2023
Time and event-specific deep learning for personalized risk assessment after cardiac perfusion imaging
Pieszko K, Shanbhag A, Singh A, Hauser M, Miller R, Liang J, Motwani M, Kwieciński J, Sharir T, Einstein A, Fish M, Ruddy T, Kaufmann P, Sinusas A, Miller E, Bateman T, Dorbala S, Di Carli M, Berman D, Dey D, Slomka P. Time and event-specific deep learning for personalized risk assessment after cardiac perfusion imaging. Npj Digital Medicine 2023, 6: 78. PMID: 37127660, PMCID: PMC10151323, DOI: 10.1038/s41746-023-00806-x.Peer-Reviewed Original ResearchAcute coronary syndromeMajor adverse cardiovascular eventsMyocardial perfusion imagingCause deathAdverse cardiovascular eventsModifiable risk factorsPrediction of deathPersonalized risk assessmentCardiovascular eventsCoronary syndromeClinical featuresPrognostic valueRisk factorsExternal cohortStandard clinical interpretationPerfusion imagingAbnormality measuresCardiac perfusionTime pointsPatients' explanationsClinical interpretationExternal validationDeathPatientsRisk assessment
2019
Molecular Imaging Targets in Heart Failure and Left Ventricular Remodeling
Boutagy N, Feher A, Sikanderkhel S, Sinusas A. Molecular Imaging Targets in Heart Failure and Left Ventricular Remodeling. 2019, 405-435. DOI: 10.1002/9781118754467.ch13.ChaptersHeart failureManagement of HFMultimodality cardiovascular imagingMolecular imaging targetsMagnetic resonance imagingPositron emission tomographySingle photon emissionExtracellular matrix depositionCardiac injuryVentricle remodelingVentricular remodelingStandard clinical toolResonance imagingEmission tomographyClinical toolCompensatory mechanismsCardiac perfusionCardiovascular imagingNuclear imaging modalitiesImaging modalitiesImaging targetsPhoton emissionMatrix depositionNoninvasive measurementMolecular imaging