Featured Publications
Comparative Effectiveness of Machine Learning Approaches for Predicting Gastrointestinal Bleeds in Patients Receiving Antithrombotic Treatment
Herrin J, Abraham NS, Yao X, Noseworthy PA, Inselman J, Shah ND, Ngufor C. Comparative Effectiveness of Machine Learning Approaches for Predicting Gastrointestinal Bleeds in Patients Receiving Antithrombotic Treatment. JAMA Network Open 2021, 4: e2110703. PMID: 34019087, PMCID: PMC8140376, DOI: 10.1001/jamanetworkopen.2021.10703.Peer-Reviewed Original ResearchMeSH KeywordsAdolescentAdultAgedAged, 80 and overAnticoagulantsAntifibrinolytic AgentsAtrial FibrillationClinical Decision-MakingCohort StudiesCross-Sectional StudiesFemaleFibrinolytic AgentsGastrointestinal HemorrhageHumansMachine LearningMaleMiddle AgedMyocardial IschemiaPredictive Value of TestsRetrospective StudiesRisk AssessmentThienopyridinesUnited StatesVenous ThromboembolismYoung AdultConceptsGastrointestinal bleedingIschemic heart diseaseCross-sectional studyThienopyridine antiplatelet agentAntithrombotic treatmentVenous thromboembolismAntiplatelet agentsRandom survival forestStudy cohortAtrial fibrillationValidation cohortHeart diseaseHAS-BLED risk scoreRetrospective cross-sectional studyCox proportional hazards regressionHAS-BLED scorePrior GI bleedPatients 18 yearsCohort of patientsEntire study cohortProportional hazards regressionOptumLabs Data WarehouseMedicare Advantage enrolleesPositive predictive valueRisk prediction model
2024
Enrollment in High-Deductible Health Plans and Incident Diabetes Complications
McCoy R, Swarna K, Jiang D, Van Houten H, Chen J, Davis E, Herrin J. Enrollment in High-Deductible Health Plans and Incident Diabetes Complications. JAMA Network Open 2024, 7: e243394. PMID: 38517436, PMCID: PMC10960199, DOI: 10.1001/jamanetworkopen.2024.3394.Peer-Reviewed Original ResearchConceptsHigh-deductible health plansHealth plansChronic disease managementOdds of myocardial infarctionLower-extremity complicationsMixed-effects logistic regression modelsOut-of-pocket costsAssociated with increased oddsDiabetic complicationsInverse propensity score weightingLogistic regression modelsCardiovascular risk factorsEmployer-sponsored health plansDiabetes careRetrospective cohort studyUS adultsPropensity score weightingPotential selection biasMain OutcomesCohort studyBaseline yearIncident complicationsDisease managementMixed-effectsPotential harm
2022
Association Between Payments by Pharmaceutical Manufacturers and Prescribing Behavior in Rheumatology
Duarte-García A, Crowson CS, McCoy RG, Herrin J, Lam V, Putman MS, Ross JS, Matteson EL, Shah ND. Association Between Payments by Pharmaceutical Manufacturers and Prescribing Behavior in Rheumatology. Mayo Clinic Proceedings 2022, 97: 250-260. PMID: 35120693, PMCID: PMC9013005, DOI: 10.1016/j.mayocp.2021.08.026.Peer-Reviewed Original ResearchFactors Associated With Disparities in Hospital Readmission Rates Among US Adults Dually Eligible for Medicare and Medicaid
Silvestri D, Goutos D, Lloren A, Zhou S, Zhou G, Farietta T, Charania S, Herrin J, Peltz A, Lin Z, Bernheim S. Factors Associated With Disparities in Hospital Readmission Rates Among US Adults Dually Eligible for Medicare and Medicaid. JAMA Health Forum 2022, 3: e214611. PMID: 35977231, PMCID: PMC8903116, DOI: 10.1001/jamahealthforum.2021.4611.Peer-Reviewed Original ResearchMeSH KeywordsAgedCohort StudiesHeart FailureHumansMedicaidMedicareMyocardial InfarctionPatient ReadmissionPneumoniaRetrospective StudiesUnited StatesConceptsAcute myocardial infarctionNon-DE patientsCommunity-level factorsHospital disparitiesHeart failureDE patientsReadmission ratesCohort studyUS hospitalsRisk-adjusted readmission ratesRetrospective cohort studyHospital readmission ratesLow-income older adultsHospital quality improvementEligible patientsHospital readmissionMedicaid eligibility policyCare transitionsMyocardial infarctionState Medicaid policiesWorse outcomesMedicare patientsMAIN OUTCOMEUS adultsPneumonia
2021
A Clinical Decision Aid to Support Personalized Treatment Selection for Patients with Clinical T1 Renal Masses: Results from a Multi-institutional Competing-risks Analysis
Psutka SP, Gulati R, Jewett MAS, Fadaak K, Finelli A, Legere L, Morgan TM, Pierorazio PM, Allaf ME, Herrin J, Lohse CM, Thompson R, Boorjian SA, Atwell TD, Schmit GD, Costello BA, Shah ND, Leibovich BC. A Clinical Decision Aid to Support Personalized Treatment Selection for Patients with Clinical T1 Renal Masses: Results from a Multi-institutional Competing-risks Analysis. European Urology 2021, 81: 576-585. PMID: 34862099, PMCID: PMC10351331, DOI: 10.1016/j.eururo.2021.11.002.Peer-Reviewed Original ResearchMeSH KeywordsAdultCarcinoma, Renal CellDecision Support TechniquesHumansKidney NeoplasmsMaleNephrectomyPrecision MedicineRetrospective StudiesTreatment OutcomeConceptsCancer-specific mortalityRenal cortical massesRadical nephrectomyPartial nephrectomyActive surveillancePersonalized treatment selectionClavien gradeRisk calculatorThermal ablationTreatment selectionEastern Cooperative Oncology Group performance statusClinical T1 renal massesSurgeon/hospital volumeHigh-volume referral centerInitial radical nephrectomyCharlson Comorbidity IndexCompeting-risks regressionConsecutive adult patientsGlomerular filtration rateClavien grade 3Risk of deathBody mass indexT1 renal massesRisk of mortalityClinical decision aidTrends and geographical variation in population thriving, struggling and suffering across the USA, 2008–2017: a retrospective repeated cross-sectional study
Riley C, Herrin J, Lam V, Hamar B, Witters D, Liu D, Krumholz HM, Roy B. Trends and geographical variation in population thriving, struggling and suffering across the USA, 2008–2017: a retrospective repeated cross-sectional study. BMJ Open 2021, 11: e043375. PMID: 34261676, PMCID: PMC8281074, DOI: 10.1136/bmjopen-2020-043375.Peer-Reviewed Original ResearchConceptsPercentage of peopleCross-sectional studyWell-Being IndexMarked geographical variationNational HealthRetrospective analysisUS populationCross-sectional sampleLife evaluationGeographical disparitiesGreater improvementCantril SelfCurrent life satisfactionGeographical variationLife optimismNational averageInterventionConceptions of healthHealthPercentageA Longitudinal Study Exploring Learning Environment Culture and Subsequent Risk of Burnout Among Resident Physicians Overall and by Gender
Dyrbye LN, West CP, Herrin J, Dovidio J, Cunningham B, Yeazel M, Lam V, Onyeador IN, Wittlin NM, Burke SE, Hayes SN, Phelan SM, van Ryn M. A Longitudinal Study Exploring Learning Environment Culture and Subsequent Risk of Burnout Among Resident Physicians Overall and by Gender. Mayo Clinic Proceedings 2021, 96: 2168-2183. PMID: 34218879, DOI: 10.1016/j.mayocp.2020.12.036.Peer-Reviewed Original ResearchAssociation between 30-day readmission rates and health information technology capabilities in US hospitals
Elysee G, Yu H, Herrin J, Horwitz LI. Association between 30-day readmission rates and health information technology capabilities in US hospitals. Medicine 2021, 100: e24755. PMID: 33663091, PMCID: PMC7909153, DOI: 10.1097/md.0000000000024755.Peer-Reviewed Original ResearchConceptsRisk-standardized readmission ratesHealth IT capabilitiesLower readmission riskReadmission riskReadmission ratesHealth information technologyElectronic health recordsHospital dischargeRetrospective cross-sectional studyU.S. acute care hospitalsHealth recordsAcute care hospitalsCross-sectional studyFragmentation of careHospital-level risk-standardized readmission ratesOne-point increaseHospital Compare websiteHealth information technology capabilitiesCare hospitalOutcome measuresOutpatient providersUS hospitalsCare deliveryPatient accessClinical stakeholdersComparative Risk of Serious Infections With Tumor Necrosis Factor α Antagonists vs Vedolizumab in Patients With Inflammatory Bowel Diseases
Singh S, Heien HC, Herrin J, Dulai PS, Sangaralingham L, Shah ND, Sandborn WJ. Comparative Risk of Serious Infections With Tumor Necrosis Factor α Antagonists vs Vedolizumab in Patients With Inflammatory Bowel Diseases. Clinical Gastroenterology And Hepatology 2021, 20: e74-e88. PMID: 33640480, PMCID: PMC8384969, DOI: 10.1016/j.cgh.2021.02.032.Peer-Reviewed Original ResearchConceptsInflammatory bowel diseaseSerious infectionsMarginal structural Cox proportional hazards modelsCox proportional hazards modelBaseline disease characteristicsRetrospective cohort studyAdministrative claims databaseProportional hazards modelTime-varying useCohort studyBowel diseaseTreatment initiationUlcerative colitisHealthcare utilizationClaims databaseDisease characteristicsTumor necrosisVedolizumabLower riskHazards modelPatientsInfectionAntagonistInsurance coverageRisk
2020
Association of Survival With Adjuvant Chemotherapy Among Patients With Early-Stage Non–Small Cell Lung Cancer With vs Without High-Risk Clinicopathologic Features
Pathak R, Goldberg SB, Canavan M, Herrin J, Hoag JR, Salazar MC, Papageorge M, Ermer T, Boffa DJ. Association of Survival With Adjuvant Chemotherapy Among Patients With Early-Stage Non–Small Cell Lung Cancer With vs Without High-Risk Clinicopathologic Features. JAMA Oncology 2020, 6: 1741-1750. PMID: 32940636, PMCID: PMC7499246, DOI: 10.1001/jamaoncol.2020.4232.Peer-Reviewed Original ResearchMeSH KeywordsCarcinoma, Non-Small-Cell LungChemotherapy, AdjuvantCohort StudiesFemaleHumansLung NeoplasmsNeoplasm StagingRetrospective StudiesConceptsNode-negative non-small cell lung cancerHigh-risk pathologic featuresNon-small cell lung cancerAdjuvant chemotherapyCell lung cancerPathologic featuresTumor sizeSurvival benefitCohort studyLung cancerNode-negative NSCLCEarly-stage non-small cell lung cancerCox proportional hazards regression modelHigh-risk clinicopathologic featuresProportional hazards regression modelsNational Cancer DatabaseRetrospective cohort studyTreatment-naive patientsAdjuvant chemotherapy useHigh-risk featuresAssociation of survivalHazards regression modelsImmortal time biasChemotherapy useEligible patientsPhysician trajectories of abandoning long‐course breast radiotherapy and their cost impact
Xu X, Soulos PR, Herrin J, Wang S, Pollack CE, Evans SB, Yu JB, Gross CP. Physician trajectories of abandoning long‐course breast radiotherapy and their cost impact. Health Services Research 2020, 56: 497-506. PMID: 33070305, PMCID: PMC8143683, DOI: 10.1111/1475-6773.13572.Peer-Reviewed Original ResearchConceptsPhysician peer groupsWhole breast irradiationCF-WBIRisk-adjusted ratesBreast radiotherapyPractice patternsLow useChronic Conditions Data WarehouseDistinct practice patternsPatients' clinical characteristicsSetting of radiotherapyAdjuvant breast radiotherapyYears of ageDistinct trajectoriesImportant cost implicationsHigher useAdjuvant radiotherapyClinical characteristicsEligible womenBreast cancerCost implicationsLatent class growth analysisService beneficiariesMedicare programRadiotherapyRisk of Systemic Adverse Events after Intravitreal Bevacizumab, Ranibizumab, and Aflibercept in Routine Clinical Practice
Maloney MH, Payne SR, Herrin J, Sangaralingham LR, Shah ND, Barkmeier AJ. Risk of Systemic Adverse Events after Intravitreal Bevacizumab, Ranibizumab, and Aflibercept in Routine Clinical Practice. Ophthalmology 2020, 128: 417-424. PMID: 32781110, DOI: 10.1016/j.ophtha.2020.07.062.Peer-Reviewed Original ResearchMeSH KeywordsAngiogenesis InhibitorsBevacizumabCerebrovascular DisordersDrug-Related Side Effects and Adverse ReactionsFemaleHemorrhageHospitalizationHumansIntravitreal InjectionsMaleMyocardial InfarctionRanibizumabReceptors, Vascular Endothelial Growth FactorRecombinant Fusion ProteinsRetinal DiseasesRetrospective StudiesRisk AssessmentVascular Endothelial Growth Factor AConceptsNeovascular age-related macular degenerationRetinal venous occlusive diseaseDiabetic retinal diseaseSystemic serious adverse eventsAnti-VEGF injectionsAnti-VEGF agentsMajor bleedingAcute myocardial infarctionCause hospitalizationCerebrovascular diseaseRoutine clinical practiceMyocardial infarctionIntravitreal bevacizumabTreatment initiationAdverse eventsPropensity score-weighted Cox proportional hazards modelClinical practiceLarge U.S. administrative claims databaseRisk of MICox proportional hazards modelU.S. administrative claims databaseAge-related macular degenerationRisk-adjusted effectSystemic safety profileRetrospective cohort studyFewer gastrointestinal bleeds with ticagrelor and prasugrel compared with clopidogrel in patients with acute coronary syndrome following percutaneous coronary intervention
Abraham NS, Yang EH, Noseworthy PA, Inselman J, Yao X, Herrin J, Sangaralingham LR, Ngufor C, Shah ND. Fewer gastrointestinal bleeds with ticagrelor and prasugrel compared with clopidogrel in patients with acute coronary syndrome following percutaneous coronary intervention. Alimentary Pharmacology & Therapeutics 2020, 52: 646-654. PMID: 32657466, PMCID: PMC8183594, DOI: 10.1111/apt.15790.Peer-Reviewed Original ResearchMeSH KeywordsAcute Coronary SyndromeAgedClopidogrelCohort StudiesFemaleGastrointestinal HemorrhageHumansMaleMiddle AgedPercutaneous Coronary InterventionPlatelet Aggregation InhibitorsPostoperative ComplicationsPrasugrel HydrochlorideRetrospective StudiesThromboembolismTicagrelorTreatment OutcomeUnited StatesConceptsPercutaneous coronary interventionAcute coronary syndromeGIB ratesGIB riskCoronary syndromeGastrointestinal bleedingSTEMI patientsCoronary interventionHazard ratioMajor adverse cardiac eventsRisk reductionCox proportional hazards modelNSTE-ACS patientsAdverse cardiac eventsMajor bleeding eventsConfidence intervalsInverse probability treatmentProportional hazards modelMedicare Advantage enrolleesBleeding eventsClopidogrel prescriptionGIB eventsNSTE-ACSGastrointestinal bleedBaseline characteristics
2019
Follow-up Care for Breast Cancer Survivors
Ruddy KJ, Herrin J, Sangaralingham L, Freedman RA, Jemal A, Haddad TC, Allen SV, Hieken T, Boughey JC, Ganz PA, Havyer RD, Shah ND. Follow-up Care for Breast Cancer Survivors. Journal Of The National Cancer Institute 2019, 112: 111-113. PMID: 31613369, PMCID: PMC7849972, DOI: 10.1093/jnci/djz203.Peer-Reviewed Original ResearchMeSH KeywordsAftercareBreast NeoplasmsCancer SurvivorsDisease ManagementFemaleHumansPractice Guidelines as TopicPublic Health SurveillanceRegistriesRetrospective StudiesConceptsBreast cancer survivorsCancer survivorsUS commercial insurance databaseCurative-intent surgeryCommercial insurance databasePrimary care providersEndocrine therapyIntent surgeryImpairs outcomeSurvivorship guidelinesInsurance databaseNonwhite raceAnnual followBreast cancerCare providersClaims dataClinical practiceOlder ageSurgeryWomenSurvivorsYear 2ChemotherapyPatientsOncologistsHome Health Care After Skilled Nursing Facility Discharge Following Heart Failure Hospitalization
Weerahandi H, Bao H, Herrin J, Dharmarajan K, Ross JS, Jones S, Horwitz LI. Home Health Care After Skilled Nursing Facility Discharge Following Heart Failure Hospitalization. Journal Of The American Geriatrics Society 2019, 68: 96-102. PMID: 31603248, PMCID: PMC6964248, DOI: 10.1111/jgs.16179.Peer-Reviewed Original ResearchConceptsSkilled nursing facilitiesHF hospitalizationReadmission ratesReadmission riskHeart failure readmission ratesDays of dischargeHeart failure hospitalizationRetrospective cohort studyHospital discharge practicesMore functional impairmentHome health careFailure hospitalizationHF patientsUnplanned readmissionCohort studyHospital dischargePrimary outcomeRestorative therapySNF stayFunctional impairmentHome healthcare servicesService Medicare dataAdjusted modelCox modelNursing facilitiesRacial and Ethnic Differences in 30-Day Hospital Readmissions Among US Adults With Diabetes
Rodriguez-Gutierrez R, Herrin J, Lipska KJ, Montori VM, Shah ND, McCoy RG. Racial and Ethnic Differences in 30-Day Hospital Readmissions Among US Adults With Diabetes. JAMA Network Open 2019, 2: e1913249. PMID: 31603490, PMCID: PMC6804020, DOI: 10.1001/jamanetworkopen.2019.13249.Peer-Reviewed Original ResearchMeSH KeywordsAdministrative Claims, HealthcareAgedAged, 80 and overAsianBlack or African AmericanComorbidityDiabetes ComplicationsEthnicityFemaleHispanic or LatinoHospital Bed Capacity, 300 to 499Hospital Bed Capacity, 500 and overHospitals, UniversityHospitals, VoluntaryHumansIncomeMaleMiddle AgedMinority GroupsPatient ReadmissionRacial GroupsRetrospective StudiesUnited StatesWhite PeopleConceptsCause readmissionIndex hospitalizationBlack patientsWhite patientsUS adultsHigh riskAdministrative claims data setsHospital-level risk factorsEthnic differencesLarge hospitalsPlace of hospitalizationDays of dischargeRetrospective cohort studyLow-income patientsMedicare Advantage beneficiariesSystem-level factorsClaims data setsHealth care qualityRace/ethnicityCohort studyReadmission ratesAdult patientsHospital readmissionHispanic patientsReadmission riskHospital Variation in Spending for Lung Cancer Resection in Medicare Beneficiaries
Jean RA, Bongiovanni T, Soulos PR, Chiu AS, Herrin J, Kim N, Xu X, Kim AW, Gross CP. Hospital Variation in Spending for Lung Cancer Resection in Medicare Beneficiaries. The Annals Of Thoracic Surgery 2019, 108: 1710-1716. PMID: 31400321, DOI: 10.1016/j.athoracsur.2019.06.048.Peer-Reviewed Original ResearchConceptsStage I non-small cell lung carcinomaNon-small cell lung carcinomaCell lung carcinomaHospital volumeLung carcinomaComplication rateMedicare beneficiariesExcess costsEnd Results-MedicareIndex hospital costsLung cancer careMean excess costLung cancer resectionHospital-level variationNumber of complicationsLung cancer treatmentEpisode of careCost of careLowest cost quintileIndex hospitalizationCancer resectionHospital factorsPerioperative careHospital variationSurgical hospitalizationQuality Versus Quantity
Chiu AS, Arnold BN, Hoag JR, Herrin J, Kim CH, Salazar MC, Monsalve AF, Jean RA, Blasberg JD, Detterbeck FC, Gross CP, Boffa DJ. Quality Versus Quantity. Annals Of Surgery 2019, Publish Ahead of Print: &na;. PMID: 29697446, DOI: 10.1097/sla.0000000000002762.Peer-Reviewed Original ResearchConceptsComplex cancer surgeryCancer surgerySafe hospitalComplex oncologic surgeryPotential mortality reductionNational Cancer DatabaseHigh-volume hospitalsHospital quality measuresSurgical mortalityPrimary cancerHospital rating systemsOncologic surgeryCancer DatabaseMortality reductionSurgical volumeHospital safetyPatient realignmentPatientsHospitalSurgeryMeaningful reductionPublic reportingMortalityRSMRCancerAssociation Between Degrees of Separation in Physician Networks and Surgeons’ Use of Perioperative Breast Magnetic Resonance Imaging
Shi Y, Pollack CE, Soulos PR, Herrin J, Christakis NA, Xu X, Gross CP. Association Between Degrees of Separation in Physician Networks and Surgeons’ Use of Perioperative Breast Magnetic Resonance Imaging. Medical Care 2019, 57: 460-467. PMID: 31008899, PMCID: PMC6522278, DOI: 10.1097/mlr.0000000000001123.Peer-Reviewed Original ResearchConceptsBreast magnetic resonance imagingMagnetic resonance imagingPerioperative magnetic resonance imagingMRI useResonance imagingSurgeons' useBreast cancer carePatient-sharing networksPractice of surgeonsPairs of surgeonsUnproven benefitRetrospective studyPhysician pairsCancer carePractice patternsBreast cancerMRI utilizationMedicare dataSurgical colleaguesPatientsSurgeonsStudy periodPhysician networksCareAssociationPersistent Use of Extended Fractionation Palliative Radiotherapy for Medicare Beneficiaries With Metastatic Breast Cancer, 2011 to 2014
Yu JB, Pollack CE, Herrin J, Zhu W, Soulos PR, Xu X, Gross CP. Persistent Use of Extended Fractionation Palliative Radiotherapy for Medicare Beneficiaries With Metastatic Breast Cancer, 2011 to 2014. American Journal Of Clinical Oncology 2019, 42: 493-499. PMID: 31033511, PMCID: PMC6538429, DOI: 10.1097/coc.0000000000000548.Peer-Reviewed Original ResearchConceptsPalliative radiotherapyBone metastasesMedicare beneficiariesBreast cancerAssociation of clinicalProportion of patientsChoice of treatmentHospital-based practiceService Medicare beneficiariesSingle-fraction treatmentProvider financial incentivesLogistic regression modelsDifferent fractionation schemesProlonged courseRadiation courseRadiotherapy usePayer perspectiveProvider characteristicsMean costMultiple guidelinesPatientsRadiotherapyMetastasisCancerNumber of days