2023
Identifying treatment heterogeneity in atrial fibrillation using a novel causal machine learning method
Ngufor C, Yao X, Inselman J, Ross J, Dhruva S, Graham D, Lee J, Siontis K, Desai N, Polley E, Shah N, Noseworthy P, MN; New Haven C. Identifying treatment heterogeneity in atrial fibrillation using a novel causal machine learning method. American Heart Journal 2023, 260: 124-140. PMID: 36893934, PMCID: PMC10615250, DOI: 10.1016/j.ahj.2023.02.015.Peer-Reviewed Original ResearchConceptsOral anticoagulantsAtrial fibrillationPatient subgroupsComposite outcomeIschemic strokeEffect of OACsLifelong oral anticoagulationNonvitamin K antagonistNew oral anticoagulantsNonvalvular atrial fibrillationPrimary composite outcomeGlomerular filtration rateFuture prospective studiesOptumLabs Data WarehousePopulation-level effectivenessOAC useOral anticoagulationVASc scoreCause mortalityK antagonistsPrimary endpointWarfarin usersRenal functionAF patientsEntire cohort
2020
Comparative Effectiveness and Safety of Oral Anticoagulants Across Kidney Function in Patients With Atrial Fibrillation
Yao X, Inselman JW, Ross JS, Izem R, Graham DJ, Martin DB, Thompson AM, Ross Southworth M, Siontis KC, Ngufor CG, Nath KA, Desai NR, Nallamothu BK, Saran R, Shah ND, Noseworthy PA. Comparative Effectiveness and Safety of Oral Anticoagulants Across Kidney Function in Patients With Atrial Fibrillation. Circulation Cardiovascular Quality And Outcomes 2020, 13: e006515. PMID: 33012172, PMCID: PMC7580213, DOI: 10.1161/circoutcomes.120.006515.Peer-Reviewed Original ResearchMeSH KeywordsAdministration, OralAgedAged, 80 and overAnticoagulantsAntithrombinsAtrial FibrillationComparative Effectiveness ResearchDabigatranDatabases, FactualFactor Xa InhibitorsFemaleGlomerular Filtration RateHemorrhageHumansKidneyMaleMiddle AgedPyrazolesPyridonesRenal Insufficiency, ChronicRetrospective StudiesRisk AssessmentRisk FactorsRivaroxabanTime FactorsTreatment OutcomeUnited StatesWarfarinConceptsGlomerular filtration rateKidney functionMajor bleedingAtrial fibrillationOral anticoagulantsLower riskFiltration rateComparative effectivenessGlomerular filtration rate categoriesUS administrative claims databaseFalsification end pointsKidney function declineReduced kidney functionProportion of patientsAdministrative claims databaseSubstantial residual confoundingBaseline characteristicsFunction declineClaims databaseComparative safetyResidual confoundingTreatment weightingSimilar riskTreatment groupsPatients
2019
Association of Inferior Vena Cava Filter Use With Mortality Rates in Older Adults With Acute Pulmonary Embolism
Bikdeli B, Wang Y, Jimenez D, Ross JS, Monreal M, Goldhaber SZ, Krumholz HM. Association of Inferior Vena Cava Filter Use With Mortality Rates in Older Adults With Acute Pulmonary Embolism. JAMA Internal Medicine 2019, 179: 263-265. PMID: 30535318, PMCID: PMC6439651, DOI: 10.1001/jamainternmed.2018.5287.Peer-Reviewed Original Research
2016
Association between payments from manufacturers of pharmaceuticals to physicians and regional prescribing: cross sectional ecological study
Fleischman W, Agrawal S, King M, Venkatesh AK, Krumholz HM, McKee D, Brown D, Ross JS. Association between payments from manufacturers of pharmaceuticals to physicians and regional prescribing: cross sectional ecological study. The BMJ 2016, 354: i4189. PMID: 27540015, PMCID: PMC4989280, DOI: 10.1136/bmj.i4189.Peer-Reviewed Original ResearchConceptsHospital referral regionsOral anticoagulantsReferral regionsDiabetes drugsDrug classesGreater prescribingMedicare Part D beneficiariesAdditional daysPart D beneficiariesMedicare Part D prescriptionsCross-sectional analysisSectional ecological studyMedicare Part DPart D prescriptionsManufacturers of pharmaceuticalsPrescribingAnticoagulantsPhysiciansDrugsPart DEducational materialsSectional analysisStudy limitationsConsulting feesAssociation