Documentation of value created by Real World Evidence (RWE ...

24
Documentation of value created by Real World Evidence (RWE): TVT Registry case study and proposed metrics Gregory Pappas MD PhD Associate Director for NEST FDA/CDRH

Transcript of Documentation of value created by Real World Evidence (RWE ...

Page 1: Documentation of value created by Real World Evidence (RWE ...

DocumentationofvaluecreatedbyRealWorldEvidence(RWE):TVTRegistrycasestudyand

proposedmetricsGregoryPappasMDPhD

AssociateDirectorforNESTFDA/CDRH

Page 2: Documentation of value created by Real World Evidence (RWE ...

Overview

• MDEpiNetWorkgroup• Framingthequestion:DoesRWEprovidea“better,faster,cheaper”waytogenerateevidenceforregulatorydecisionmaking?• Methods• ResultsoftheTVTcasestudy• Discussion• NextSteps

Page 3: Documentation of value created by Real World Evidence (RWE ...

MDEpiNetworkgroupwasformedtoaddresstheissues• Includesrepresentativesfromclinicalcenters,registries,researchscientists,andmanycompaniesincludingallthreeofthecompaniesthatmakethevalvesforTVT.• TheTVTCRNwasselectedasfirstcasestudybecausehavegreatestamountofexperiencetodateusingRWE.• VascularQualityInitiative(VQI)wasselectedassecondcasestudy.

• WhilefewerdecisionshavebeenmadewiththeVQI,itisprobablyamoretypicalormodelforevaluationofROI.

• Co-Chairofworkgroup,JesseBerlinJnJ• EditorofJournaloftheAmericanCollegeofCardiologyreadthedraftwhitepaperandshowedinterestinreviewingafinalmanuscriptwhichiscurrentlyundergoingfinaldraftingandrevision.• ThankstoJohnLaschinger,Changfu Wu,DougDumont,ErikaTang,andTianeyZiegler.

Page 4: Documentation of value created by Real World Evidence (RWE ...

AreCRN(coordinatedregistrynetwork)studies“Better,Faster,Cheaper”?• OneoftheoriginalreasonsforpromotingtheuseofRWEwastobringdownthecostandtimeofevidencegeneration,andtoovercomesomeofthelimitationsofthetoolsandmethodswecurrentlyuseandovercomelimitationsoftraditionalpostmarketstudies.• LiteraturedocumentingfasterenrollmentusingCRNsexists• E.g.SAFE-PCIforWomen

• Itmakescommonsensebuttherehasnotbeenaclearmethodanddemonstration.

Page 5: Documentation of value created by Real World Evidence (RWE ...

Definingtermsandparameters

• CRN- CoordinatedRegistryNetwork(DougkeepssayingweshouldrebrandthemasCoordinatedRWENetworks!)• TVT– Transcatheter ValveTherapy• TheTVTCRNcasestudyisusedbecauseitisthemostmatureexampleoftheuseofRWEfordeviceevaluationandregulatorydecisionmaking• Returnoninvestment(ROI)isestimatedforsponsorsasagroupandfocusesonevidencegeneration.• Dayssavediscalculatedseparatelyforreasonsexplained(dayssavedmaycontributetoROIinsomecircumstances)

Page 6: Documentation of value created by Real World Evidence (RWE ...

Background

• TheTranscatheter ValveTherapyCoordinatedRegistryNetwork(TVTCRN)hasbeenusedtosupportover20pre-marketandpost-marketregulatorydecisions.AmethodtoevaluatethevaluecreatedbytheTVTCRNcomparedtotraditionalstudydesignsusedfordeviceevaluationisproposed.

Page 7: Documentation of value created by Real World Evidence (RWE ...

Methods:Datasourcesandlinkage

Page 8: Documentation of value created by Real World Evidence (RWE ...

Methods:Datasourcesandlinkage

Petersonet.al

Page 9: Documentation of value created by Real World Evidence (RWE ...

Methods:comparingCRNcostsandtimeswith“counterfactual”studiesMethods:ReturnonInvestment(ROI)andDaysSavedwerecalculatedcomparingstudiesthatwereconducteduseoffortheTVTCRNwith“counterfactualstudies,”studiesthatwouldhavebeendoneiftheTVTregistrydidnotexist. .• BoththecounterfactualcostofstudiesandtimelengthofstudieswereprojectedusingdesignspecificationsdeterminedbyFDAreviewers• CostofthestudiesdonewiththeTCTCRNwasprovidedbyACC.• CostofthecounterfactualstudiesareestimatedusingResnic model1

[1]Wimmer,NeilJ.etal.“AssessingtheCostBurdenofUnitedStatesFDA-MandatedPost-ApprovalStudiesforMedicalDevices.” Journalofhealthcarefinance 2016.SpecFEATURES(2016):http://www.healthfinancejournal.com/~junland/index.php/johcf/article/view/82/83.Print.

Page 10: Documentation of value created by Real World Evidence (RWE ...

Method:calculatingcostsofcounterfacutalstudiesusingtheResnic model1• Briefly,thecostestimationmodelwasdevelopedthroughiterativestructuredinterviewswith12domainareaexpertsinthedesignandmanagementofpost-approvalclinicalstudiesselectedfromindustry,academiaandclinicaltrialsiteleadership.• ModifiedDelphiapproach,consensusamongthedomainexperts• Thedriversandestimatesofstudycostsinclude:• Plannedenrollment• Numberofparticipatingcenters,• Durationofproposedstudy• Intensityoffollowup.

[1]Wimmer,NeilJ.etal.“AssessingtheCostBurdenofUnitedStatesFDA-MandatedPost-ApprovalStudiesforMedicalDevices.” Journalofhealthcarefinance 2016.SpecFEATURES(2016):http://www.healthfinancejournal.com/~junland/index.php/johcf/article/view/82/83.Print.

Page 11: Documentation of value created by Real World Evidence (RWE ...

Resnic spreadsheet

Key 1=yes,0=no 1=yes,0=no 1=yes,0=no;2=historical # 0%- 100% # # # # 1=yes,0=no #

1=imaging,2=invasive3=other

0=cardiac,1=non-cardiac

Scenario

Total#Subjects

Recruitment Randomized ControlGroup TotalNumSites OutsideUS% StudyDuration(yrs)

#Yrs>2(Extension)

#AddPhoneCallperYr

#In-PersonperYr

RequiredProcedure?

TotalProcedureCount

TypeofProcedure(ifyes)

OrganSystem

Example 1000 0 0 0 100 0% 3.0 1 0 0 1 1 2 0P100009 2000 1 0 0 39 0% 5.0 3 0 1 1 5 1 0P100041 1100 1 0 0 27 0% 5.0 3 0 1 1 5 1 0

P100041/S039 100 1 0 0 27 0% 5.0 3 0 1 1 5 1 0P110021 1700 1 0 0 27 0% 5.0 3 0 1 1 5 1 0

P110021/S026 100 1 0 0 27 0% 5.0 3 0 1 1 5 1 0P130009 1000 1 0 0 28 0% 5.0 3 0 1 1 5 1 0

P130009/S034 200 1 0 0 28 0% 5.0 3 0 1 1 5 1 0P130009/S057 1000 1 0 0 57 0% 10.0 8 0 1 1 7 1 0

P140031 1000 1 0 0 29 0% 5.0 3 0 1 1 5 1 0P140031/S010 1000 1 0 0 57 0% 10.0 8 0 1 1 7 1 0

P130021 1000 1 0 0 41 0% 5.0 3 0 1 1 5 1 0P130021/S002 1000 1 0 0 45 0% 5.0 3 0 1 1 5 1 0P130021/S010 200 1 0 0 37 0% 5.0 3 0 1 1 5 1 0P130021/S014 250 1 0 0 24 0% 5.0 3 0 1 1 5 1 0P130021/S016 250 1 0 0 24 0% 5.0 3 0 1 1 5 1 0P130021/S025 100 1 0 0 41 0% 5.0 3 0 1 1 5 1 0P130021/S033 1000 1 0 0 65 0% 10.0 8 0 1 1 7 1 0

Page 12: Documentation of value created by Real World Evidence (RWE ...

Methods:Time-savingsanalysis(Days-saved)TimeframefromstudydesigntoMarketingApplicationSubmission.

CET=(numberofpatientsforstudybydesign/rateofenrollment)/studydurationspecifiedbydesign

Page 13: Documentation of value created by Real World Evidence (RWE ...

Methods:Cost-savingsanalysis

• ROI=(CostSavingsfromInvestment)/(CostofInvestment)*100• CostSavingsfromInvestment(CSI)=costoftraditionalstudies(CTS)overtimeperiodminus costofinvestment(X)

Page 14: Documentation of value created by Real World Evidence (RWE ...

Methods:days-savedmetric

• Thetimeperiodformeasurementisthe“evidencegenerationperiod”,thetimefromthefirstenrolledsubjecttotheendofthestudy.Wearecallingthistherealscenariotimeforevidencegeneration.• Othertimefactorswereexcludedfromthemetric

• TimeforIRBvariesbroadlyfordifferentCRNandcanbecombinedwithothertimeintervals• TimeforsiteenrollmentcouldnotbemeasuredwithFDArecordsandthereforeintroducesanunderestimateinto“dayssaved”.

• Thecounterfactualtimeforevidencegenerationistherateofenrollmentpercite,timethenumberofsites,timethestudysizeplusthelengthofthestudyasspecifiedbythedesign.• RateofenrollmentistakenfromthepivotalstudyfortheTVTthatusedtraditionalmethodstoenrollpatient

• Dayssavedisthenthedifferencebetweentherealscenariotimeandthecounterfactualtime

Page 15: Documentation of value created by Real World Evidence (RWE ...

Results:ROI

• TVTCRNwasusedtosupport23(pre-marketandpost-market)decisionssubmittedbythreemedicaldevicecompanieswereidentified. In21studies.• ThreecompaniesinvestedinTVT,fundsgiventoACCtoconductstudies.• ThecoststothesestudiesconductedintheTVTCRNis$25,050,000.• Theestimatedcostsofthecounterfactualstudiesisatotalofover$127millionusingResnic Model.ROIisestimatedtobegreaterthan400%.• Dayssavedvaryamongthestudiesconductedandrevealtimesavingsfrommonthstoyears.

Page 16: Documentation of value created by Real World Evidence (RWE ...
Page 17: Documentation of value created by Real World Evidence (RWE ...

Results:ROI

• Costofindividualcounterfactualstudiesvarybetween$2.2to$18.9• Totalofthecounterfactualstudies=$127million• CostofInvestment(COI)=$25,050,000• CostSavingsfromInvestment(CSI)=$127million- $25,050,000• =$102,171,539• TVTReturnonInvestment(ROI)=(CSI/COI)*100• =($102million/25,050,000)*100• =408%

Page 18: Documentation of value created by Real World Evidence (RWE ...

Results:Days-savedStudy StudyType Total

Counterfactualstudytime(days)

Realscenario-Daysspecifiedbydesign

DaysSaved

YearsSaved

A PAS 4256 1825 2431 6.7B PAS 3756 1825 1931 5.3C LabelExpansion 2001 1825 176 0.5D PAS 4810 1825 2985 8.2E Label

expansion2001 1825 176 0.5

F PAS 3518 1825 1693 4.6G PAS 2164 1825 339 0.9H PAS 4482 3650 832 2.3I PAS 3460 1825 1635 4.5J PAS 4482 3650 832 2.3K PAS 2981 1825 1156 3.2L PAS 2878 1825 1053 2.9M PAS 2081 1825 256 0.7M PAS 2319 1825 494 1.4O PAS 2319 1825 494 1.4P PAS 1941 1825 116 0.3Q PAS 4379 3650 729 2.0R LabelExpansion 610 365 245 0.7S PAS 1988 1825 163 0.4

Page 19: Documentation of value created by Real World Evidence (RWE ...

Discussion:ROICaveats

• SavingsonevidencegenerationisnottheonlyconsiderationforindustrywhenconsideringuseofCRN.Controloverdataisafactorthatcannotbeeasilyquantifiedinthesemetrics.• Factorswhichdriveunder-estimationofthisROI

• Combinationofstudies• UsemodelforPAScosts(Resnic et.al)knowingthatlabelexpansionstudiescostmorethanPAS

• TimerequiredbystafftomanageormonitorstudiesmaybegreaterfortraditionalmethodscomparedtoCRN

• FastertimetomarketcontributestofinancialbenefitnotincludedinthisROI(butreflectedindayssavedmetric)

• CRNprovideapossiblereplacementforsomeMDR,future

Page 20: Documentation of value created by Real World Evidence (RWE ...

Discussion:ROI

• Whatarethedriversofthesavings?• Inherentsavings– usingclaimsdatatherewasnoneedtoconductsite-basedfollow-upofindividualsforoutcomes;fasterenrollmentwithsomanysites.• ***Leverage,reuseofdatacollectedinregistriesforotherpurposes(e.g.,qualitycontrol).

• TheROIforusingregistryforhospitalsandhealthcaresystemsisnotaddressedhere• Thereisatleastonestudythatcalculatesthebenefitofregistryusebyhospitals• TheKaiser-Permanenteregistriesmorethanpayforthemselves.KPheavilyusesitsdatatoguidemanagementofthesystem.(personalcommunication)

Page 21: Documentation of value created by Real World Evidence (RWE ...

Discussion:Days-saved

• Days-savedmaybeanunderestimatebecauseourmetricdidnotcaptureeliminationofsiteenlisting.• Themeaningofdays-saveddiffersforpreandpostmarketstudies.• ForthePAS,thedays-savedisameasureofefficiency,butdoesnothaveaneffectontheROI.• Forlabelexpansionstudiesthedays-savedmaytranslatetofastertimetomarket.ThiswouldeffecttheROI.• Becausetimingfortakingaproducttomarketisabusinessdecision,itmaynotbethesameasdays-saved.AlsotheROIoffastertimetomarketinvolvesthesizeoftheincreasedmarketduetothelabelexpansionandthemarginonaproduct.

Page 22: Documentation of value created by Real World Evidence (RWE ...

Publichealthbenefit

• PublichealthbenefitsofCRNinclude:• Largerstudysizedthatcaptureheterogeneityinthepopulation• Largernumberofstudysitescaptureheterogeneityamongoperators• CRNprovidesnearrealtimesurveillance,improvinguponpassivesurveillancecurrentlyreliedupon.

• ThepublichealthbenefitsoftheCRNapplytoallstakeholders.• Forthedevicemanufacturesthepublichealthbenefitstranslateto:• Fasterpotentialrecalls,andsmallerrecalls• Protectionofbrandandfewrecallsduetodetectionofproblemsearly• Fastertimetomarketmeansthatlivesavingtechnologygetstopatientsfaster

Page 23: Documentation of value created by Real World Evidence (RWE ...

Conclusions:

• Onecasestudycannotbewidelygeneralized.ThispaperdemonstratesamethodologythatmaybeusefulforstudyofothercasesandusedtomonitorRWEuseovertime.

Page 24: Documentation of value created by Real World Evidence (RWE ...

Nextsteps

• Casestudyofvasculardevices(VQICRN)isunderway.ThiswillprovidegetterinsightbyallowingacomparisonofcasestudiesanddiscussionofthedriversofROIandtimesaving• ThemetricsmaybeusefultotheNESTccasatooltomonitorRWEevidencegeneration.ThiswassetoutasaroleoftheCoordinatingCenterbythePlanningBoard.