2024
Artificial Intelligence-Enhanced Risk Stratification of Cancer Therapeutics-Related Cardiac Dysfunction Using Electrocardiographic Images.
Oikonomou E, Sangha V, Dhingra L, Aminorroaya A, Coppi A, Krumholz H, Baldassarre L, Khera R. Artificial Intelligence-Enhanced Risk Stratification of Cancer Therapeutics-Related Cardiac Dysfunction Using Electrocardiographic Images. Circulation Cardiovascular Quality And Outcomes 2024 PMID: 39221857, DOI: 10.1161/circoutcomes.124.011504.Peer-Reviewed Original ResearchCancer therapeutics-related cardiac dysfunctionGlobal longitudinal strainLeft ventricular systolic dysfunctionCardiac dysfunctionBreast cancerNon-Hodgkin lymphoma therapyNon-Hodgkin's lymphomaVentricular systolic dysfunctionAssociated with worse global longitudinal strainRisk stratification strategiesHigh-risk groupMonths post-treatmentPost hoc analysisElectrocardiographic (ECGTrastuzumab exposureLymphoma therapySystolic dysfunctionAI-ECGBefore treatmentRisk biomarkersLongitudinal strainLow riskStratification strategiesHigher incidencePositive screenComparative Effectiveness of Second-Line Antihyperglycemic Agents for Cardiovascular Outcomes A Multinational, Federated Analysis of LEGEND-T2DM
Khera R, Aminorroaya A, Dhingra L, Thangaraj P, Pedroso Camargos A, Bu F, Ding X, Nishimura A, Anand T, Arshad F, Blacketer C, Chai Y, Chattopadhyay S, Cook M, Dorr D, Duarte-Salles T, DuVall S, Falconer T, French T, Hanchrow E, Kaur G, Lau W, Li J, Li K, Liu Y, Lu Y, Man K, Matheny M, Mathioudakis N, McLeggon J, McLemore M, Minty E, Morales D, Nagy P, Ostropolets A, Pistillo A, Phan T, Pratt N, Reyes C, Richter L, Ross J, Ruan E, Seager S, Simon K, Viernes B, Yang J, Yin C, You S, Zhou J, Ryan P, Schuemie M, Krumholz H, Hripcsak G, Suchard M. Comparative Effectiveness of Second-Line Antihyperglycemic Agents for Cardiovascular Outcomes A Multinational, Federated Analysis of LEGEND-T2DM. Journal Of The American College Of Cardiology 2024, 84: 904-917. PMID: 39197980, DOI: 10.1016/j.jacc.2024.05.069.Peer-Reviewed Original ResearchConceptsGLP-1 RAsSecond-line agentsGLP-1Antihyperglycemic agentsCardiovascular diseaseMACE riskGlucagon-like peptide-1 receptor agonistsSodium-glucose cotransporter 2 inhibitorsPeptide-1 receptor agonistsDipeptidyl peptidase-4 inhibitorsEffects of SGLT2isType 2 diabetes mellitusPeptidase-4 inhibitorsAdverse cardiovascular eventsCox proportional hazards modelsRandom-effects meta-analysisCardiovascular risk reductionTarget trial emulationProportional hazards modelCorrelation between hospital rates of survival to discharge and long-term survival for in-hospital cardiac arrest: Insights from Get With The Guidelines®-Resuscitation registry
Khera R, Aminorroaya A, Kennedy K, Chan P, Investigators A, Grossestreuer A, Moskowitz A, Ornato J, Churpek M, Starks M, Girotra S, Perman S. Correlation between hospital rates of survival to discharge and long-term survival for in-hospital cardiac arrest: Insights from Get With The Guidelines®-Resuscitation registry. Resuscitation 2024, 202: 110322. PMID: 39029583, DOI: 10.1016/j.resuscitation.2024.110322.Peer-Reviewed Original ResearchRisk-standardized survival ratesIn-hospital cardiac arrestWeighted kappa coefficientResuscitation RegistryLong-term survivalSurvivors of in-hospital cardiac arrestHierarchical logistic regression modelsCardiac arrestIn-hospitalLogistic regression modelsLong-term outcomesSurvival dataKappa coefficientHospital performanceIn-hospital survivalMedicare filesMedicare beneficiariesYears of ageHospitalization ratesPost-discharge survivalHospital dischargeRate of survivalMedicareHospitalRegression modelsPerformance of contemporary cardiovascular risk stratification scores in Brazil: an evaluation in the ELSA-Brasil study
Camargos A, Barreto S, Brant L, Ribeiro A, Dhingra L, Aminorroaya A, Bittencourt M, Figueiredo R, Khera R. Performance of contemporary cardiovascular risk stratification scores in Brazil: an evaluation in the ELSA-Brasil study. Open Heart 2024, 11: e002762. PMID: 38862252, PMCID: PMC11168182, DOI: 10.1136/openhrt-2024-002762.Peer-Reviewed Original ResearchConceptsPooled Cohort EquationsELSA-BrasilRisk scoreCardiovascular diseaseCVD eventsCommunity-based cohort studyArea under the receiver operating characteristic curveCVD risk scoreELSA-Brasil studyIncident CVD eventsMiddle-income countriesAdjudicated CVD eventsCardiovascular disease riskCVD scoreCohort EquationsNational guidelinesRisk stratification scoresWhite womenAge/sex groupsCohort studyProspective cohortLMICsSex/race groupsHigher incomeRisk discriminationDevelopment and multinational validation of an algorithmic strategy for high Lp(a) screening
Aminorroaya A, Dhingra L, Oikonomou E, Saadatagah S, Thangaraj P, Vasisht Shankar S, Spatz E, Khera R. Development and multinational validation of an algorithmic strategy for high Lp(a) screening. Nature Cardiovascular Research 2024, 3: 558-566. PMID: 39195936, DOI: 10.1038/s44161-024-00469-1.Peer-Reviewed Original ResearchElectronic health recordsAssociated with premature atherosclerotic cardiovascular diseaseElevated Lp(aHealth recordsUK BiobankPremature atherosclerotic cardiovascular diseaseMachine learning modelsAtherosclerotic cardiovascular diseaseCohort studyReal-world settingsTargeted screeningCardiovascular diseaseLearning modelsNovel targeted therapeuticsAlgorithmic strategiesCohortProbability thresholdScreeningClinical featuresValidation cohortElevated lipoproteinRisk inspectionARICLp(aReal-world evaluation of an algorithmic machine-learning-guided testing approach in stable chest pain: a multinational, multicohort study
Oikonomou E, Aminorroaya A, Dhingra L, Partridge C, Velazquez E, Desai N, Krumholz H, Miller E, Khera R. Real-world evaluation of an algorithmic machine-learning-guided testing approach in stable chest pain: a multinational, multicohort study. European Heart Journal - Digital Health 2024, 5: 303-313. PMID: 38774380, PMCID: PMC11104476, DOI: 10.1093/ehjdh/ztae023.Peer-Reviewed Original ResearchRisk of acute myocardial infarctionAssociated with lower oddsHospital health systemCoronary artery diseaseCardiac testingRisk of adverse outcomesUK BiobankHealth systemProvider-drivenLower oddsAssociated with better outcomesAcute myocardial infarctionBlack raceStable chest painFemale sexReal world evaluationDiabetes historyMulticohort studyFunction testsSuspected coronary artery diseaseYounger ageRisk profileAdverse outcomesMultinational cohortPost hoc analysisA NOVEL DEEP LEARNING APPROACH FOR AUTOMATED EXTRACTION OF FUNCTIONAL STATUS AND NEW YORK HEART ASSOCIATION CLASS FOR HEART FAILURE PATIENTS DURING OUTPATIENT ENCOUNTERS
Adejumo P, Dhingra L, Aminorroaya A, Khera R. A NOVEL DEEP LEARNING APPROACH FOR AUTOMATED EXTRACTION OF FUNCTIONAL STATUS AND NEW YORK HEART ASSOCIATION CLASS FOR HEART FAILURE PATIENTS DURING OUTPATIENT ENCOUNTERS. Journal Of The American College Of Cardiology 2024, 83: 313. DOI: 10.1016/s0735-1097(24)02303-9.Peer-Reviewed Original ResearchMULTINATIONAL REAL-WORLD EVALUATION OF A MACHINE LEARNING-DERIVED TOOL FOR ANATOMICAL VERSUS FUNCTIONAL TESTING IN SUSPECTED CORONARY ARTERY DISEASE
Oikonomou E, Aminorroaya A, Dhingra L, Khera R. MULTINATIONAL REAL-WORLD EVALUATION OF A MACHINE LEARNING-DERIVED TOOL FOR ANATOMICAL VERSUS FUNCTIONAL TESTING IN SUSPECTED CORONARY ARTERY DISEASE. Journal Of The American College Of Cardiology 2024, 83: 1357. DOI: 10.1016/s0735-1097(24)03347-3.Peer-Reviewed Original ResearchUSING PHOTOS OF ELECTROCARDIOGRAMS AS A BIOMARKER FOR CARDIOVASCULAR RISK - A MULTINATIONAL ASSESSMENT OF A NOVEL ARTIFICIAL INTELLIGENCE APPROACH
Sangha V, Dhingra L, Aminorroaya A, Khera R. USING PHOTOS OF ELECTROCARDIOGRAMS AS A BIOMARKER FOR CARDIOVASCULAR RISK - A MULTINATIONAL ASSESSMENT OF A NOVEL ARTIFICIAL INTELLIGENCE APPROACH. Journal Of The American College Of Cardiology 2024, 83: 2443. DOI: 10.1016/s0735-1097(24)04433-4.Peer-Reviewed Original ResearchCOMPARATIVE CARDIOVASCULAR EFFECTIVENESS OF ANTI-HYPERGLYCEMIC AGENTS INITIATED AS SECOND-LINE THERAPY IN TYPE 2 DIABETES: A LARGE-SCALE, MULTINATIONAL, FEDERATED TARGET TRIAL EMULATION IN THE LEGEND-T2DM STUDY
Khera R, Aminorroaya A, Dhingra L, Bu F, Camargos A, Falconer T, Zhou J, Dorr D, French T, Lau W, Lu Y, Blacketer C, Reyes C, Minty E, Li K, Man K, Ostropolets A, Nishimura A, Matheny M, Yang J, Ryan P, Y.F. W, Krumholz H, Hripcsak G, Suchard M. COMPARATIVE CARDIOVASCULAR EFFECTIVENESS OF ANTI-HYPERGLYCEMIC AGENTS INITIATED AS SECOND-LINE THERAPY IN TYPE 2 DIABETES: A LARGE-SCALE, MULTINATIONAL, FEDERATED TARGET TRIAL EMULATION IN THE LEGEND-T2DM STUDY. Journal Of The American College Of Cardiology 2024, 83: 1977. DOI: 10.1016/s0735-1097(24)03967-6.Peer-Reviewed Original ResearchTRENDS IN KNOWLEDGE OF RISK FACTOR TARGETS AMONG PATIENTS WITH DIABETES MELLITUS IN THE UNITED STATES: A NATIONALLY REPRESENTATIVE STUDY
Bansal B, Aminorroaya A, Dhingra L, Oikonomou E, Khera R. TRENDS IN KNOWLEDGE OF RISK FACTOR TARGETS AMONG PATIENTS WITH DIABETES MELLITUS IN THE UNITED STATES: A NATIONALLY REPRESENTATIVE STUDY. Journal Of The American College Of Cardiology 2024, 83: 1882. DOI: 10.1016/s0735-1097(24)03872-5.Peer-Reviewed Original ResearchWEARABLE DEVICE USE PATTERNS AMONG THOSE WITH CARDIOVASCULAR RISK IN ALL OF US RESEARCH PROGRAM: AN EVALUATION AGAINST A NATIONALLY REPRESENTATIVE DATABASE
Feliciano K, Aminorroaya A, Dhingra L, Thangaraj P, Adejumo P, Khera R. WEARABLE DEVICE USE PATTERNS AMONG THOSE WITH CARDIOVASCULAR RISK IN ALL OF US RESEARCH PROGRAM: AN EVALUATION AGAINST A NATIONALLY REPRESENTATIVE DATABASE. Journal Of The American College Of Cardiology 2024, 83: 2045. DOI: 10.1016/s0735-1097(24)04035-x.Peer-Reviewed Original ResearchHEART FAILURE RISK PREDICTION USING ARTIFICIAL INTELLIGENCE ON ECG PHOTOS IN LARGE CONTEMPORARY COHORT
Dhingra L, Sangha V, Aminorroaya A, Camargos A, Oikonomou E, Khera R. HEART FAILURE RISK PREDICTION USING ARTIFICIAL INTELLIGENCE ON ECG PHOTOS IN LARGE CONTEMPORARY COHORT. Journal Of The American College Of Cardiology 2024, 83: 277. DOI: 10.1016/s0735-1097(24)02267-8.Peer-Reviewed Original ResearchCORRELATION BETWEEN HOSPITAL RATES OF SURVIVAL TO DISCHARGE AND LONG-TERM SURVIVAL FOR IN-HOSPITAL CARDIAC ARREST: INSIGHTS FROM GET WITH THE GUIDELINES®RESUSCITATION
Aminorroaya A, Chan P, Kennedy K, Khera R. CORRELATION BETWEEN HOSPITAL RATES OF SURVIVAL TO DISCHARGE AND LONG-TERM SURVIVAL FOR IN-HOSPITAL CARDIAC ARREST: INSIGHTS FROM GET WITH THE GUIDELINES®RESUSCITATION. Journal Of The American College Of Cardiology 2024, 83: 2557. DOI: 10.1016/s0735-1097(24)04547-9.Peer-Reviewed Original ResearchA WEARABLE-ADAPTED ARTIFICIAL INTELLIGENCE ALGORITHM FOR HEART FAILURE PREDICTION FROM SINGLE-LEAD ELECTROCARDIOGRAMS IN A LARGE NATIONWIDE COHORT STUDY
Dhingra L, Aminorroaya A, Oikonomou E, Sangha V, Khunte A, Khera R. A WEARABLE-ADAPTED ARTIFICIAL INTELLIGENCE ALGORITHM FOR HEART FAILURE PREDICTION FROM SINGLE-LEAD ELECTROCARDIOGRAMS IN A LARGE NATIONWIDE COHORT STUDY. Journal Of The American College Of Cardiology 2024, 83: 2341. DOI: 10.1016/s0735-1097(24)04331-6.Peer-Reviewed Original Research
2023
Multinational patterns of second line antihyperglycaemic drug initiation across cardiovascular risk groups: federated pharmacoepidemiological evaluation in LEGEND-T2DM
Khera R, Dhingra L, Aminorroaya A, Li K, Zhou J, Arshad F, Blacketer C, Bowring M, Bu F, Cook M, Dorr D, Duarte-Salles T, DuVall S, Falconer T, French T, Hanchrow E, Horban S, Lau W, Li J, Liu Y, Lu Y, Man K, Matheny M, Mathioudakis N, McLemore M, Minty E, Morales D, Nagy P, Nishimura A, Ostropolets A, Pistillo A, Posada J, Pratt N, Reyes C, Ross J, Seager S, Shah N, Simon K, Wan E, Yang J, Yin C, You S, Schuemie M, Ryan P, Hripcsak G, Krumholz H, Suchard M. Multinational patterns of second line antihyperglycaemic drug initiation across cardiovascular risk groups: federated pharmacoepidemiological evaluation in LEGEND-T2DM. BMJ Medicine 2023, 2: e000651. PMID: 37829182, PMCID: PMC10565313, DOI: 10.1136/bmjmed-2023-000651.Peer-Reviewed Original ResearchType 2 diabetes mellitusSecond-line treatmentCardiovascular risk groupsDiabetes mellitusCardiovascular diseaseAntihyperglycaemic drugsLine treatmentRisk groupsObservational Health Data SciencesGlucagon-like peptide-1 receptor agonistsElectronic health recordsSodium-glucose cotransporter 2 inhibitorsCalendar year trendsPeptide-1 receptor agonistsUS databaseOutcomes of patientsCotransporter 2 inhibitorsAdministrative claims databaseSecond-line drugsHealth recordsSodium-glucose cotransporter-2 inhibitorsMedication useMetformin monotherapyGuideline recommendationsOutcome measuresUse of Smart Devices to Track Cardiovascular Health Goals in the United States
Aminorroaya A, Dhingra L, Nargesi A, Oikonomou E, Krumholz H, Khera R. Use of Smart Devices to Track Cardiovascular Health Goals in the United States. JACC Advances 2023, 2: 100544. PMID: 38094515, PMCID: PMC10718569, DOI: 10.1016/j.jacadv.2023.100544.Peer-Reviewed Original ResearchHealth goalsRisk of cardiovascular diseaseCardiovascular risk factorsNationally representative Health Information National Trends SurveyHealth Information National Trends SurveyU.S. adultsCardiovascular diseaseNational Trends SurveyRisk factors of hypertensionDigital health interventionsCardiovascular health goalsHealth-related goalsRisk of CVDFactors of hypertensionU.S. adult populationCardiovascular risk managementHigher educational attainmentLow-income individualsSmart devicesTrends SurveyImprove careHealth interventionsNational estimatesRisk factorsSurvey participantsDetection of left ventricular systolic dysfunction from single-lead electrocardiography adapted for portable and wearable devices
Khunte A, Sangha V, Oikonomou E, Dhingra L, Aminorroaya A, Mortazavi B, Coppi A, Brandt C, Krumholz H, Khera R. Detection of left ventricular systolic dysfunction from single-lead electrocardiography adapted for portable and wearable devices. Npj Digital Medicine 2023, 6: 124. PMID: 37433874, PMCID: PMC10336107, DOI: 10.1038/s41746-023-00869-w.Peer-Reviewed Original ResearchArtificial intelligenceRandom Gaussian noiseNoisy electrocardiogramGaussian noiseElectrocardiogram (ECGWearable devicesSingle-lead electrocardiogramPortable devicesSNRWearableNoiseDevice noiseRepositoryAI-based screeningIntelligenceDetectionDevicesNoise sourcesVentricular systolic dysfunctionModelElectrocardiogramSingle-lead electrocardiographyTrainingUse of Wearable Devices in Individuals With or at Risk for Cardiovascular Disease in the US, 2019 to 2020
Dhingra L, Aminorroaya A, Oikonomou E, Nargesi A, Wilson F, Krumholz H, Khera R. Use of Wearable Devices in Individuals With or at Risk for Cardiovascular Disease in the US, 2019 to 2020. JAMA Network Open 2023, 6: e2316634. PMID: 37285157, PMCID: PMC10248745, DOI: 10.1001/jamanetworkopen.2023.16634.Peer-Reviewed Original ResearchConceptsHealth Information National Trends SurveyUS adultsExacerbate disparitiesWearable device usersCardiovascular diseaseCardiovascular healthPopulation-based cross-sectional studySelf-reported cardiovascular diseaseCardiovascular disease risk factorsNational Trends SurveyOverall US adult populationCardiovascular risk factor profileSelf-reported accessAssociated with lower useUse of wearable devicesImprove cardiovascular healthLower household incomeLower educational attainmentUS adult populationRisk factor profileNationally representative sampleCross-sectional studyProportion of adultsTrends SurveyWearable device dataPersistence on Novel Cardioprotective Antihyperglycemic Therapies in the United States
Nargesi A, Clark C, Aminorroaya A, Chen L, Liu M, Reddy A, Amodeo S, Oikonomou E, Suchard M, McGuire D, Lin Z, Inzucchi S, Khera R. Persistence on Novel Cardioprotective Antihyperglycemic Therapies in the United States. The American Journal Of Cardiology 2023, 196: 89-98. PMID: 37012183, PMCID: PMC11007258, DOI: 10.1016/j.amjcard.2023.03.002.Peer-Reviewed Original ResearchConceptsSGLT-2iGLP-1RAsGlucagon-like peptide-1 receptor agonistsUnited States administrative claims databasesSodium-glucose cotransporter 2 inhibitorsCommercial insurancePeptide-1 receptor agonistsType 2 diabetes mellitusSodium-glucose cotransporter-2 inhibitorsConsistent medication useHealth outcome benefitsCotransporter 2 inhibitorsElevated cardiovascular riskInitiation of therapyAdministrative claims databaseProportion of daysCotransporter-2 inhibitorsRate of prescriptionAntihyperglycemic therapyCardiovascular riskDiabetes mellitusMedication useCardioprotective effectsPrescription practicesClaims database