo.OthercollaboratorsincludeTGen,GNS
Healthcare,SpectrumHealthHospitals,theDepartmentofVeteransAffairs,theUSOncologyNetwork,
andtheVanAndelResearchInstitute.Afteraninitialperiodofprioritizedaccess,participating
institutionshaveagreedtogiveupintellectualpropertyandpatentrightsonthedatatothepublic
domain.Creatinganintellectualproperty-freezonehasallowedthesevariousconstituentsto
collaboratemaximallyondataanalysisandsharinginitiatives,unhinderedbytheusualconcernsaround
protectingone’swork–essentiallybreakingdownthedatasilosthatimpederesearchtodayand
acceleratingthepaceofresearchinordertobringnewtreatmentstopatientsasquicklyaspossible.
WhatWeHaveLearnedSoFarFromCoMMpass
Duetoregularinterimanalyses,importantfindingshavebeguntoemergefromCoMMpass.Baseline
characteristicsoftheCoMMpasspopulation(Figure2)5showbroadrepresentationandareconsistent
withcharacteristicsofMMpatientsinthegeneralpopulation.Basedontheseventhinterimanalysis
(IA7),theaverageagewas64yearsandthemajorityofparticipantsweremalesofnon-Hispanic/non-
Latinodescent.Approximately18%ofCoMMpasspatientsself-reportedasAfricanAmerican,an
importantfeature,giventhehigherincidenceofpersonsofAfricandescentintheMMpopulation
comparedtothegeneralpopulation.3GenomicalterationsthatwerefirstobservedbyMMGIhavebeen
confirmedbyCoMMpass(Table1).
81445CoMMpassWhitePaper
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Figure2.CoMMpassDemographicsAreinLineWithWhatIsSeenintheBroaderPopulationofMMPatients,inParticulartheAfricanAmericanContribution
AttheannualmeetingoftheAmericanSocietyofHematology(ASH)in2015,sevenCoMMpass-related
abstractswerepresented,basedontheIA7dataonarangeoftopicssuchasinitiatingtrunkmutations
anddistinctmolecularsubtypes,symptomburdeninolderpatientswithMM,andassociationsbetween
performancestatusandhealth-relatedqualityoflife(Table2).6-12InanabstractbyManojlovicetal.,
AfricanAmericanswerereportedtobenomorestatisticallylikelytohaveahigh-riskmutationburden
thanpersonsofEuropeandescent.6
3
CoMMpass - Demographics
CoMMpass demographics are in line with what is seen in the broader population of MM patients, in particular the African-American contribution
81445CoMMpassWhitePaper
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Figure2.CoMMpassDemographicsAreinLineWithWhatIsSeenintheBroaderPopulationofMMPatients,inParticulartheAfricanAmericanContribution
AttheannualmeetingoftheAmericanSocietyofHematology(ASH)in2015,sevenCoMMpass-related
abstractswerepresented,basedontheIA7dataonarangeoftopicssuchasinitiatingtrunkmutations
anddistinctmolecularsubtypes,symptomburdeninolderpatientswithMM,andassociationsbetween
performancestatusandhealth-relatedqualityoflife(Table2).6-12InanabstractbyManojlovicetal.,
AfricanAmericanswerereportedtobenomorestatisticallylikelytohaveahigh-riskmutationburden
thanpersonsofEuropeandescent.6
81445CoMMpassWhitePaper
14
Table2.CoMMpass-RelatedAbstractsPresentedatASHMeeting2015
Authors Institution Title
Fiala,etal.7 WashingtonUniversitySchoolofMedicine
TheAssociationBetweenPerformanceStatusandHealth-RelatedQualityofLife
Fiala,etal.8 WashingtonUniversitySchoolofMedicine
TheAssociationofInternationalStagingSystem(ISS)StagewithDiseaseandSymptomBurdeninPatientswithNewlyDiagnosedMultipleMyeloma
Gruber,etal.9 GNSHealthcare(A) InvestigationofMechanismsofResponseinMultipleMyelomaViaBayesianCausalInference:AnEarlyAnalysisoftheCoMMpassStudyData
Keats,etal.10 TranslationalGenomicsResearchInstitute(TGEN)(A)
IdentificationofInitiatingTrunkMutationsandDistinctMolecularSubtypes:AnInterimAnalysisoftheMMRFCoMMpassStudy
Keller,etal.11 WashingtonUniversitySchoolofMedicine
PresentingCharacteristicsandSymptomBurdenofNewlyDiagnosedOlderMultipleMyelomaPatientsintheCoMMpassStudy
Lagana,etal.12 IcahnSchoolofMedicineatMountSinai
TowardsaNetwork-BasedMolecularTaxonomyofNewlyDiagnosedMultipleMyeloma
Manojlovic,etal.6
TGEN(A) In-DepthMolecularProfilingofMultipleMyelomainAfricanAmericans
(A)=MMRFcollaborator;ASH=AmericanSocietyofHematology.
OtherpreliminaryfindingsfromIA7demonstrateimprovedprogression-freesurvivalwithtriplettherapy
versusdoublettherapy(Figure3).9,10,13Researchalsoindicatesimprovedprogression-freesurvivalwith
triplettherapyfollowedbystemcelltransplantcomparedtotriplettherapyalone(Figure4).9,13Given
thepreliminarynatureofthesefindings,furtherworkmustbedonetoconfirmtheresultsandshare
themwiththeresearchcommunity.Eventually,thesedatawillhelpcontributetoaclearertreatment
pathwayforeachMMpatientbasedonthecharacteristicsofhisorherdisease.
81445CoMMpassWhitePaper
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Figure3.Progression-FreeSurvival(FirstPD)byFirst-LineTherapyClassification(in>3%ofPatients)
Bortezomib-basedtriplettherapyispredominantlybortezomib-lenalidomide-dexamethasone.Bortezomib-baseddoublettherapyincludedbortezomibplusdexamethasone.IMID/carfilzomib-basedtriplettherapyincludedtheimmunomodulatorydrug(IMID)lenalidomidepluscarfilzomibplusdexamethasone.IMID-baseddoublettherapyincludedlenalidomideplusdexamethasone.PD=progressivedisease.
1.0
Bortezomib-based TRIPLET Bortezomib-based DOUBLETIMID/Carfilzomib-based TRIPLETIMID-based DOUBLET
MMRF CoMMpass – IA7Progression-free Survival (First PD)
By First-line Therapy Classification (in >3% of patients)
0.8
Prop
ortio
n of
Pat
ient
s
Time (months)
0.6
0.4
0.2
0.0
0 4 8 12 16 20 24 28 32 36 40
81445CoMMpassWhitePaper
15
Figure3.Progression-FreeSurvival(FirstPD)byFirst-LineTherapyClassification(in>3%ofPatients)
Bortezomib-basedtriplettherapyispredominantlybortezomib-lenalidomide-dexamethasone.Bortezomib-baseddoublettherapyincludedbortezomibplusdexamethasone.IMID/carfilzomib-basedtriplettherapyincludedtheimmunomodulatorydrug(IMID)lenalidomidepluscarfilzomibplusdexamethasone.IMID-baseddoublettherapyincludedlenalidomideplusdexamethasone.PD=progressivedisease.
81445CoMMpassWhitePaper
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Figure4.Progression-FreeSurvivalWithorWithoutTransplant
Seefootnotesinpreviousfigureforbortezomib-orcarfilzomib-basedtripletcombinations.
WhatWeExpecttoLearnFromCoMMpass
AstheCoMMpassdatacontinuetomature,itistheMMRF’sintentthatthefindingswillhelptoanswer
someofthequestionsmostimportanttopatients,including:Ismygenomicprofilepredictive?Howis
mydiseasedoing?ShouldIbeonthreedrugs?ShouldIhaveatransplant?IfandwhenIrelapse,what
shouldIbethinkingabout?Similarlyforclinicians,CoMMpasswillhopefullybegintoanswerquestions
suchas:HowandwhenshouldIcombinetherapies?HowshouldIsequencetherapy?Whichclinicaland
genomicvariablespredicttreatmentresponse?Whatistheroleofmaintenancetherapywhenthe
patientisexperiencingacompleteresponsetotherapy?
CoMMpassmayalsoeventuallyhelpustounderstandtheroleofminimalresidualdisease(MRD),or
low-leveldiseaseoccurringduringaperiodofremission.Effortsarecurrentlyunderwaytoimprovethe
abilitytodetectandquantifyMRDinordertomoreaccuratelyassessresponsetotreatment,thereby
1
0.8
Prop
ortio
n of
Pat
ient
s
Days in Study
0.6
0.4
0.2
00
Group Hazard Ratio p-value
Triplet with transplant 0.3558
Triplet w/o transplant 1.6321
<.0001
0.0005
200 400 600 800 1,000 1,200
MMRF CoMMpass - IA7Progression-free Survival
With or Without Transplant
81445CoMMpassWhitePaper
17
enablingmoreappropriateandtimelytreatmentdecisions.Researchersarecomparingtheeffectiveness
ofmeasuringMRDusingflowcytometryversusnext-generationsequencing,aswellasevaluatingthe
potentialformeasuringcirculatingmyelomatumorcellsinthebloodversusneedingabonemarrow
biopsy.
TheLearningNetwork
TheLearningNetworkencompassesinitiativesdesignedtosharedataandfacilitatecollaborationand
discovery,suchastheGatewaywebportalsandtheMyelomaDiseaseModeldescribedbelow.
Translationalresearchinitiatives,alsoapartofTheLearningNetwork,helpbringpotentialtherapies
from“benchtobedside”bytestingtheoreticaldiscoveriesgeneratedinTheDataBankstageina
laboratorysettingpriortotestinginhumans.
ResearcherandCoMMunityGatewayWebPortals
TheResearcherGatewaywaslaunchedin2013asanopen-accessresearchportalservingasadata
repositoryforCoMMpassandothergenomicand/orclinicalstudies.BuildingontheMMRF’sexperience
withtheMMGP,theResearcherGatewayisdesignedtohaveauser-friendlyinterfacethatenables
cliniciansandresearcherstoviewdatasetsandenterqueries.Thewebportalhousesgenomic,clinical,
andoutcomesdatainoneeasilyaccessiblelocation.Patientdataarede-identifiedtoprotectpatient
privacyandallowresearcherstoextractonlythespecificinformationinwhichtheyareinterested.
TheCoMMunityGatewayenablesCoMMpassStudyparticipantsandotherMMpatientstoconnectwith
eachother,basedontheirsubtypeandspecificdiseasecharacteristics(see
THEPATIENT
THEDATABANK
THELEARNINGNETWORK
THECLINIC
Data generation & integration Collaboration and discovery Accelerating trials
MMGI
CoMMpass
Registry
Gateways
Myeloma Disease Model
Translational Network
MMRC
- Molecularly targeted therapies
- Immune therapies
- Novel therapies
THE
PATIENT
THE
DATABA
NKTH
ELEA
RNINGNETW
ORKTH
ECLINIC
Data generation &
integrationC
ollaboration and discovery
Accelerating trials
MM
GI
CoM
Mpass
Registry
Gatew
ays
Myelom
a Disease M
odel
Translational Netw
ork
MM
RC
- Molecularly targeted therapies
- Imm
une therapies
- Novel therapies
THE
PATI
ENT
THE
DATA
BANK
THE
LEA
RNIN
GNE
TWOR
KTH
ECL
INIC
Dat
a ge
nera
tion
& in
tegr
atio
nC
olla
bora
tion
and
dis
cove
ryA
ccel
erat
ing
tria
ls
MM
GI
CoM
Mpa
ss
Reg
istr
y
Gat
eway
s
Mye
lom
a D
isea
se M
odel
Tran
slat
iona
l Net
wor
k
MM
RC
- M
olec
ular
ly ta
rget
ed th
erap
ies
- Im
mun
e th
erap
ies
- N
ovel
ther
apie
s
81445CoMMpassWhitePaper
17
enablingmoreappropriateandtimelytreatmentdecisions.Researchersarecomparingtheeffectiveness
ofmeasuringMRDusingflowcytometryversusnext-generationsequencing,aswellasevaluatingthe
potentialformeasuringcirculatingmyelomatumorcellsinthebloodversusneedingabonemarrow
biopsy.
TheLearningNetwork
TheLearningNetworkencompassesinitiativesdesignedtosharedataandfacilitatecollaborationand
discovery,suchastheGatewaywebportalsandtheMyelomaDiseaseModeldescribedbelow.
Translationalresearchinitiatives,alsoapartofTheLearningNetwork,helpbringpotentialtherapies
from“benchtobedside”bytestingtheoreticaldiscoveriesgeneratedinTheDataBankstageina
laboratorysettingpriortotestinginhumans.
ResearcherandCoMMunityGatewayWebPortals
TheResearcherGatewaywaslaunchedin2013asanopen-accessresearchportalservingasadata
repositoryforCoMMpassandothergenomicand/orclinicalstudies.BuildingontheMMRF’sexperience
withtheMMGP,theResearcherGatewayisdesignedtohaveauser-friendlyinterfacethatenables
cliniciansandresearcherstoviewdatasetsandenterqueries.Thewebportalhousesgenomic,clinical,
andoutcomesdatainoneeasilyaccessiblelocation.Patientdataarede-identifiedtoprotectpatient
privacyandallowresearcherstoextractonlythespecificinformationinwhichtheyareinterested.
TheCoMMunityGatewayenablesCoMMpassStudyparticipantsandotherMMpatientstoconnectwith
eachother,basedontheirsubtypeandspecificdiseasecharacteristics(see
81445CoMMpassWhitePaper
18
https://community.themmrf.org/).ThewebportalalsoallowsMMpatientstobematchedwithongoing
clinicaltrialsaccordingtotheiruniqueprofileandtreatmentneeds.
MyelomaDiseaseModel
OnenotablecollaborationfortheMMRFiswithGNSHealthcare,aleadingprecisionmedicinecompany
thatappliescausalmachinelearningtechnologytomatchhealthinterventionstoindividualpatients.
UsingdatageneratedbyCoMMpass,theMMRF/GNSHealthcarepartnership,alsotermedtheMyeloma
DiseaseModel,isidentifyingpotentialdriversofclinicaloutcomesandtheirassociatedmolecular
pathways.Interimresultshaverecentlybeenpresented.9
TranslationalNetwork
TheMMRFrecentlyestablishedandsupportsatransformativeMMRFTranslationalNetworkof
Excellence,whichisfocusedonthemostpromisingresearchonnovelpreclinicalmodelsfornewtargets
anddrugvalidation,immunebiology,immunetherapeutics,andMRDinmyelomaandmyeloma-related
diseases.Thisgroundbreakinginitiativehasbeenmadepossibleduetodecade-longeffortsbythe
MMRFtogenerateassetsandcreateahighlyintegratedclinicalconsortiumnecessaryforsuchatask.
Inahighlycollaborativemanner,the4to6leadingacademiccentersinvolvedintheTranslational
NetworkofExcellencewilluseandsharetheircuttingedgetechnologies,platforms,andtoolsto
accomplishtheambitiousgoalofrapidlyadvancingscientificfindingstotheclinic.DuetotheMMRF’s
commitmenttotransparency,datageneratedthroughthiseffortwillbemadefreelyavailablethrough
theMMRFscientificportals,andcelllines/modelsandothertoolscouldbeobtainedthroughadditional
resourceswithinthenetwork.ThehopeisthattheMMRFTranslationalNetworkofExcellencewillbe
thecatalystneededtosparkessentialandremarkableprogressformyelomapatientsandcouldserveas
amodelforothercancers.
81445CoMMpassWhitePaper
17
enablingmoreappropriateandtimelytreatmentdecisions.Researchersarecomparingtheeffectiveness
ofmeasuringMRDusingflowcytometryversusnext-generationsequencing,aswellasevaluatingthe
potentialformeasuringcirculatingmyelomatumorcellsinthebloodversusneedingabonemarrow
biopsy.
TheLearningNetwork
TheLearningNetworkencompassesinitiativesdesignedtosharedataandfacilitatecollaborationand
discovery,suchastheGatewaywebportalsandtheMyelomaDiseaseModeldescribedbelow.
Translationalresearchinitiatives,alsoapartofTheLearningNetwork,helpbringpotentialtherapies
from“benchtobedside”bytestingtheoreticaldiscoveriesgeneratedinTheDataBankstageina
laboratorysettingpriortotestinginhumans.
ResearcherandCoMMunityGatewayWebPortals
TheResearcherGatewaywaslaunchedin2013asanopen-accessresearchportalservingasadata
repositoryforCoMMpassandothergenomicand/orclinicalstudies.BuildingontheMMRF’sexperience
withtheMMGP,theResearcherGatewayisdesignedtohaveauser-friendlyinterfacethatenables
cliniciansandresearcherstoviewdatasetsandenterqueries.Thewebportalhousesgenomic,clinical,
andoutcomesdatainoneeasilyaccessiblelocation.Patientdataarede-identifiedtoprotectpatient
privacyandallowresearcherstoextractonlythespecificinformationinwhichtheyareinterested.
TheCoMMunityGatewayenablesCoMMpassStudyparticipantsandotherMMpatientstoconnectwith
eachother,basedontheirsubtypeandspecificdiseasecharacteristics(see
81445CoMMpassWhitePaper
18
https://community.themmrf.org/).ThewebportalalsoallowsMMpatientstobematchedwithongoing
clinicaltrialsaccordingtotheiruniqueprofileandtreatmentneeds.
MyelomaDiseaseModel
OnenotablecollaborationfortheMMRFiswithGNSHealthcare,aleadingprecisionmedicinecompany
thatappliescausalmachinelearningtechnologytomatchhealthinterventionstoindividualpatients.
UsingdatageneratedbyCoMMpass,theMMRF/GNSHealthcarepartnership,alsotermedtheMyeloma
DiseaseModel,isidentifyingpotentialdriversofclinicaloutcomesandtheirassociatedmolecular
pathways.Interimresultshaverecentlybeenpresented.9
TranslationalNetwork
TheMMRFrecentlyestablishedandsupportsatransformativeMMRFTranslationalNetworkof
Excellence,whichisfocusedonthemostpromisingresearchonnovelpreclinicalmodelsfornewtargets
anddrugvalidation,immunebiology,immunetherapeutics,andMRDinmyelomaandmyeloma-related
diseases.Thisgroundbreakinginitiativehasbeenmadepossibleduetodecade-longeffortsbythe
MMRFtogenerateassetsandcreateahighlyintegratedclinicalconsortiumnecessaryforsuchatask.
Inahighlycollaborativemanner,the4to6leadingacademiccentersinvolvedintheTranslational
NetworkofExcellencewilluseandsharetheircuttingedgetechnologies,platforms,andtoolsto
accomplishtheambitiousgoalofrapidlyadvancingscientificfindingstotheclinic.DuetotheMMRF’s
commitmenttotransparency,datageneratedthroughthiseffortwillbemadefreelyavailablethrough
theMMRFscientificportals,andcelllines/modelsandothertoolscouldbeobtainedthroughadditional
resourceswithinthenetwork.ThehopeisthattheMMRFTranslationalNetworkofExcellencewillbe
thecatalystneededtosparkessentialandremarkableprogressformyelomapatientsandcouldserveas
amodelforothercancers.
81445CoMMpassWhitePaper
18
https://community.themmrf.org/).ThewebportalalsoallowsMMpatientstobematchedwithongoing
clinicaltrialsaccordingtotheiruniqueprofileandtreatmentneeds.
MyelomaDiseaseModel
OnenotablecollaborationfortheMMRFiswithGNSHealthcare,aleadingprecisionmedicinecompany
thatappliescausalmachinelearningtechnologytomatchhealthinterventionstoindividualpatients.
UsingdatageneratedbyCoMMpass,theMMRF/GNSHealthcarepartnership,alsotermedtheMyeloma
DiseaseModel,isidentifyingpotentialdriversofclinicaloutcomesandtheirassociatedmolecular
pathways.Interimresultshaverecentlybeenpresented.9
TranslationalNetwork
TheMMRFrecentlyestablishedandsupportsatransformativeMMRFTranslationalNetworkof
Excellence,whichisfocusedonthemostpromisingresearchonnovelpreclinicalmodelsfornewtargets
anddrugvalidation,immunebiology,immunetherapeutics,andMRDinmyelomaandmyeloma-related
diseases.Thisgroundbreakinginitiativehasbeenmadepossibleduetodecade-longeffortsbythe
MMRFtogenerateassetsandcreateahighlyintegratedclinicalconsortiumnecessaryforsuchatask.
Inahighlycollaborativemanner,the4to6leadingacademiccentersinvolvedintheTranslational
NetworkofExcellencewilluseandsharetheircuttingedgetechnologies,platforms,andtoolsto
accomplishtheambitiousgoalofrapidlyadvancingscientificfindingstotheclinic.DuetotheMMRF’s
commitmenttotransparency,datageneratedthroughthiseffortwillbemadefreelyavailablethrough
theMMRFscientificportals,andcelllines/modelsandothertoolscouldbeobtainedthroughadditional
resourceswithinthenetwork.ThehopeisthattheMMRFTranslationalNetworkofExcellencewillbe
thecatalystneededtosparkessentialandremarkableprogressformyelomapatientsandcouldserveas
amodelforothercancers.
81445CoMMpassWhitePaper
18
https://community.themmrf.org/).ThewebportalalsoallowsMMpatientstobematchedwithongoing
clinicaltrialsaccordingtotheiruniqueprofileandtreatmentneeds.
MyelomaDiseaseModel
OnenotablecollaborationfortheMMRFiswithGNSHealthcare,aleadingprecisionmedicinecompany
thatappliescausalmachinelearningtechnologytomatchhealthinterventionstoindividualpatients.
UsingdatageneratedbyCoMMpass,theMMRF/GNSHealthcarepartnership,alsotermedtheMyeloma
DiseaseModel,isidentifyingpotentialdriversofclinicaloutcomesandtheirassociatedmolecular
pathways.Interimresultshaverecentlybeenpresented.9
TranslationalNetwork
TheMMRFrecentlyestablishedandsupportsatransformativeMMRFTranslationalNetworkof
Excellence,whichisfocusedonthemostpromisingresearchonnovelpreclinicalmodelsfornewtargets
anddrugvalidation,immunebiology,immunetherapeutics,andMRDinmyelomaandmyeloma-related
diseases.Thisgroundbreakinginitiativehasbeenmadepossibleduetodecade-longeffortsbythe
MMRFtogenerateassetsandcreateahighlyintegratedclinicalconsortiumnecessaryforsuchatask.
Inahighlycollaborativemanner,the4to6leadingacademiccentersinvolvedintheTranslational
NetworkofExcellencewilluseandsharetheircuttingedgetechnologies,platforms,andtoolsto
accomplishtheambitiousgoalofrapidlyadvancingscientificfindingstotheclinic.DuetotheMMRF’s
commitmenttotransparency,datageneratedthroughthiseffortwillbemadefreelyavailablethrough
theMMRFscientificportals,andcelllines/modelsandothertoolscouldbeobtainedthroughadditional
resourceswithinthenetwork.ThehopeisthattheMMRFTranslationalNetworkofExcellencewillbe
thecatalystneededtosparkessentialandremarkableprogressformyelomapatientsandcouldserveas
amodelforothercancers.
81445CoMMpassWhitePaper
18
https://community.themmrf.org/).ThewebportalalsoallowsMMpatientstobematchedwithongoing
clinicaltrialsaccordingtotheiruniqueprofileandtreatmentneeds.
MyelomaDiseaseModel
OnenotablecollaborationfortheMMRFiswithGNSHealthcare,aleadingprecisionmedicinecompany
thatappliescausalmachinelearningtechnologytomatchhealthinterventionstoindividualpatients.
UsingdatageneratedbyCoMMpass,theMMRF/GNSHealthcarepartnership,alsotermedtheMyeloma
DiseaseModel,isidentifyingpotentialdriversofclinicaloutcomesandtheirassociatedmolecular
pathways.Interimresultshaverecentlybeenpresented.9
TranslationalNetwork
TheMMRFrecentlyestablishedandsupportsatransformativeMMRFTranslationalNetworkof
Excellence,whichisfocusedonthemostpromisingresearchonnovelpreclinicalmodelsfornewtargets
anddrugvalidation,immunebiology,immunetherapeutics,andMRDinmyelomaandmyeloma-related
diseases.Thisgroundbreakinginitiativehasbeenmadepossibleduetodecade-longeffortsbythe
MMRFtogenerateassetsandcreateahighlyintegratedclinicalconsortiumnecessaryforsuchatask.
Inahighlycollaborativemanner,the4to6leadingacademiccentersinvolvedintheTranslational
NetworkofExcellencewilluseandsharetheircuttingedgetechnologies,platforms,andtoolsto
accomplishtheambitiousgoalofrapidlyadvancingscientificfindingstotheclinic.DuetotheMMRF’s
commitmenttotransparency,datageneratedthroughthiseffortwillbemadefreelyavailablethrough
theMMRFscientificportals,andcelllines/modelsandothertoolscouldbeobtainedthroughadditional
resourceswithinthenetwork.ThehopeisthattheMMRFTranslationalNetworkofExcellencewillbe
thecatalystneededtosparkessentialandremarkableprogressformyelomapatientsandcouldserveas
amodelforothercancers.
81445CoMMpassWhitePaper
19
TheClinic
TheClinicrepresentstheclinicaltrialcomponentofthemodelinwhichinvestigationaltherapies,
generatedfromdiscoveriesmadeinTheDataBankandTheLearningNetwork,aretestedinpatients
withMMfortheirsafety,efficacy,andfeasibilityasreal-worldtreatmentoptions.
MultipleMyelomaResearchConsortium
ThedesignandimplementationoftheseclinicaltrialswouldbeperformedinpartbytheMultiple
MyelomaResearchConsortium(MMRC),whichwascreatedbytheMMRFin2004toacceleratethe
launchandcompletionofPhase1and2studiesofnovelagentsandcombinations.TheMMRC–
comprisedof22centersintheUSandCanada–employsauniquecollaborativemodel,bringing
togetheracademicresearchcentersandindustrypartnersinorderthatnewtreatmentscanbebrought
topatientsasquicklyaspossible.Over70MMRC-facilitatedtrialshavebeenlaunchedtodatetotest
molecularlytargetedtherapies,immunetherapies,andothernoveltherapies(Figure5).Precision
medicineisnotjustaboutmolecularlytargetedtreatments;immuneandnovelagentswilllikelybe
neededincombinationformany/allpatients,anditisimportanttohavearobustportfoliosothatthere
aretrialsforeverypatient/subtype.Giventhisbroadandextensiveexperience,theMMRCisideally
positionedtoserveinthePrecisionMedicineModelastheumbrellaorganizationtorapidlytestideas
andhypothesesintargetedpopulationsastheyemergefromTheDataBankandTheLearningNetwork.
THEPATIENT
THEDATABANK
THELEARNINGNETWORK
THECLINIC
Data generation & integration Collaboration and discovery Accelerating trials
MMGI
CoMMpass
Registry
Gateways
Myeloma Disease Model
Translational Network
MMRC
- Molecularly targeted therapies
- Immune therapies
- Novel therapies
THE
PATIENT
THE
DATABA
NKTH
ELEA
RNINGNETW
ORKTH
ECLINIC
Data generation &
integrationC
ollaboration and discovery
Accelerating trials
MM
GI
CoM
Mpass
Registry
Gatew
ays
Myelom
a Disease M
odel
Translational Netw
ork
MM
RC
- Molecularly targeted therapies
- Imm
une therapies
- Novel therapies
THE
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ENT
THE
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THE
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TWOR
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Dat
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dis
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MM
GI
CoM
Mpa
ss
Reg
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y
Gat
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Mye
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se M
odel
Tran
slat
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MM
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- M
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ly ta
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ed th
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- Im
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- N
ovel
ther
apie
s
81445CoMMpassWhitePaper
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Figure5.MMRCTrialPipeline
ALK=anaplasticlymphomakinase;BTK=Bruton’styrosinekinase;CAR=chimericantigenreceptor;CDK=cyclin-dependentkinase;CRM1=chromosomalmaintenance1;FGFR3=fibroblastgrowthfactorreceptor3;HDAC=histonedeacetylaseinhibitors;HSP90=heatshockprotein90;IDH1/2=isocitratedehydrogenase1/2;IGF-1=insulin-likegrowthfactor-1;KSP=kinesinspindleprotein;PD-1=programmeddeathreceptor1;PDL-1=programmeddeathligand1.
NextStepsfortheCoMMpassStudyandforMMResearch
TheongoingCoMMpassStudy,representingthecornerstoneoftheMMRF’sPrecisionMedicineModel,
hasalreadyprovidedvaluableinsightsintotopicssuchasthediversebaselinecharacteristicsofnewly
diagnosedMMpatients,theeffectivenessoftripletversusdoublettherapy,andtheimportanceofstem
celltransplantation.Asthedatacontinuetomature,patientsandclinicianswillbebetterabletoanswer
keyquestionsintheclinicaldecision-makingprocess,suchashowandwhentocombinetherapyandto
sequencetherapy.Inaddition,thegenomicandclinicaldatageneratedfromCoMMpasswillenhance
81445CoMMpassWhitePaper
20
Figure5.MMRCTrialPipeline
ALK=anaplasticlymphomakinase;BTK=Bruton’styrosinekinase;CAR=chimericantigenreceptor;CDK=cyclin-dependentkinase;CRM1=chromosomalmaintenance1;FGFR3=fibroblastgrowthfactorreceptor3;HDAC=histonedeacetylaseinhibitors;HSP90=heatshockprotein90;IDH1/2=isocitratedehydrogenase1/2;IGF-1=insulin-likegrowthfactor-1;KSP=kinesinspindleprotein;PD-1=programmeddeathreceptor1;PDL-1=programmeddeathligand1.
NextStepsfortheCoMMpassStudyandforMMResearch
TheongoingCoMMpassStudy,representingthecornerstoneoftheMMRF’sPrecisionMedicineModel,
hasalreadyprovidedvaluableinsightsintotopicssuchasthediversebaselinecharacteristicsofnewly
diagnosedMMpatients,theeffectivenessoftripletversusdoublettherapy,andtheimportanceofstem
celltransplantation.Asthedatacontinuetomature,patientsandclinicianswillbebetterabletoanswer
keyquestionsintheclinicaldecision-makingprocess,suchashowandwhentocombinetherapyandto
sequencetherapy.Inaddition,thegenomicandclinicaldatageneratedfromCoMMpasswillenhance
81445CoMMpassWhitePaper
21
theunderstandingofunderlyingdiseasemechanismsandhowtheychangeovertime,helptoidentify
newdrugtargets,andallowexplorationoftheinterplayoftargetedtherapyandimmunetherapy,
amongotherfactors.CoMMpassprovidesaroadmapforthefutureofMMtreatment.Theultimate
goalisforallpatientswithMMtohavegenomicandimmuneprofilinginorderforthemtogetthebest
possibletreatmentfortheirparticulardisease.
TheMMRF’sPrecisionMedicineModelenablesacomprehensiveend-to-endapproachthatstartswith
datagenerationandintegrationinTheDataBank,collaborationanddiscoveryinTheLearningNetwork,
andacceleratedclinicaltrialsinTheClinic.ThePrecisionMedicineModel,withanemphasisonopen-
accessdatasharingandanalysisandmulti-stakeholderinvolvement,providesaninvaluabletemplate
thatcouldbeappliedtootherdiseasestates,particularlyrareorheterogeneousdiseaseswheredata
andpatientsarescarce.
ThroughthecollaborativeandintegratedapproachofthePrecisionMedicineModel,theMMRF
representsanewandexcitingerainmedicine,onethatfocusesonimprovingthelivesofpatientsas
quicklyandefficientlyaspossible.
81445CoMMpassWhitePaper
20
Figure5.MMRCTrialPipeline
ALK=anaplasticlymphomakinase;BTK=Bruton’styrosinekinase;CAR=chimericantigenreceptor;CDK=cyclin-dependentkinase;CRM1=chromosomalmaintenance1;FGFR3=fibroblastgrowthfactorreceptor3;HDAC=histonedeacetylaseinhibitors;HSP90=heatshockprotein90;IDH1/2=isocitratedehydrogenase1/2;IGF-1=insulin-likegrowthfactor-1;KSP=kinesinspindleprotein;PD-1=programmeddeathreceptor1;PDL-1=programmeddeathligand1.
NextStepsfortheCoMMpassStudyandforMMResearch
TheongoingCoMMpassStudy,representingthecornerstoneoftheMMRF’sPrecisionMedicineModel,
hasalreadyprovidedvaluableinsightsintotopicssuchasthediversebaselinecharacteristicsofnewly
diagnosedMMpatients,theeffectivenessoftripletversusdoublettherapy,andtheimportanceofstem
celltransplantation.Asthedatacontinuetomature,patientsandclinicianswillbebetterabletoanswer
keyquestionsintheclinicaldecision-makingprocess,suchashowandwhentocombinetherapyandto
sequencetherapy.Inaddition,thegenomicandclinicaldatageneratedfromCoMMpasswillenhance
81445CoMMpassWhitePaper
21
theunderstandingofunderlyingdiseasemechanismsandhowtheychangeovertime,helptoidentify
newdrugtargets,andallowexplorationoftheinterplayoftargetedtherapyandimmunetherapy,
amongotherfactors.CoMMpassprovidesaroadmapforthefutureofMMtreatment.Theultimate
goalisforallpatientswithMMtohavegenomicandimmuneprofilinginorderforthemtogetthebest
possibletreatmentfortheirparticulardisease.
TheMMRF’sPrecisionMedicineModelenablesacomprehensiveend-to-endapproachthatstartswith
datagenerationandintegrationinTheDataBank,collaborationanddiscoveryinTheLearningNetwork,
andacceleratedclinicaltrialsinTheClinic.ThePrecisionMedicineModel,withanemphasisonopen-
accessdatasharingandanalysisandmulti-stakeholderinvolvement,providesaninvaluabletemplate
thatcouldbeappliedtootherdiseasestates,particularlyrareorheterogeneousdiseaseswheredata
andpatientsarescarce.
ThroughthecollaborativeandintegratedapproachofthePrecisionMedicineModel,theMMRF
representsanewandexcitingerainmedicine,onethatfocusesonimprovingthelivesofpatientsas
quicklyandefficientlyaspossible.
81445CoMMpassWhitePaper
21
theunderstandingofunderlyingdiseasemechanismsandhowtheychangeovertime,helptoidentify
newdrugtargets,andallowexplorationoftheinterplayoftargetedtherapyandimmunetherapy,
amongotherfactors.CoMMpassprovidesaroadmapforthefutureofMMtreatment.Theultimate
goalisforallpatientswithMMtohavegenomicandimmuneprofilinginorderforthemtogetthebest
possibletreatmentfortheirparticulardisease.
TheMMRF’sPrecisionMedicineModelenablesacomprehensiveend-to-endapproachthatstartswith
datagenerationandintegrationinTheDataBank,collaborationanddiscoveryinTheLearningNetwork,
andacceleratedclinicaltrialsinTheClinic.ThePrecisionMedicineModel,withanemphasisonopen-
accessdatasharingandanalysisandmulti-stakeholderinvolvement,providesaninvaluabletemplate
thatcouldbeappliedtootherdiseasestates,particularlyrareorheterogeneousdiseaseswheredata
andpatientsarescarce.
ThroughthecollaborativeandintegratedapproachofthePrecisionMedicineModel,theMMRF
representsanewandexcitingerainmedicine,onethatfocusesonimprovingthelivesofpatientsas
quicklyandefficientlyaspossible.
81445CoMMpassWhitePaper
22
Glossary/AcronymList
Antibody=alarge,Y-shapedproteinusedbytheimmunesystemtoidentifyandneutralizepathogens
CoMMpassStudy=ClinicalOutcomesinMultipleMyelomatoPersonalAssessmentofGeneticProfiles
study;alarge-scale,longitudinalstudyinitiatedin2011tounderstandmoleculardriversofMMat
diagnosisandatotherkeytimepoints
CoMMunityGateway=webportalforCoMMpasspatientsandotherpatientswithMMtosharetheir
journeyandbematchedwithclinicaltrials
IA7=theseventhinterimanalysisoftheCoMMpassStudy
Mproteins=abnormalantibodiesthatcancollectinblood,urine,andorgans,ultimatelycausingbone
damage,kidneyfailure,andimpairedimmunesystemfunction
MM=multiplemyeloma;atypeofbloodcancer,orhematologicmalignancy,inwhichabnormalplasma
cellsareoverproducedinthebonemarrow
MMGI=MultipleMyelomaGenomicsInstitute
MMGP=MultipleMyelomaGenomicsPortal
MMRC=MultipleMyelomaResearchConsortium
MMRF=MultipleMyelomaResearchFoundation
MRD=Minimalresidualdisease
Plasmacell=atypeofwhitebloodcellthatproduceantibodies
ResearcherGateway=anopen-accessresearchportalservingasadatarepositoryforCoMMpassand
otherMM-relatedstudies
SEER=Surveillance,Epidemiology,andEndResults(aUSNationalCancerInstituteprogram)81445CoMMpassWhitePaper
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Whitebloodcells=cellsoftheimmunesysteminvolvedinfightinginfection
81445CoMMpassWhitePaper
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References
1. GhobrialIM,LandgrenO.HowItreatsmolderingmultiplemyeloma.Blood.2014;124(23):3380-
3388.
2. LohrJG,StojanovP,CarterSL,etal.Widespreadgeneticheterogeneityinmultiplemyeloma:
implicationsfortargetedtherapy.CancerCell.2014;25(1):91-101.
3. NationalCancerInstituteSEERProgram.SEERstatfactsheets:myeloma.Availableat:
http://seer.cancer.gov/statfacts/html/mulmy.html.AccessedMay25,2016.
4. ChapmanMA,LawrenceMS,KeatsJJ,etal.Initialgenomesequencingandanalysisofmultiple
myeloma.Nature.2011;471(7339):467-472.
5. MultipleMyelomaResearchFoundation.ResearcherGateway:ExploreIA7:Demographics
Analysis.Availableat:https://research.themmrf.org/rp/explore.AccessedJune14,2016.
6. ManojlovicZ,ChristoffersonA,LegendreC,etal.In-depthmolecularprofilingofmultiple
myelomainAfrican-Americans[abstract].Blood.2015;126(23):2973.
7. FialaMA,KellerJ,SladeM,etal.Theassociationbetweenperformancestatusandhealth-
relatedqualityoflife[abstract].Blood.2015;126(23):3312.
8. FialaMA,SladeM,KellerJ,etal.TheassociationofInternationalStagingSystem(ISS)stagewith
diseaseandsymptomburdeninpatientswithnewlydiagnosedmultiplemyeloma[abstract].
Blood.2015;126(23):2115.
9. GruberF,HayeteB,KeatsJJ,etal.Investigationofmechanismsofresponseinmultiplemyeloma
viaBayesiancausalinference:anearlyanalysisoftheCoMMpassstudydata[abstract].Blood.
2015;126(23):1794.
10.KeatsJJ,SpeyerG,LegendreC,etal.Identificationofinitiatingtrunkmutationsanddistinct
molecularsubtypes:aninterimanalysisoftheMMRFCoMMpassStudy[abstract].Blood.
2015;126(23):722.
81445CoMMpassWhitePaper
23
Whitebloodcells=cellsoftheimmunesysteminvolvedinfightinginfection
81445CoMMpassWhitePaper
24
References
1. GhobrialIM,LandgrenO.HowItreatsmolderingmultiplemyeloma.Blood.2014;124(23):3380-
3388.
2. LohrJG,StojanovP,CarterSL,etal.Widespreadgeneticheterogeneityinmultiplemyeloma:
implicationsfortargetedtherapy.CancerCell.2014;25(1):91-101.
3. NationalCancerInstituteSEERProgram.SEERstatfactsheets:myeloma.Availableat:
http://seer.cancer.gov/statfacts/html/mulmy.html.AccessedMay25,2016.
4. ChapmanMA,LawrenceMS,KeatsJJ,etal.Initialgenomesequencingandanalysisofmultiple
myeloma.Nature.2011;471(7339):467-472.
5. MultipleMyelomaResearchFoundation.ResearcherGateway:ExploreIA7:Demographics
Analysis.Availableat:https://research.themmrf.org/rp/explore.AccessedJune14,2016.
6. ManojlovicZ,ChristoffersonA,LegendreC,etal.In-depthmolecularprofilingofmultiple
myelomainAfrican-Americans[abstract].Blood.2015;126(23):2973.
7. FialaMA,KellerJ,SladeM,etal.Theassociationbetweenperformancestatusandhealth-
relatedqualityoflife[abstract].Blood.2015;126(23):3312.
8. FialaMA,SladeM,KellerJ,etal.TheassociationofInternationalStagingSystem(ISS)stagewith
diseaseandsymptomburdeninpatientswithnewlydiagnosedmultiplemyeloma[abstract].
Blood.2015;126(23):2115.
9. GruberF,HayeteB,KeatsJJ,etal.Investigationofmechanismsofresponseinmultiplemyeloma
viaBayesiancausalinference:anearlyanalysisoftheCoMMpassstudydata[abstract].Blood.
2015;126(23):1794.
10.KeatsJJ,SpeyerG,LegendreC,etal.Identificationofinitiatingtrunkmutationsanddistinct
molecularsubtypes:aninterimanalysisoftheMMRFCoMMpassStudy[abstract].Blood.
2015;126(23):722.
81445CoMMpassWhitePaper
25
11.KellerJ,FialaMA,SladeM,etal.Presentingcharacteristicsandsymptomburdenofnewly
diagnosedoldermultiplemyelomapatientsintheCoMMpassstudy[abstract].Blood.
2015;126(23):3307.
12.LaganaA,ReadheadB,PerumalD,etal.Towardsanetwork-basedmoleculartaxonomyofnewly
diagnosedmultiplemyeloma[abstract].Blood.2015;126(23):840.
13.GiustiK.TheMMRFPrecisionMedicineModel.Availableat:
http://www.themmrf.org/pmwc2016.AccessedApril19,2016.
Multiple Myeloma Research Foundation383 Main Avenue, 5th Floor
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