2022
Data-Driven Individualized Surgical Decision-making
Mori M, Spertus JA, Krumholz HM. Data-Driven Individualized Surgical Decision-making. JAMA Surgery 2022, 157: 93-94. PMID: 34817547, DOI: 10.1001/jamasurg.2021.5614.Peer-Reviewed Original ResearchClinical Decision-MakingHumansRandomized Controlled Trials as TopicSurgical Procedures, OperativeUnited States
2021
Performance Metrics for the Comparative Analysis of Clinical Risk Prediction Models Employing Machine Learning
Huang C, Li SX, Caraballo C, Masoudi FA, Rumsfeld JS, Spertus JA, Normand ST, Mortazavi BJ, Krumholz HM. Performance Metrics for the Comparative Analysis of Clinical Risk Prediction Models Employing Machine Learning. Circulation Cardiovascular Quality And Outcomes 2021, 14: e007526. PMID: 34601947, DOI: 10.1161/circoutcomes.120.007526.Peer-Reviewed Original ResearchBenchmarkingClinical Decision-MakingHumansMachine LearningPercutaneous Coronary InterventionRisk AssessmentEffectiveness of an impedance cardiography guided treatment strategy to improve blood pressure control in a real-world setting: results from a pragmatic clinical trial
Wang L, Lu Y, Wang H, Gu J, J Z, Lian Z, Zhang Z, Krumholz H, Sun N. Effectiveness of an impedance cardiography guided treatment strategy to improve blood pressure control in a real-world setting: results from a pragmatic clinical trial. Open Heart 2021, 8: e001719. PMID: 34580169, PMCID: PMC8477318, DOI: 10.1136/openhrt-2021-001719.Peer-Reviewed Original ResearchMeSH KeywordsAdolescentAdultAgedAged, 80 and overAntihypertensive AgentsBlood PressureCardiography, ImpedanceChinaClinical Decision-MakingFemaleFollow-Up StudiesHumansHypertensionIncidenceMaleMiddle AgedPractice Guidelines as TopicRetrospective StudiesTherapy, Computer-AssistedTime FactorsTreatment OutcomeYoung AdultConceptsBody mass indexPeking University People's HospitalStandard care groupBlood pressure controlSystolic BPHaemodynamic groupsTreatment strategiesImpedance cardiographyBaseline BPBP goalHypertension clinicHaemodynamic profileBP levelsCare groupPeople's HospitalMean baseline systolic BPPressure controlReal-world clinical practiceBaseline systolic BPMean systolic BPDiastolic BP levelsProportion of patientsPragmatic clinical trialsReal-world populationBaseline DBP
2018
Enhancing the prediction of acute kidney injury risk after percutaneous coronary intervention using machine learning techniques: A retrospective cohort study
Huang C, Murugiah K, Mahajan S, Li SX, Dhruva SS, Haimovich JS, Wang Y, Schulz WL, Testani JM, Wilson FP, Mena CI, Masoudi FA, Rumsfeld JS, Spertus JA, Mortazavi BJ, Krumholz HM. Enhancing the prediction of acute kidney injury risk after percutaneous coronary intervention using machine learning techniques: A retrospective cohort study. PLOS Medicine 2018, 15: e1002703. PMID: 30481186, PMCID: PMC6258473, DOI: 10.1371/journal.pmed.1002703.Peer-Reviewed Original ResearchMeSH KeywordsAcute Kidney InjuryAgedClinical Decision-MakingData MiningDecision Support TechniquesFemaleHumansMachine LearningMaleMiddle AgedPercutaneous Coronary InterventionProtective FactorsRegistriesReproducibility of ResultsRetrospective StudiesRisk AssessmentRisk FactorsTime FactorsTreatment OutcomeConceptsPercutaneous coronary interventionNational Cardiovascular Data RegistryRisk prediction modelAKI eventsAKI riskCoronary interventionAKI modelMean ageCardiology-National Cardiovascular Data RegistryAcute kidney injury riskAKI risk predictionRetrospective cohort studyIdentification of patientsCandidate variablesAvailable candidate variablesCohort studyPCI proceduresPoint of careBrier scoreAmerican CollegeData registryPatientsCalibration slopeInjury riskSame cohortImplications of coronary artery calcium testing on risk stratification for lipid-lowering therapy according to the 2016 European Society of Cardiology recommendations: The MESA study
Bittencourt MS, Blankstein R, Blaha MJ, Sandfort V, Agatston AS, Budoff MJ, Blumenthal RS, Krumholz HM, Nasir K. Implications of coronary artery calcium testing on risk stratification for lipid-lowering therapy according to the 2016 European Society of Cardiology recommendations: The MESA study. European Journal Of Preventive Cardiology 2018, 25: 1887-1898. PMID: 30043629, DOI: 10.1177/2047487318788930.Peer-Reviewed Original ResearchMeSH KeywordsAgedAged, 80 and overBiomarkersClinical Decision-MakingCoronary AngiographyCoronary Artery DiseaseDyslipidemiasFemaleHumansHypolipidemic AgentsIncidenceLipidsMaleMiddle AgedPractice Guidelines as TopicPredictive Value of TestsPrognosisProspective StudiesRisk AssessmentRisk FactorsUnited StatesVascular CalcificationConceptsLipid-lowering treatmentCoronary artery calciumLipid-lowering therapyArtery calciumHigher cardiovascular mortalityCardiovascular mortalityUncontrolled groupCoronary Artery Calcium TestingCoronary heart disease eventsEuropean SocietyHeart disease eventsCardiovascular mortality ratesCardiovascular risk assessmentLow-risk groupCardiology recommendationsCardiology guidelinesCardiovascular riskESC recommendationsRisk stratificationMESA participantsCalcium testingRisk groupsGroup 31Lower incidenceMESA studyBlood pressure guidelines as starting point in clinical decisions
Krumholz HM. Blood pressure guidelines as starting point in clinical decisions. The BMJ 2018, 360: j5862. PMID: 29295826, DOI: 10.1136/bmj.j5862.Peer-Reviewed Original Research
2017
Implications of Coronary Artery Calcium Testing for Treatment Decisions Among Statin Candidates According to the ACC/AHA Cholesterol Management Guidelines A Cost-Effectiveness Analysis
Hong JC, Blankstein R, Shaw LJ, Padula WV, Arrieta A, Fialkow JA, Blumenthal RS, Blaha MJ, Krumholz HM, Nasir K. Implications of Coronary Artery Calcium Testing for Treatment Decisions Among Statin Candidates According to the ACC/AHA Cholesterol Management Guidelines A Cost-Effectiveness Analysis. JACC Cardiovascular Imaging 2017, 10: 938-952. PMID: 28797417, DOI: 10.1016/j.jcmg.2017.04.014.Peer-Reviewed Original ResearchMeSH KeywordsAgedAged, 80 and overAmerican Heart AssociationBayes TheoremClinical Decision-MakingComputer SimulationCoronary AngiographyCoronary Artery DiseaseCoronary VesselsCost-Benefit AnalysisDecision Support TechniquesDrug CostsFemaleGuideline AdherenceHumansHydroxymethylglutaryl-CoA Reductase InhibitorsMaleMiddle AgedModels, EconomicMonte Carlo MethodMultivariate AnalysisPractice Guidelines as TopicPredictive Value of TestsQuality of LifeQuality-Adjusted Life YearsTime FactorsTreatment OutcomeUnited StatesVascular CalcificationConceptsCoronary artery calciumQuality-adjusted life yearsStatin therapyArtery calciumLong-term statin therapyAtherosclerotic cardiovascular disease eventsCholesterol management guidelinesIncremental cost-effectiveness ratioCardiovascular disease eventsAtherosclerotic cardiovascular diseaseCost-effectiveness ratioCost-effectiveness analysisStatin candidatesCholesterol managementCardiovascular diseaseTreatment decisionsAmerican CollegeDisease eventsLifetime horizonLife yearsAmerican HeartSocietal perspectiveManagement guidelinesStatinsPatients
2016
Troponin Testing for Clinicians
Brush JE, Kaul S, Krumholz HM. Troponin Testing for Clinicians. Journal Of The American College Of Cardiology 2016, 68: 2365-2375. PMID: 27884254, DOI: 10.1016/j.jacc.2016.08.066.Peer-Reviewed Original ResearchMeSH KeywordsAcute Coronary SyndromeBiomarkersClinical Decision-MakingHumansMyocardial InfarctionReproducibility of ResultsTroponinChina PEACE risk estimation tool for in-hospital death from acute myocardial infarction: an early risk classification tree for decisions about fibrinolytic therapy
Li X, Li J, Masoudi FA, Spertus JA, Lin Z, Krumholz HM, Jiang L. China PEACE risk estimation tool for in-hospital death from acute myocardial infarction: an early risk classification tree for decisions about fibrinolytic therapy. BMJ Open 2016, 6: e013355. PMID: 27798032, PMCID: PMC5093680, DOI: 10.1136/bmjopen-2016-013355.Peer-Reviewed Original ResearchConceptsST-segment elevation myocardial infarctionAcute myocardial infarctionFibrinolytic therapyLow-risk groupMyocardial infarctionHospital deathHospital mortalitySegment elevation myocardial infarctionCardiac Events (PEACE) studyHospital death riskComposite of deathElevation myocardial infarctionSystolic blood pressureTime of presentationRelative risk reductionCross-sectional studyBaseline mortality riskAcute reperfusionMajor bleedingReperfusion therapyBlood pressureDerivation cohortStudy cohortChina PatientValidation cohort