2022
Unsupervised machine learning improves risk stratification of patients with visual normal SPECT myocardial perfusion imaging assessments
Bednarski B, Williams M, Pieszko K, Miller R, Huang C, Kwiecinski J, Sharir T, Di Carli M, Fish M, Ruddy T, Hasuer T, Miller E, Acampa W, Berman D, Slomka P. Unsupervised machine learning improves risk stratification of patients with visual normal SPECT myocardial perfusion imaging assessments. European Heart Journal 2022, 43: ehac544.300. DOI: 10.1093/eurheartj/ehac544.300.Peer-Reviewed Original ResearchMajor adverse cardiac eventsPeak systolic blood pressureSystolic blood pressureHigh-risk clustersRisk stratificationMyocardial perfusion imagingNormal perfusionHazard ratioBlood pressureCox proportional hazards analysisHigher left ventricular massHigher body mass indexTomography myocardial perfusion imagingNormal clinical assessmentRisk-stratified subgroupsAdverse cardiac eventsPrevalence of diabetesProportional hazards analysisBetter risk stratificationCoronary artery diseaseImproved risk stratificationManagement of patientsKaplan-Meier curvesBody mass indexLeft ventricular mass
2017
A joint procedural position statement on imaging in cardiac sarcoidosis: from the Cardiovascular and Inflammation & Infection Committees of the European Association of Nuclear Medicine, the European Association of Cardiovascular Imaging, and the American Society of Nuclear Cardiology
Slart R, Glaudemans A, Lancellotti P, Hyafil F, Blankstein R, Schwartz R, Jaber W, Russell R, Gimelli A, Rouzet F, Hacker M, Gheysens O, Plein S, Miller E, Dorbala S, Donal E, Sciagra R, Bucerius J, Verberne H, Lindner O, Übleis C, Agostini D, Signore A, Edvardsen T, Neglia D, Beanlands R, Di Carli M, Chareonthaitawee P, Dilsizian V, Soman P, Habib G, Delgado V, Cardim N, Cosyns B, Flachskampf F, Gerber B, Haugaa K, Lombardi M, Masci P. A joint procedural position statement on imaging in cardiac sarcoidosis: from the Cardiovascular and Inflammation & Infection Committees of the European Association of Nuclear Medicine, the European Association of Cardiovascular Imaging, and the American Society of Nuclear Cardiology. European Heart Journal - Cardiovascular Imaging 2017, 18: 1073-1089. PMID: 28984894, DOI: 10.1093/ehjci/jex146.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsMeSH KeywordsCardiac Imaging TechniquesCardiologyCardiomyopathiesEuropeFemaleHumansMagnetic Resonance ImagingMaleMultimodal ImagingMyocardial Perfusion ImagingNuclear MedicinePositron Emission Tomography Computed TomographyPractice Guidelines as TopicRadionuclide ImagingSarcoidosisSocieties, MedicalUnited StatesConceptsCardiac sarcoidosisEuropean AssociationManagement of patientsCardiovascular magnetic resonanceMyocardial perfusion imagingPositron emission tomographyJoint position paperInfection committeeMulti-center dataClinical trialsSarcoidosisPerfusion imagingEmission tomographyCardiovascular imagingPosition statementAmerican SocietyNuclear cardiologyPosition paperNuclear medicineMagnetic resonanceAssociationCorrect useImagingEchocardiographyInflammation