Deep learning-based epicardial adipose tissue measurement, maximizing prognostic information from attenuation correction imaging
Shanbhag A, Miller R, Killekar A, Lemley M, Bednarski B, Van Kriekinge S, Kavanagh P, Feher A, Miller E, Bateman T, Liang J, Builoff V, Berman D, Dey D, Slomka P. Deep learning-based epicardial adipose tissue measurement, maximizing prognostic information from attenuation correction imaging. Progress In Biomedical Optics And Imaging 2024, 12930: 129300b-129300b-6. DOI: 10.1117/12.3007914.Peer-Reviewed Original ResearchEpicardial adipose tissueUngated CTMyocardial infarctionEAT volumeRisk stratificationComputed tomographyEAT volume measurementEpicardial adipose tissue measurementsEpicardial adipose tissue volumeAssociated with risk of cardiovascular eventsRisk of cardiovascular eventsMedian follow-upIncreased risk of deathGated computed tomographyImprove risk stratificationAdipose tissue measurementsAssociated with riskRisk of deathAttenuation correction imagesGated CTChest CTNo significant differencePrognostic informationCardiovascular eventsFollow-upAutomated vessel-specific coronary artery calcification quantification with deep learning in a large multi-centre registry
Williams M, Shanbhag A, Zhou J, Michalowska A, Lemley M, Miller R, Killekar A, Waechter P, Gransar H, Van Kriekinge S, Builoff V, Feher A, Miller E, Bateman T, Dey D, Berman D, Slomka P. Automated vessel-specific coronary artery calcification quantification with deep learning in a large multi-centre registry. European Heart Journal - Cardiovascular Imaging 2024, 25: 976-985. PMID: 38376471, PMCID: PMC11210989, DOI: 10.1093/ehjci/jeae045.Peer-Reviewed Original ResearchCoronary artery calcificationRight coronary arteryAttenuation correction CTGated CTAgatston unitsLeft circumflexHazard ratioCoronary artery calcification quantificationMulti-center registryAdverse cardiovascular eventsYear follow-upConfidence intervalsLinear weighted Cohen's kappaPrognostic implicationsMulticenter registryPrognostic assessmentCardiovascular eventsArtery calcificationCoronary arteryAttenuation correctionCohen's kappaLM/LADRegistry