2020
Incidence, predictors, and prognostic impact of recurrent acute myocardial infarction in China
Song J, Murugiah K, Hu S, Gao Y, Li X, Krumholz HM, Zheng X, . Incidence, predictors, and prognostic impact of recurrent acute myocardial infarction in China. Heart 2020, 107: 313-318. PMID: 32938773, PMCID: PMC7873426, DOI: 10.1136/heartjnl-2020-317165.Peer-Reviewed Original ResearchRecurrent acute myocardial infarctionAcute myocardial infarctionPrognostic impactMyocardial infarctionAMI eventsHospital percutaneous coronary interventionInitial acute myocardial infarctionTime-dependent Cox regressionGuideline-based medicationsKaplan-Meier methodologyPercutaneous coronary interventionLog-rank testRenal dysfunctionCardiac eventsCoronary interventionDischarge medicationsInitial admissionChina PatientCox regressionMean ageAge 75AMI ratesHeart rateMortality rateMultivariable modelling
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 cohort