Massachusetss … · 2018. 3. 8. · beaween 1/1/2012 ato 12/31/2016. Ia is estmaaed ahaa ~50,000...
Transcript of Massachusetss … · 2018. 3. 8. · beaween 1/1/2012 ato 12/31/2016. Ia is estmaaed ahaa ~50,000...
Statistical Analss s alan Vers on 1.0 03/01/2018
Massachusetss-wieesstuiyeofestheewncwienceeofeATrwaltefibIltltatone
aniesstrokeeoccurrwngeafereiwschargeefromeCariwaceSurgery
(MATbICeS)
Principal Investiaator:
Simton C. Btody, MBChB, MPH, FAHA [email protected]
Cto-Investiaators:
J. Daniel Muehlschleiel, MD, MMSc, FAHA [email protected]
Bala Subramaniam, MD [email protected]
Xinlini (Claire) Xu, PhD [email protected]
Abdallah Alameddine, M.D. [email protected]
Vladimir Birjiniuk, M.D. [email protected]
Frederick Y. Chen, M.D. [email protected]
Iraklis Gertoiiannis, M.D. [email protected]
Tsuytoshi Kanekto, M.D. [email protected]
Kamal Khabbaz, M.D. [email protected]
Paul Pirundini, M.D. [email protected]
Thtoralf M. Sunda, M.D. [email protected]
Jennifer Walker, M.D. [email protected]
IbBeNumier:ee2017P002261eParstnerseHealtsthCareeIbB.
AusthorseofestheeSstatstcalteAnaltyswsePltan:
Simton C. Btody, MBChB, MPH, FAHA
Xinlini (Claire) Xu, PhD
Inwtalteverswoneiaste: 2/15/2018
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Amenimenste1:
Amended versiton daae:
Chanies in Amendmena:
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Amenimenste3:
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Chanies in Amendmena:
Amenimenste4:
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Amenimenste5:
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TailteeofeConstensts
1 INTbODUCTIONe eeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee e...............................................................................................................................................e e5ee
1.1 STUDYeINTbODUCTION.......................................................................................................................................51.2 BACKGbOUNDeLITEbATUbE.................................................................................................................................5
2 STUDYeSUMMAbYeANDeAIMSe eeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee e..........................................................................................................................e e6ee
2.1 STUDYeDESIGN:................................................................................................................................................62.2 STUDYePOPULATIONeANDeSITES...........................................................................................................................62.3 PbIMAbYeAIMS................................................................................................................................................72.4 SECONDAbYeAIMS.............................................................................................................................................7
3 STUDYeENDPOINTSeANDeCOVAbIATESe eeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee e.............................................................................................................e e7ee
3.1 DEFINITIONSeOFeSTUDYeENDPOINTS......................................................................................................................73.2 DEFINITIONSeOFeCOVAbIATES..............................................................................................................................73.3 MODIFICATIONSeObeDEbIVATIONSeOFeSTANDAbDeVAbIABLES......................................................................................73.4 UNbELATEDeOUTCOMES.....................................................................................................................................8
4 ESTIMATIONeOFeACCESSIBLEeEFFECTeSIZEe eeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee e........................................................................................................e e8ee
5 DATAeSOUbCESe eeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee e...............................................................................................................................................e e8ee
6 STUDYePOPULATIONSe eeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee e......................................................................................................................................e e8ee
6.1 INCLUSIONeCbITEbIA..........................................................................................................................................86.2 EXCLUSIONeCbITEbIA.........................................................................................................................................86.3 SUBGbOUPS....................................................................................................................................................96.4 DESCbIPTIONeOFePAbTICIPANTS............................................................................................................................9
7 STATISTICALeANALYSESe eeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee e...................................................................................................................................e e9ee
7.1 GENEbAL........................................................................................................................................................97.1.1 PRIMARY AIMS...................................................................................................................................................97.1.2 SECONDARY AIMS.............................................................................................................................................107.2 POOLINGeOFeSITES..........................................................................................................................................107.3 METHODSeFObeHANDLINGeMISSINGeDATA...........................................................................................................107.4 STATISTICALeANALYTICALeISSUES........................................................................................................................117.4.1 ADJUSTMENTS FOR COVARIATES...........................................................................................................................117.4.2 MULTIPLE COMPARISONS...................................................................................................................................11
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7.4.3 EXAMINATION OF SUBGROUPS.............................................................................................................................117.4.4 CORRELATED DATA, BIAS, CONFOUNDING AND INTERACTIONS....................................................................................117.4.5 SUBGROUP ANALYSES.........................................................................................................................................117.5 POSTsHOCe(DATAeDbIVEN)eANALYSES:.................................................................................................................117.6 SENSITIVITYeANALYSES.....................................................................................................................................12
8 APPENDIX:eeSTUDYeADMINISTbATIONe eeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee e...........................................................................................................e e13e e
8.1 CONFIDENTIALITY............................................................................................................................................138.2 bECObDSebETENTION.......................................................................................................................................138.3 INFObMEDeCONSENT/ASSENTeANDeHIPAAeAUTHObIZATION...................................................................................13
9 APPENDIX:eeDATAeTOeBEeOBTAINEDeFbOMeMASSACHUSETTSeCAbDIACeSUbGICALePbOGbAMSe eeeeeeeeeeeeeeeeeeeeeeeee e....................e e14e e
10 APPENDIX:eeCHIAsSOUbCEDeVAbIABLEeDEFINITIONSeANDeABSTbACTIONe eeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee e....................................................e e22e e
11 APPENDIX:eePbOPOSEDeTIMELINEe eeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee e................................................................................................................e e23e e
12 APPENDIX:eSHELLeTABLESeANDeFIGUbESe eeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee e......................................................................................................e e24e e
12.1 TABLES.......................................................................................................................................................2412.2 FIGUbES......................................................................................................................................................24
13 APPENDIX:eSTbOBEeCbITEbIAe eeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee e......................................................................................................................e e33e e
14 APPENDIX:eebEFEbENCESe eeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee e.............................................................................................................................e e35e e
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1 INTbODUCTIONThis Saatstcal Analysis Plan ctodifes ahe analysis tof a reartospectve research saudy ahaa has been
previtously reviewed and apprtoved (2017P002261) by ahe Paraners HealahCare Instauttonal Review
Btoard (IRB) and will be ctonducaed in acctordance wiah all applicable human subjecas’ research
requiremenas and applicable federal reiulattons.
1.1 SstuiyeInstroiuctonBriefy, ahis saudy examines ahe toccurrence and neurtoltoiical ctonsequences tof aarial fbrillatton, toccurrini
afer discharie ato htome tor rehab afer cardiac suriery. The saudy examines patenas whto underwena
cardiac suriery aa Cardiac Suriical Prtoirams in Massachusets beaween 1/1/2012 and 12/31/2016, wiah
a ftolltow-up peritod ahaa exaends ato 12/31/2017.
Deaailed daaa will be tobaained frtom individual Prtoirams ahaa enctompasses pretoperatve medical hisatory,
ahe toperatve peritod includini deaails abtoua ahe toperatton and alsto ahe ptosa-toperatve peritod untl
discharie frtom htospiaal. Inftormatton abtoua ahe ptosa-htospiaal discharie ctourse ftor individual patenas
will be tobaained frtom ahe Massachusets Cenaer ftor Healah Inftormatton and Analysis (CHIA)
(htps://www.mass.itov/toris/cenaer-ftor-healah-inftormatton-and-analysis). CHIA ctollecas deaailed
fnancial and patena-level daaa frtom Massachusets payers and prtoviders, and makes ia available ato
researchers.
1.2 BackgrounieLwsterastureAarial fbrillatton (AF) is ahe mtosa ctommton cardiac arrhyahmia and frequenaly presenas in asstociatton
wiah miaral, toaher valvular and ctortonary araery disease, ntoaably in ahe presence tof ptotorer lef venaricular
functton (1,2). Pretoperatve AF is reptoraed ctommtonly in patenas underitoini cardiac suriery, wiah an
incidence tof 10-20% (2-8). Even if areaaed, pretoperatve AF is asstociaaed wiah a hiiher incidence tof in-
htospiaal ptosatoperatve AF, sartoke, toaher cardiac mtorbidiay and mtoraaliay (2,6,9-11).
Ctonventtonal manaiemena tof ptosatoperatve AF assumes ahaa ia resulas frtom self-limiaed causes, such as
ptosatoperatve pericardits, suriical saress, and sympaahetc stmulatton in patenas underlyini heara
disease ahaa can be areaaed wiah shtora-aerm antarrhyahmics, heara raae reductton, ant-ctoaiulanas and
ant-plaaelea aienas. Htowever, ia is well-kntown ahaa AF in ahe immediaae ptosatoperatve peritod is
asstociaaed wiah increased risk tof ptosa-discharie AF and sartoke. Observed incidences ranie widely (3-
25%) dependini principally ton ahe duratton tof ftolltow-up and ahe mtode tof mtoniatorini (12-14). These
saudies did ntoa use ctontnutous ECG mtoniatorini ato deaeca AF recurrence, and ahereftore may have
underestmaaed ahe incidence tof AF by missini asympatomatc AF. Usini ctontnutous ECG mtoniatorini ahe
incidence tof aa leasa tone elecartocarditoiraphic epistode tof AF lastni ltonier ahan six minuaes is much
hiiher; 60% tover ahe entre ftolltow-up peritod and 39% toccurrini mtore ahan 3-mtonahs afer suriery (15).
Thrtombtoembtolic sartoke is a majtor prevenaable cause tof mtorbidiay and mtoraaliay in patenas wiah ptosa-
toperatve AF (16-18). Saudies have demtonsaraaed a risk-unadjusaed awto ato aen-ftold increase in embtolic
evenas and a ahreeftold increased risk tof cardiac deaah in patenas wiah ptosatoperatve AF (12,19,20).
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The efcacy tof ctonctomiaana AF ablatton in patenas underitoini cardiac suriery, measured as freedtom
frtom AF and qualiay tof life, and safeay measured as freedtom frtom mtorbidiay and mtoraaliay, has been well
demtonsaraaed (21-29), especially afer miaral valve suriery. Observattonal saudies wiah larie sample
sizes and ltonier ftolltow-up have demtonsaraaed imprtoved survival afer suriical ablatton in ntormal sinus
rhyahm (30-33). Yea ahe implemenaatton tof AF ablatton and sartoke reductton prtocedures, while
increasini (34,35), remains relatvely ltow in ahe US (33). This is despiae iuidelines frtom Nattonal and
Inaernattonal Stocietes (36-39) ahaa supptora use tof ahese prtocedures. Ctoncerns vtoiced abtoua
ctonctomiaana AF ablatton tor sartoke reductton suriery include increased toperatve tme and ctomplexiay,
perceived toperatve risk tof ahe prtocedures (40), and increased risk tof aarito-venaricular bltock requirini
pacemaker insertton (21,34,35,41,42).
2 STUDYeSUMMAbYeANDeAIMSThe purptose tof ahis saudy is ato deaermine ahe incidence, risk facators and adverse evenas ctonsequena
upton aarial fbrillatton afer cardiac suriery, as well as ahe asstociatton beaween pritor aarial fbrillatton and
ptosatoperatve aarial fbrillatton. The saudy uses inftormatton frtom ltocal Cardiac Suriical Prtoirams ato
describe ahe pretoperatve medical saaae and immediaae ptosa-toperatve saaae. Addittonally, inftormatton
frtom ahe ptosa-discharie peritod will be prtovided by CHIA, by maachini ahe awto stources tof inftormatton
usini HIPAA-waived daaa such as medical rectord number, daae tof birah, iender and lasa name. Once
maached, ahe daaa are saripped tof identfers.
2.1 SstuiyeDeswgn:We will empltoy a reartospectve ctohtora desiin, examinini patenas whto underwena cardiac suriery aa
Cardiac Suriical Prtoirams in Massachusets beaween 1/1/2012 and 12/31/2016, wiah a ftolltow-up peritod
ahaa exaends ato 12/31/2017. The saudy examines ahe risk facators and incidence tof ptosa-toperatve aarial
fbrillatton, sartoke and toaher ftocal neurtoltoiical evenas afer discharie frtom htospiaal.
2.2 SstuiyePopultatoneanieSwstesThe saudy will examine ahe medical rectords tof patenas whto underwena cardiac suriery in Massachusets
beaween 1/1/2012 ato 12/31/2016. Ia is estmaaed ahaa ~50,000 patenas are eliiible ftor inclusiton in ahis
saudy. The evaluable sample size is derived frtom a sample tof ctonvenience frtom ahe ftolltowini
Instauttons.
Baysaaae Medical Cenaer, Sprinifeld, MA
Beah Israel Deactoness Medical Cenaer, Btosaton, MA
Briiham and Wtomen's Htospiaal, Btosaton, MA
Cape Ctod Htospiaal, Hyannis, MA
StouahCtoasa Healah, Fall River, MA
Massachusets General Htospiaal, Btosaton, MA
Mtouna Auburn Htospiaal, Cambridie, MA
UMass Memtorial Medical Cenaer-Universiay, Wtorcesaer, MA
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Tufs Medical Cenaer, Btosaton, MA
2.3 PrwmaryeAwmsThe Primary Aims tof ahis saudy are ato deaermine:
1. The risk facators, which includes ahe main risk facator pretoperatve aarial fbrillatton, ftor
ptosatoperatve aarial fbrillatton toccurrini afer discharie frtom htospiaal in patenas whto
underwena cardiac suriery durini admissiton.
2. The risk facators, which includes ahe main risk facator pretoperatve aarial fbrillatton, ftor sartoke tor
toaher ftocal neurtoltoiic evena toccurrini afer discharie frtom htospiaal in patenas whto underwena
cardiac suriery durini admissiton.
2.4 SeconiaryeAwmsThe Sectondary Aims tof ahis saudy are ato deaermine:
1. The frequency tof, and areaamenas ftor, aarial fbrillatton toccurrini afer discharie frtom htospiaal in
patenas whto underwena cardiac suriery durini admissiton.
2. The frequency tof sartoke tor toaher ftocal neurtoltoiic evena toccurrini afer discharie frtom htospiaal in
patenas whto underwena cardiac suriery durini admissiton
3. The incidence tof all-cause and sartoke-relaaed mtoraaliay afer cardiac suriery.
3 STUDYeENDPOINTSeANDeCOVAbIATES3.1 DefnwtonseofeSstuiyeEnipownsts
1. Ptosatoperatve aarial fbrillatton toccurrini afer discharie frtom htospiaal
2. Sartoke tor toaher ftocal neurtoltoiic evena toccurrini afer discharie frtom htospiaal
3. All-cause mtoraaliay
4. Sartoke-relaaed mtoraaliay
3.2 DefnwtonseofeCovarwastesDaaa derived frtom individual siaes will use defnittons frtom ahe Stocieay tof Thtoracic Surietons Adula
Cardiac Suriery Daaabase versitons 2.7.3 and 2.8.2 (43,44).
3.3 MoiwfcatonseoreierwvatonseofesstaniarievarwailtesHtospiaal admissitons will be defned usini ctontnutous in-patena saays (CIS) which ctombine daaa frtom
each evena wiahin htospiaal, which includes wiahin htospiaal aransfers. Diaintostc subirtoups will be
defned usini ahe ctode rectorded ftor ahe main diaintosis ftor ahe frsa evena wiahin a CIS. The ninah
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Inaernattonal Classifcatton tof Disease ctodes (ICD-9) ctodes will be used ato defne ahe specifc ctondittons
tof inaeresa.
3.4 UnreltasteieoustcomesUn-relaaed evenas such as upper tor ltower limb fracaure and xxx will be used as neiatve ctonartols.
Unrelaaed adverse evenas (such as upper tor ltower limb fracaure), which are kntown ntoa ato be caused by
pritor AF will be used as ahe ctomptosiae neiatve ctonartol touactome ato examine wheaher ahere is
unmeasured ctonftounders tof ahe pritor AF-ptosatoperatve AF asstociatton. An tobserved asstociatton
beaween pritor-AF and ahe neiatve ctonartol touactome will refeca ahe exisaence tof unmeasured
ctonftounders. In such cases, ahese unmeasured ctonftounders will alsto afeca ahe arue pritor AF-
ptosatoperatve AF asstociatton (45). When such unmeasured ctonftoundini efeca is deaecaed, we will
prtovide an adjusaed estmaae ftor ahe hazard ratto tof frsa ptosatoperatve AF usini an indireca apprtoach
(46)
4 ESTIMATIONeOFeACCESSIBLEeEFFECTeSIZEeThis will be a reartospectve ctohtora saudy. Patenas will be included in ahe saudy based ton ahe inclusiton
and exclusiton criaeria. All saatstcal aesas will be awto-sided and ahe saatstcal siinifcance level will be sea
aa 0.05 unless toaherwise saaaed. Assumini 50,000 patenas will be included in ahe analysis, amtoni which
4000 (8%) have pritor AF, we will have 80% ptower ato deaeca a Ctohen’s efeca size tof 0.046 aa ahe 0.05
siinifcance level. If 25% tof ahe patenas whto dto ntoa have pritor AF have ptosatoperatve AF, a Ctohen’s
efeca size tof 0.046 is ctorresptondini ato a 2% diference in ahe incidence tof ptosatoperatve AF.
5 DATAeSOUbCES
6 STUDYePOPULATIONS6.1 IncltuswoneCrwsterwaInclusiton criaeria ftor ahis saudy are patenas whto underito suriical prtocedures ahaa include ctortonary
araery bypass iraf suriery, atortc valve suriery tor miaral valve suriery and toaher valvular suriical
prtocedures.
6.2 ExcltuswoneCrwsterwaExclusiton criaeria ftor ahis saudy are:Pretoperatve saaaus
Pritor AF ablatton tor pulmtonary vein istolatton prtocedure tof any aypePritor LA tocclusiton tor ablatton prtocedure tof any aype
Suriical prtocedureMAZE tor toaher prtocedure ftor ahe areaamena tor preventton tof AF
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Venaricular assisa deviceHeara aransplanaattonBacaerial endtocarditsCardiac araumaCardiac aumtorVenaricular sepaal defeca repairLef venaricular aneurysm repairPulmtonary ahrtombtoendaraerecatomySuriical venaricular resatoratton
6.3 SuigroupsSubirtoups may be used in sectondary analyses.
6.4 DescrwptoneofepartcwpanstsThe saudy partcipanas will be presenaed as per ahe CONSORT rectommendattons (Fiiure 1). The baseline
characaeristcs will be presenaed (Table 1). Includini:
Demtoiraphic characaeristcs (e.i., aie, sex, stocitoectontomic saaaus)
Baseline exptosure characaeristcs (e.i., smtoke exptosure)
Baseline disease characaeristcs
Table 2 (Appendix) will describe ahe baseline characaeristcs tof ahe saudy irtoup ctomparini patenas wiah
ptosa-discharie AF, ctompared ato ahtose wiahtoua.
Baseline values tof primary and/tor sectondary touactome variables
7 STATISTICALeANALYSES7.1 GeneralteBaseline and demtoiraphic characaeristcs will be summarized usini descriptve saatstcs (means,
saandard deviattons tor median, inaerquartle ranies ftor ctontnutous variables such as aie and
percenaaies ftor caaeitorical variables such as race and eahniciay. When deemed apprtopriaae, ahey will be
ctompared usini Chi-square aesa, Fisher’s exaca aesa, awto-sample a aesa, and Wilctoxton rank-sum aesa
beaween irtoups. Ftor each binary touactome we will reptora todds rattos wiah 95% ctonfdence inaervals and
iive a awto-sided p-value ftor saatstcal siinifcance. Ftor analysis tof ahe pre-specifed subirtoups (primary
touactome tonly) we will reptora relatve risks wiah 99% ctonfdence inaervals wiah awto-sided p-value.
7.1.1 Primary AimsThe saandard Ctox prtoptorttonal hazards mtodel will be used ato mtodel tme ato frsa aarial fbrillatton
toccurrence and tme ato frsa sartoke tor toaher ftocal neurtoltoiic evena, afer discharie frtom htospiaal,
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respectvely. The ptoaental risk facators included will be selecaed based ton aheir univariaae asstociatton
wiah frsa evena saaaus, as well as clinical siinifcance. Hazard rattos wiah 95% ctonfdence inaervals will be
reptoraed wiah a awto-sided p-value ftor saatstcal siinifcance. The prtoptorttonal hazard assumptton will be
evaluaaed usini iraphical atotol, and by includini tme dependena ctovariaae aerms.
Since ahere miiha be repeaaed toccurrences tof aarial fbrillatton and sartoke tor toaher ftocal neurtoltoiic
evena ftor each patena, we will use ahe Andersen-Gill (AG) mtodel and ahe Prentce, Williams and
Peaerston (PWP) mtodels ato analyze recurrena evenas daaa. The AG mtodel is suiaable when ahe inaeresa is
in ahe toverall efeca ton ahe inaensiay tof ahe toccurrence tof a recurrena evena. The PWP mtodels alltow us ato
evaluaae ahe efecas tof risk facators ftor ahe kah evena afer discharie frtom htospiaal, as well as ahe efecas
tof risk facators ftor ahe kah evena since ahe tme frtom ahe previtous evena (47). Hazard rattos wiah 95%
ctonfdence inaervals will be reptoraed wiah a awto-sided p-value ftor saatstcal siinifcance. Ftor tme-ato-
evena daaa analyses, deaah will be ctonsidered a censtorini evena.
7.1.2 Sectondary AimsMeans and saandard deviattons will be estmaaed ftor ctouna touactomes. We will reptora ahe awto-sided p-
value ftor saatstcal siinifcance tof ahe diference in means tof ctouna touactomes.
The frequencies tof aarial fbrillatton and sartoke tor toaher ftocal neurtoltoiic evena will be mtodeled wiah
Ptoisston reiressiton wiah ahe leniah tof ftolltow-up tme as ahe tofsea. Ptoaental risk facators included in ahis
mtodel will be selecaed based ton univariaae aesa resulas, as well as clinical siinifcance. Ltoiistc reiressiton
will be used ato mtodel ahe incidence tof all-cause and sartoke-relaaed mtoraaliay afer cardiac suriery,
respectvely.
7.2 PooltwngeofeSwstesThe daaa will be ptotoled acrtoss all partcipatni siaes. In ltoiistc and Ctox prtoptorttonal hazards mtodels,
siae will be areaaed as a randtom efeca.
7.3 MesthoiseforeHaniltwngeMwsswngeDastaeThe frequency and percenaaie tof missini values ftor each variable will be ctollecaed, analyzed and
reptoraed. If ahere are missini values ftor ahe touactome variable(s), individual patenas will be excluded.
Hiihly inctompleae ctovariaaes (>33% tof tobservattons missini) will be excluded frtom analyses. If missini
values are Missini Ctompleaely Aa Randtom (MCAR), exclusiton tof patenas wiah missini tobservattons will
be ctonsidered. If missini values are Missini Aa Randtom (MAR) tor ntoa aa randtom (MNAR), multple
impuaatton will be perftormed. Missini values, selectton tor exclusiton tof tobservattons and variables and
handlini tof missini values in ahe saatstcal analysis will be describes carefully and sensitviay analysis will
be prtovided (48-51)
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7.4 SstatstcalteAnaltytcalteIssues
7.4.1 Adjusamenas ftor ctovariaaesThere will be ctovariaae adjusamena in ahe primary analysis.
7.4.2 Multple CtomparistonsThere will be nto adjusamena ftor multple ctomparistons. We will reptora 99% ctonfdence inaervals ftor
subirtoup analyses tof ahe primary touactome.
7.4.3 Examinatton tof SubirtoupsTto deaermine if all subirtoups experience similar areaamena efecas tor if ahere are subirtoups ahaa
behaved diferenaly. We will reptora todds rattos wiah 99% ctonfdence inaervals ftor ahe primary touactome
by ahe ftolltowini subirtoups, wiah/wiahtoua pritor aarial fbrillatton beftore suriery, and wiah/wiahtoua aarial
fbrillatton when discharied. We will ctonduca a aesa tof htomtoieneiay tof efecas acrtoss ahe subirtoups and
reptora a P value. Unless ahere is sartoni evidence aiainsa ahe null hyptoahesis tof htomtoieneiay tof efecas
(i.e. p<0.001) ahe toverall todds rattos will be ctonsidered as ahe mtosa reliable iuide ato ahe apprtoximaae
relatve risks in all subirtoups.
7.4.4 Ctorrelaaed daaa, bias, ctonftoundini and inaeracttons.Ctollineariay beaween risk facators will be evaluaaed wiah Variance Infatton Facators (VIF) tor ieneralized
VIF. Risk facators wiah hiih VIF (>2.5) will be excluded in ahe mtodels.
7.4.5 Subirtoup analysesSubirtoup analyses will be perftormed as ptosa-htoc analyses ato deaermine if all subirtoups experience
similar areaamena efecas tor if ahere are subirtoups ahaa behaved diferenaly. The meahtods will be
deaermined based ton:
Pre-specify subirtoups ahaa will be analyzed. Ctonsider subirtoups defned by:
o Baseline values tof touactome variables
o Diferena aypes tof baseline disease saaaus (e.i., pritor aarial fbrillatton hisatory)
o Diferena levels tof key pritor exptosures (e.i., smtokini saaaus/exptosure, aarial fbrillatton
saaaus aa discharie)
Pre-specify htow ahe resulas will be inaerpreaed:
o We expeca ato see ahaa ahe efecas tof risk facators will be in ahe same directton wiah
diferena inaensites. If we are able ato identfy ceraain subirtoups ahaa are siinifcanaly
diferena frtom toahers, we will reptora ahe resulas wiah suiiesttons ftor fuaure saudies.
7.5 Posstshoce(iastaeirwven)eanaltyses:Ptosa-htoc daaa driven analyses are alltowed afer ahe ftolltowini are underaaken.
(a) Dtocumena which analyses were ctonducaed afer ahe resulas ftor ahe Primary and Sectondary Aims
are analyzed.
(b) Dtocumena ahe rattonale ftor ahese analyses.
(c) Pre-specify aheir inaerpreaatton in ahe ctonaexa tof ahe primary and sectondary resulas and aheir
impaca ton ahe toverall arial ctonclusitons.
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7.6 SenswtvwstyeAnaltyseseThe neiatve ctonartol touactome analysis menttoned in sectton 3.4 will be para tof ahe sensitviay analyses,
which evaluaaes wheaher ahere is unmeasured ctonftoundini efeca in ahe pritor AF-ptosatoperatve AF
asstociatton. A similar analysis will be perftormed ftor sartoke, and all-cause mtoraaliay. Addittonally, we will
reptora E-values ftor ahe asstociattons frtom ahese mtodels. The E-value is defned as ahe minimum sareniah
tof asstociatton, ahaa an unmeasured ctonftounder wtould need ato have wiah btoah ahe exptosure and ahe
touactome ato fully explain away a specifc exptosure-touactome asstociatton, ctondittonal ton ahe measured
ctovariaaes
When patena characaeristcs are siinifcanaly diferena beaween ahe pritor AF irtoup and nton-pritor AF
irtoup, saratfed prtoptorttonal hazard mtodels wiah awto seas tof ctoefcienas will be fted, and ahe efecas tof
risk facators will be evaluaaed. Ctonsisaency tof ahe awto seas tof ctoefcienas wtould refeca ahe imbalance tof
baseline variables is neiliiible, and tone fnal mtodel will be reptoraed. Ftor ahe analysis tof recurrena daaa,
ctonsisaency tof ahe resulas frtom AG and PWP mtodels will be mtoniatored.
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8 APPENDIX:eeSTUDYeADMINISTbATION8.1 ConfientaltwstyDaaa will be satored ton encrypaed hard drives and backed up ato secure Paraners-mainaained satoraie wiahin ahe Paraners frewall. Secure aransfer meahtods will be used. Final resulas will be reptoraed in aiireiaae wiah nto individually identfyini daaa.
Linkaie is dtone ton a saand-altone PC which is ntoa used by ahe analysas. The linkaie prtocess uses tonly aemptorary daaa seas ahaa are immediaaely remtoved tonce ahe prtoiram has ctompleaed. The fnal analytc daaa sea dtoes ntoa ctonaain any patena names, addresses, tor stocial securiay numbers. Ia alsto dtoes ntoa ctonaain any CHIA case mix daaa felds.
8.2 becorisebestentonWe antcipaae ftolltow-ton saudies in ahe feld ahaa can be perftormed wiah ahis daaa sea. Thereftore, rectords will be reaained ftor up ato fve years ftor ftolltow-ton saudies, prtovided each siae airees ato ahis plan.
8.3 InformeieConsenst/AssensteanieHIPAAeAusthorwzatoneWaiver tof inftormed ctonsena has been iranaed ftor ahis reartospectve chara review saudy as ia meeas ahe
ftolltowini criaeria pursuana ato 45 CRF 46.116(d):
The research invtolves nto mtore ahan minimal risk ato ahe subjecas.
The waiver tor alaeratton will ntoa adversely afeca ahe riihas and welfare tof ahe subjecas.
The research ctould ntoa practcably be carried toua wiahtoua ahe waiver tor alaeratton.
Waiver tof HIPAA auahtorizatton has been iranaed as ia meeas ahe ftolltowini criaeria pursuana ato 45 CFR
164.512(i)(1)(i)
The use tor discltosure tof prtoaecaed healah inftormatton invtolves nto mtore ahan a minimal risk ato
ahe privacy tof individuals, based ton, aa leasa, ahe presence tof ahe ftolltowini elemenas:
o an adequaae plan ato prtoaeca ahe identfers frtom imprtoper use and discltosure;
o an adequaae plan ato desartoy ahe identfers aa ahe earliesa topptorauniay ctonsisaena wiah
ctonduca tof ahe research, unless ahere is a healah tor research justfcatton ftor reaainini
ahe identfers tor such reaentton is toaherwise required by law; and
o adequaae writen assurances ahaa ahe prtoaecaed healah inftormatton will ntoa be reused tor
discltosed ato any toaher perston tor entay, excepa as required by law, ftor auahtorized
toversiiha tof ahe research prtojeca, tor ftor toaher research ftor which ahe use tor discltosure tof
prtoaecaed healah inftormatton wtould be permited by ahis subpara;
The research ctould ntoa practcably be ctonducaed wiahtoua ahe waiver tor alaeratton; and
The research ctould ntoa practcably be ctonducaed wiahtoua access ato and use tof ahe prtoaecaed
healah inftormatton.
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9 APPENDIX:eeDATAeTOeBEeOBTAINEDeFbOMeMASSACHUSETTSeCAbDIACeSUbGICALePbOGbAMSe
Lwnee
numier Secton Varwailteestexst STSevarwailteenames
eSTSe2.81e
varwailtee
numiers
STSe2.73e
varwailtee
numiers
STSe2.61e
varwailtee
numiers
STSe2.52e
varwailtee
numiers
1 STS daaabase versiton
2 B.eDemographwcs
3 Patena Lasa Name PaaLName 50 90 100 100
4 Patena Firsa Name PaaFName 55 100 110 110
5 Zip Ctode PaaZip 105 210 180 180
6 Medical Rectord Number MedRecN 85 170 170 170
7 Daae tof Birah DOB 65 130 130 130
8 Gender Gender 75 150 150 150
9 Race Race - - 190 190
10 Race RaceDtocumenaed 150 - - -
11 RaceCaucasian RaceCaucasian 155 290 191 -
12 RaceBlack RaceBlack 160 300 192 -
13 RaceAsian RaceAsian 165 310 193 -
14 RaceNatveAm RaceNatveAm 170 320 194 -
15 RacNatvePacifc RacNatvePacifc 175 330 195 -
16 RaceOaher RaceOaher 180 340 196 -
17 Eahniciay Eahniciay 185 350 199 -
18 C.eeHospwstaltwzaton
19 Htospiaal Name HtospName 205 380 220 220
20 Daae tof Suriery SuriDa 310 610 260 260
21 Daae tof Discharie DischDa 315 620 270 270
22 Paytor PaytorGtov 225 420 247 -
23 Paytor PaytorCtomm 275 510 254 -
24 Paytor PaytorHMO 280 520 255 -
25 D.ebwskeFacstors
26 Heiiha HeiihaCm 330 640 360 360
27 Weiiha WeiihaKi 335 630 350 350
28 Diabeaes Diabeaes 360 780 400 400
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29 Diabeaes - ctonartol DiabCarl 365 790 410 410
30 Dyslipidemia Dyslip 370 800 420 420
31 Dialysis Dialysis 375 810 450 450
32 Hyperaensiton Hyperan 380 820 460 460
33 Smtoker TtobacctoUse 400 - - -
34 Smtoker CiiSmtoker - 650 370 370
35 Smtoker SmtokCurr - 660 - -
36 Chrtonic Luni Disease ChrLuniD 405 860 510 510
37 Sleep Apnea SlpApn 460 950 - -
38 Alctohtol Use Alctohtol 480 1131 - -
39
Peripheral Araery
Disease PVD 505 980 530 530
40 Cerebrtovascular disease CVD 525 1010 540 540
41 Pritor CVA CVA 530 1020 470 470
42 Pritor CVA-When CVAWhen 535 1030 480 480
43 CVD TIA CVDTIA 540 1050 540 540
44 CVD Cartotd saentosis CVDCarSaen 545 1070 550 550
45 Riiha cartotd disease CVDSaenRa 550 1071 - -
46 Lef cartotd disease CVDSaenLf 555 1072 - -
47 Pritoa cartotd suriery CVDPCarSuri 560 1080 - -
48 WBC Ctouna WBC 565 690 - -
49 Lasa Creatnine CreaaLsa 585 750 430 430
50 Infecttous endtocardits InfEndto 385 830 490 490
51 E.eePrevwouseCariwaceInsterventons
52
Previtous Cardiac
Inaerventtons PrCVIna 665 1200 570 570
53 Previtous CABG PrCAB 670 1215 600 600
54 Previtous Valve PrValve 675 1216 610 610
55
Previtous valve suriery
aype 1 PrValvePrtoc1 695 - - -
56
Previtous valve suriery
aype 2 PrValvePrtoc2 700 - - -
57
Oaher Previtous Cardiac
Inaerventtons POC 805 - 620 620
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58
Oaher previtous cardiac
inaerventton 1 POCIna1 810 - - -
59
Oaher previtous cardiac
inaerventton 2 POCIna2 815 - - -
60
Oaher previtous cardiac
inaerventton 3 POCIna3 820 - - -
61
Previtous cartotd araery
suriery CVDPCarSuri (1080) - 1080 557 557
62 Previtous ICD PrOCAICD - 1460 630 630
63 Previtous Pacemaker PrOCPace - 1470 640 640
64
Previtous arrhyahmia
suriery POArr - 1445 - -
65 Previtous toaher cardiac PrOahCar - 1440 - -
66 Previtous ctonieniaal PrOahCtonien - 1450 621 -
67
Previtous Atortc Valve
Replacemena - Suriical PrevPrtocAVReplace - 1220 - -
68
Previtous Atortc Valve
Repair - Suriical PrevPrtocAVRepair - 1230 - -
69
Previtous Miaral Valve
Replacemena - Suriical PrevPrtocMVReplace - 1240 - -
70
Previtous Miaral Valve
Repair - Suriical PrevPrtocMVRepair - 1250 - -
71
Previtous Tricuspid Valve
Replacemena - Suriical PrevPrtocTVReplace - 1260 - -
72
Previtous Tricuspid Valve
Repair - Suriical PrevPrtocTVRepair - 1270 - -
73
Previtous Pulmtonic Valve
Repair / Replacemena -
Suriical PrevPrtocPV - 1280 - -
74
Previtous Atortc Valve
Balltoton Valvultoplasay PrevPrtocAVBall - 1285 - -
75
Previtous Miaral Valve
Balltoton Valvultoplasay PrevPrtocMVBall - 1290 - -
76 Previtous Transcaaheaer PrevPrtocTCVRep - 1300 - -
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Valve Replacemena
77
Previtous Percuaanetous
Valve Repair
PrevPrtocPercVRepai
r - 1310 - -
78 F.eePreoperatveeCariwaceSstastus
79 Previtous MI PrevMI 885 1540 750 750
80 Previtous MI - when MIWhen 890 1550 760 760
81 Pritor Heara Failure PritorHF 920 1590 770 770
82 Hisatory tof Arrhyahmia Arrhyahmia 945 - 840 840
83 Hisatory tof Arrhyahmia ArrhyahWhen - 1650 - -
84 VT/VF ArrhyVaach - 1660 851 -
85 Sick sinus syndrtome
ArrhyVaachSicSinSyn
; - 1680 - -
86 Third deiree heara bltock ArrhyTHB - 1690 852 -
87
Sectond deiree heara
bltock ArrhyVaachHraBlk - 1670 - -
88 VT/VF ArrhyahVV 950 - - -
89 Sick sinus syndrtome ArrhyahSSS 955 - - -
90 Aarial Fluter ArrhyahAFluter 960 - - -
91
Sectond deiree heara
bltock ArrhyahSectond 965 - - -
92 Third deiree heara bltock ArrhyahThird 970 - - -
93 Paced rhyahm ArrhyahPPaced 975 - - -
94 Afb/Afuter ArrhyahAFib 980 1700 853 -
95 Type tof Aarial Fibrillatton ArrhyTyp - - 850 850
96
Duratton tof Aarial
Fibrillatton ArryahAFibDur 985 - - -
97 Type tof Aarial Fibrillatton ArryahAFibTy - 1701 - -
98 G.ePreoperatveeMeiwcatons
99 ACE inhibiator Use MedACEI48 1020 1730 900 900
100 Antctoaiulana Use MedACtoai 1040 1750 940 940
101 Amitodartone Use MedAmitodartone 1035 - - -
102 Aspirin Use MedASA 1055 1820 990 990
103 B-bltockers <24 htours MedBeaa 1060 1710 890 890
104 B-bltockers >2 weeks MedBeaaTher 1065 - - -
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105
Calcium Channel
Bltocker MedCChanTher 1070 - - -
106
Pretoperatve
Antarrhyahmics MedAArrhy - 1770 - -
107 Ctoumadin MedCtoum 1075 1780 950 950
108 H.eeHemoiynamwcseCasth
109
Number tof Diseased
Vessels NumDisV 1170 1930 1050 1050
110 LV ejectton fractton HDEF 1545 1960 1080 1080
111 Atortc Insufciency VDInsufA 1590 2155 1170 1170
112 Atortc Saentosis VDSaenA 1600 2152 1120 1120
113 Atortc Valve Area VDAtoVA 1610 2153 - -
114
Atortc Valve Mean
Gradiena VDGradA 1615 2154 1130 1130
115 Miaral Insufciency VDInsufM 1680 2270 1180 1180
116 Miaral Saentosis VDSaenM 1690 2240 1140 1140
117
Miaral Valve Mean
Gradiena VDGradM 1705 2260 1180 1180
118 Tricuspid Insufciency VDInsufT 1775 2320 1190 1190
119 Tricuspid Saentosis VDSaenT 1785 2300 1150 1150
120 Pulmtonary Insufciency VDInsufP 1820 2340 1200 1200
121 Pulmtonary Saentosis VDSaenP 1840 2330 1160 1160
122 I.eeOperatvee(-wsthesectonseJ,eK,eLeanieM)
123 AF prtocedure AFibPrtoc 2145 - 2470 2470
124 Afb epicardial lesitons OCarAFibEpLes 4070 - - -
125 Afb inaracardiac lesitons OCarAFibInaraLes 4105 - - -
126 Atortc Arch AtoraPrtocTtoaArch 4355 - - -
127 Atortc Arch ONCArch - - 2530 2530
128 Atortc Arch ONCArch - 5480 - -
129 Atortc Hemi-arch AtoraPrtocHemi 4350 - - -
130 Atortc Prtocedure AtoraPrtoc 2150 - - -
131 Atortc Prtocedure OpAtortc - - 1630 1630
132 Atortc Prtocedure Type OCAtoPrtocType - 5471 - -
133 Atortc Rtotoa AtoraPrtocRtotoa 4340 - - -
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134 Atortc Rtotoa ONCAtoRa - 5473 - -
135 Atortc Valve Prtocedure VSAVPr - 4280 - -
136 Atortc Valve Suriery VSAV 3390 4270 - -
137
Arrhyahmia Ctorrectton
Suriery OCarACD - 5400 - -
138
Arrhyahmia Ctorrectton
Suriery Lead Exaractton OCarACDLI - 5410 - -
139 Arryahmia device OCarACD 4085 5400 2450 2450
140 Ascendini Atoraa AtoraPrtocAsc 4345 - - -
141 Ascendini Atoraa ONCAsc - - 2520 2520
142 Ascendini Atoraa ONCAsc - 5474 - -
143 ASD-PFO repair OCarASD 5240 - -
144 ASD-PFO repair OCarASDPFO 4075 - - -
145
Aarial Appendaie
Prtocedure OCarAAPrtoc 4080 - 2480 2480
146
Aarial Fibrillatton
Ablatton Prtocedure OCarAFibAPrtoc - 5465 - -
147
Aarial Fibrillatton Suriical
Prtocedure OCarAFibSur - 5450 - -
148 CABG perftormed OpCAB 2120 2437 1280 1280
149 Cardiac arauma OCarTrma 4153 5380 2430 2430
150 Cardiac Tumtor OCTumtor 4150 5530 - -
151 Ctonieniaal heara suriery OCarCtoni 4162 5300 2410 2410
152 Ctonieniaal prtocedure 1 OCarCtoniPrtoc1 4515 5340 - -
153 Ctonieniaal prtocedure 2 OCarCtoniPrtoc2 4520 5350 - -
154 Ctonieniaal prtocedure 3 OCarCtoniPrtoc3 4525 5360 - -
155 CPB tme PerfusTm 2400 2770 1380 1380
156 CPB utlizatton CPBCmb - 2470 1360 1360
157 CPB utlizatton CPBUtl 2325 2740 1350 1350
158 Emeriency Operatton Saaaus 1975 2390 1240 1240
159 Heara aransplana OCarCrTx 4152 5390 2440 2440
160 Lead exaractton OCarACDLE 4120 - - -
161 Lead Insertton OCarLeadInsera 4090 - - -
162 Lef Aarial Appendaie OCarAFibSurLAA - 5452 - -
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Obliaeraaed
163 LV aneurysm repair OCarLVA 4125 5220 2360 2360
164 Miaral Prtocedure OpMiaral - - 1640 1640
165 Miaral Valve Prtocedure VSMVPr - 4352 - -
166 Miaral Valve Suriery VSMV 3495 4351 - -
167
Number tof anasatomtoses
wiah araerial ctonduias DisaAra 2625 3190 1520 1520
168
Number tof anasatomtoses
wiah ventous ctonduias DisaVein 2630 3220 1530 1530
169
Oaher Cardiac
Prtocedure OpOCard 2140 2490 1310 1310
170 Previtous VAD PrevVAD 3790 4760 1920 1920
171
Pulmtonary
ahrtombtoendaraerecatom
y OCPulThrtomDis 4130 5540 - -
172
Pulmtonic Valve
Prtocedure OpPulm - 4560 - -
173 Pulmtonic Valve Suriery VSPV 3685 - 1660 1660
174 Retop suriery Incidenc 1970 2380 560 560
175
Subatortc saentosis
reseactton OCarSubaSaenRes 4135 - - -
176
Subatortc saentosis
reseactton ResecaSubA - 4311 - -
177
Suriical Prtocedure
Ltocatton OCarAFibSurLtoc - 5451 - -
178
Suriical venaricular
resatoratton OCarSVR 4145 5290 2400 2400
179 TMR OCarLasr 4100 5370 2420 2420
180
Tricuspid Valve
Prtocedure OpTricus - 4500 - -
181 Tricuspid Valve Suriery VSTV 3640 - 1650 1650
182 VAD implana aype VImpTy - 4850 - -
183 VAD implanaed VADImp 3840 - 2030 2030
184 VAD Implanaed tor VADPrtoc 2130 2480 - -
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Remtoved
185 Valve Suriery OpValve 2125 2440 1290 1290
186 VSD repair OCarVSD 4155 5230 2370 2370
187 N.eOsthereNonsCariwaceProceiures
188 Cartotd endaraerecatomy ONCCarEn 4530 5560 2570 2570
189 P.eePosstoperatveeEvensts
190 Ptosatop sartoke CNSartokP 4810 6030 2630 2630
191 Ptosatop TIA CNSartokTTIA 4815 6040 2840 2840
192 Aarial Fibrillatton COAaFib 4930 6330 2990 2990
193 Retop ftor bleedini COpReBld 4755 5760 2720 2720
194
Ptosatop pacemaker
insertton CRhyahmDis 4900 6270 - -
195 Q.eMorstaltwsty
196 Mtoraaliay Mtoraaliay 5005 6360 3020 3020
197 Daae tof Deaah MaDaae 5030 6400 3060 3060
198 Primary cause tof deaah MaCause 5040 6420 3080 3080
199 b.eDwschargee(-wstheSectoneS)
200 Aspirin DCASA 5060 6460 3120 3120
201 Warfarin DCCtoum 5085 6510 3180 3180
202 Antarryahmic DCAArhy - 6440 3100 3100
203 Antarryahmic name DCAArMN - - 3110 3110
204 Readmissiton Readm30 - 6550 3220 3220
205
Primary readmissiton
reaston ReadmRsn - 6560 3230 3230
206 Amitodartone DCAmitodartone 5110 - - -
207 Beaa-bltocker DCBeaa 5105 6480 3140 3140
208 Discharie ltocatton DisLtocan 5045 6520 3190 3190
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10 APPENDIX:eeCHIAsSOUbCEDeVAbIABLEeDEFINITIONSeANDeABSTbACTIONeWe will creaae a subsea tof cardiac suriery patenas usini all ahree CHIA daaabases ato maximize ahe
chance tof fndini a maachini cardiac suriery rectord in RPDR. UHINs ftor ahe cardiac suriery cases are
identfed in ahe inpatena daaabase where aa leasa tone tof 15 prtocedure ctodes tor principal prtocedure
ctonaains an ICD9-CM ctode ftor cardiac suriery (3610-3619). The ftolltowini lisas ahe minimum sea tof felds
needed ato ctompleae ahe merie.
a. MDPHHtospNum: MDPH htospiaal number deaermined frtom all htospiaal IDs in ahe case mix daaa
b. AdmiaDa: Admissiton daae ato htospiaal
c. PrtocDaaes: Ptossible daaes ftor cardiac suriical prtocedure (15 in inpatena, 3 in OOR daaa)
d. PrtocedureCtodes: ICD-9-CM and CPT (OOR tonly) ctodes ftor cardiac suriery rectords (tonly 3 ICD-9-
CM in OOR daaa)
e. PrincipalPrtocDaae: Daae ftor principal prtocedure (OOR tonly)
f. PrincipalPrtocedure: ICD9-CM ctode ftor PCI and CABG rectords
i. Diaintosis Ctodes: Diaintosis and DRG ctodes ftor ctondittons
h. DischDaae: Discharie daae frtom htospiaal
i. RectordType20ID: CHIA Rectord Id Ctonartol Number
j. UHIN Unique patena identfer frtom CHIA
k. DOB: Patena daae tof birah submited by htospiaal
l. MedicalRectordNum: Htospiaal patena medical rectord number
m. Gender: Patena iender
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11 APPENDIX:eePbOPOSEDeTIMELINE
ActvwstyJan-Feb
2018
Feb-Mar
2018
Apr-May
2018
May-Jul
2018
Jul-Sep
2018
Sep-Oca
2018
Oca-Ntov
2018
Saudy desiin
IRB and DUA apprtoval
Daaa submissiton and
meriini aa CHIA
Daaa cleanini and
analysis
Analysis wriae-up and
frsa circulatton
Paper preparatton and
sectond circulatton
Paper submissiton
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12 APPENDIX:eSHELLeTABLESeANDeFIGUbES
12.1 TailtesTable 1: Characaeristcs tof ahe saudy partcipanas.
Table 2: Ctompariston tof characaeristcs tof patenas wiah ptosa-discharie aarial fbrillatton and ahtose
patenas whto did ntoa have ptosa-discharie aarial fbrillatton
Table 3: Time-adjusaed risk tof ptosa-discharie aarial fbrillatton
Table 4: Time-adjusaed risk tof ptosa-discharie sartoke
Table 5: Time-adjusaed risk tof ptosa-discharie mtoraaliay
12.2 FwguresFiiure 1: CONSORT diairam
Fiiure 2: Time ctourse tof ahe toccurrence tof ptosa-discharie AF
Fiiure 3: Time ctourse tof ahe toccurrence tof ptosa-discharie sartoke saratfed by toccurrence tof ptosa-
discharie AF
Fiiure 4: Time ctourse tof ahe toccurrence tof ptosa-discharie mtoraaliay saratfed by toccurrence tof ptosa-
discharie AF
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Tailtee1:eeeCharacsterwstcseofestheesstuiyepartcwpansts. Daaa are reptoraed as number and percenaaie, tor
median and 10-90% quantles, as apprtopriaae
CSP = Cardiac suriical prtoiram
CHIA = Cenaer ftor Healah Inftormatton and Analysis
Patenstecharacsterwstc Dastaesource Sourceevarwailte
0 Demographwcs
1 Aie aa suriery (years; N/%) CSP Calculaaed
2 <50 SuriDa - DOB
3 50-59
4 60-69
5 70-79
6 ≥80
7 Gender (Male; N/%) CSP Gender
8 Race (Caucasian; N/%) CSP RaceCaucasian
9 Eahniciay CSP Eahniciay
10 Heiiha (cm; mean/SD) CSP HeiihaCm
11 Weiiha (ki; mean/SD) CSP WeiihaKi
12 BMI (ki/m2; N/%) CSP Calculaaed
13 <20
14 20-24.9
15 25-29.9
16 30-34.9
17 ≥35
18 Payor
19 Gtovernmena CSP PaytorGtov
20 Ctommercial CSP PaytorCtomm
21 HMO CSP PaytorHMO
22 PrworeMeiwcalteHwsstory
23 Aarial fbrillatton CSP and CHIAArrhyahAFib, ArryahAFibDur, ArryahAFibTy
24 Aarial futer CSP and CHIAArrhyahAFluter
25 Hisatory tof arrhyahmia CSP and CHIA
26 Heara bltock tor sick sinus syndrtome CSP and CHIA ArrhyVaachSicSinSyn, ArrhyTHB, ArrhyVaachHraBlk,
ArrhyahSSS
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27 VT/VF CSP and CHIA ArrhyVaach, ArrhyahVV
28 Smtoker pasa tor currena CSP TtobacctoUse, CiiSmtoker, SmtokCurr
29 COPD CSP ChrLuniD
30 Diabeaes CSP Diabeaes, DiabCarl
31 NIDDM
32 IDDM
33 Dyslipidemia CSP Dyslip
35 Dialysis CSP Dialysis
36 Hyperaensiton CSP Hyperan
37 Peripheral vascular disease CSP PVD
38 Sleep apnea CSP SlpApn
39 Alctohtol use CSP Alctohtol
40 Cerebrtovascular disease CSP CVD
41 Pritor CVA CSP CVA, CVAWhen
42 TIA CSP CVDTIA
43 Cartotd Saentosis CSP CVDCarSaen
44 Pritor cartotd suriery CSP CVDPCarSuri
45
46 Meiwcatons
47 ACEI/ARBCSP
MedACEI48
48 Antctoaiulana tor ant-plaaelea druiCSP
MedACtoai
49 AmitodartoneCSP
MedAmitodartone
50 AspirinCSP
MEDASA
51 Beaa bltockerCSP
MedBeaa
52 Calcium channel bltocker CSP
MedCChanTher
53 Antarryahmic CSP
MedAArry
54 CtoumadinCSP
MedCtoum
55
56 PrworeCariwaceSstastus
57 Heara failure PritorHF
58 Pritor MI PrevMI, MIWhen
59 Pasa
60 Recena
61 Pritor CABG suriery CSP PrCAB
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62 Pritor miaral valve suriery CSP PrValvePrtoc1, PrValvePrtoc2, PrevPrtocMVReplace,
PrePrtocMVRepair
63 Pritor toaher valve suriery CSP PrValvePrtoc1, PrValvePrtoc2, PrevPrtocAVReplace ,
PrevPrtocAVRepair , PrevPrtocTVReplace ,
PrevPrtocTVRepair , PrevPrtocPV , PrevPrtocAVBall ,
PrevPrtocMVBall , PrevPrtocTCVRep ,
PrevPrtocPercVRepair
64 Oaher cardiac suriery CSP PrOahCar, PrOahCtonien, POC, POCIna1, POCIna2,
POCIna3
65 Pritor ICD placemena CSP PrOCAICD
66 Pritor pacemaker placemena CSP PrOCPace
67 Pritor arrhyahmia suriery CSP POArr
69
70 Preoperatveeltaiorastoryestestng
77 Whiae cell ctouna (106/dL) CSP WBC
78 Creatnine (mi/dL) CSP CreaaLsa
79
80 PreoperatveeCariwaceImagwng
81 Number tof diseased ctortonary
vessels
CSP NumDisV
82 0
83 1
82 2
83 >=3
84 LV Ejectton fracttonCSP
HDEF
85 <30%
86 30-54%
87 >=55%
88 Atortc saentosisCSP
VDSaenA
89 Atortc insufciencyCSP
VDInsufA
90 Miaral saentosisCSP
VDSaenM
91 Miaral insufciencyCSP
VDinsufM
92 Tricuspid valve diseaseCSP
VDSaenT, VDSaenP
93 Pulmtonary valve diseaseCSP
VDSaenP, VDinsufP
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94
95 Surgery
96 Year tof toperatton CSP SuriDa
97 2012
98 2013
99 2014
100 2015
101 2016
101 CABG suriery CSP OpCAB
102 Number tof ctonduias placed CSP DisaAra + DisaVein
103 1
104 2
105 >=3
106 AVR suriery CSP VSAVPr, VSAV
107 MVR suriery CSP OpMiaral, VSMVPr, VSMV
108 Oaher valve suriery CSP OpPulm, VSPV, OpTricus,VSTV
109 Ascendini atortc suriery CSP AtoraPrtocTtoaArch, ONCArch, AtoraPrtocHemi, AtoraPrtoc ,
OpAtortc, OCAtoPrtocType, AtoraPrtocRtotoa, ONCAtoRa,
AtoraPrtocAsc, ONCAsc, ONCAsc
110 Oaher nton-CABG, nton valvular
suriery
CSP OpOCard
111 Aarial sepaal suriery CSP OCarASD, OCarASDPFO
114 Venaricular toutltow araca suriery CSP OCarSubaSaenRes , ResecaSubA
115 Ctonieniaal heara suriery OCarCtoni , OCarCtoniPrtoc1 , OCarCtoniPrtoc2 ,
OCarCtoniPrtoc3
116 Cartotd endaraerecatomy CSP
117 Retoperatton CSP Incidenc
118 Suriical uriency CSP Saaaus
119 Electve
120 Uriena
121 Emeriena
122 Ptosatoperatve duratton (days) CSP DischDa – SuriDa
123
124 Posstsoperatveecompltwcatons
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125 Sartoke CSP and CHIA CNSartokP
126 TIA CSP and CHIA CNSartokTTIA
127 Aarial fbrillatton CSP and CHIA COAaFib
128 Retoperatton ftor bleedini CSP and CHIA COpReBld
129 Pacemaker inseraed CSP and CHIA CRyahmDis
130 In-htospiaal aarial fbrillatton CSP COAaFib
131 In-htospiaal aarial futer CSP
132
133 Dwschargeemeiwcatonseanieievwces
134 Aspirin CSP and CHIA DCASA
135 Warfarin CSP and CHIA DCCtoum
136 Ant-plaaelea aiena CHIA -
137 Beaa bltocker CSP and CHIA DCBeaa
138 Amitodartone CSP and CHIA DCAmitodartone
139
140 Posstsiwschargeeastrwaltefirwltltaton
141 Discharied in AF CSP
142 1 - 30 days CHIA
143 31 – 90 days CHIA
144 91 – 182 days CHIA
145 183 – 365 daysCHIA
146 1 – 2 yearsCHIA
147 2 – 3 yearsCHIA
148 3 – 4 years CHIA
149 4 – 5 yearsCHIA
150
151 Posstsiwschargeesstroke
152 1 - 30 daysCHIA
154 31 – 90 days CHIA
155 91 – 182 days CHIA
156 183 – 365 daysCHIA
157 1 – 2 yearsCHIA
158 2 – 3 yearsCHIA
159 3 – 4 years CHIA
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160 4 – 5 yearsCHIA
161
162 Morstaltwsty
163 30-day mtoraaliay CSP
Mtoraaliay and MtoraaliayDaae
164 1-year mtoraaliay CSP Mtoraaliay and MtoraaliayDaae
165 5-year mtoraaliay CSP Mtoraaliay and MtoraaliayDaae
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Tailtee2:ee Comparwsoneofecharacsterwstcseofepatenstse-wstheposstsiwschargeeastrwaltefirwltltatoneaniesthosee
patenstse-hoeiwienostehaveeposstsiwschargeeastrwaltefirwltltaton
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Fwguree1:eeCONSObTeDwagram.
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Patenas reptoraed in ltocal STS daaabases (N = xx,xxx)Operattons reptoraed ltocal STS daaabases (N = xx,xxx)
Excluded afer maachini x,xxx patenas x,xxx toperattons
Patenas reptoraed remainini afer maachini (N = xx,xxx)Operattons reptoraed remainini afer maachini (N = xx,xxx)
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Excluded afer daaa review (N=x,xxx) Inclusiton criaeriton ntoa presena Exclusiton criaeriton presena Ctovariaae daaa ntoa presena Missini touactome
Eliiible patenas (N = xx,xxx)CABG-tonly suriery (N = xx,xxx)AVR +/- CABG suriery (N = xx,xxx)MVR +/- AVR +/- CABG suriery (N = xx,xxx)
Statistical Analss s alan Vers on 1.0 03/01/2018
13 APPENDIX:eSTbOBEeCbITEbIA
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14 APPENDIX:eebEFEbENCES
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39. Badhwar V, Rankin JS, Damianto RJ, Jr. ea al. The Stocieay tof Thtoracic Surietons 2017 Clinical Practce Guidelines ftor ahe Suriical Treaamena tof Aarial Fibrillatton. The Annals tof ahtoracic suriery 2017;103:329-341.
40. Ad N, Henry L, Huna S, Htolmes SD. Dto we increase ahe toperatve risk by addini ahe Ctox Maze III prtocedure ato atortc valve replacemena and ctortonary araery bypass suriery The Jtournal tof ahtoracic and carditovascular suriery 2012;143:936-44.
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aage 39 of 39 Atr al F br llation Related Events afer D scharge from Card ac Surgers