Featured Publications
A novel machine learning-derived radiotranscriptomic signature of perivascular fat improves cardiac risk prediction using coronary CT angiography
Oikonomou EK, Williams MC, Kotanidis CP, Desai MY, Marwan M, Antonopoulos AS, Thomas KE, Thomas S, Akoumianakis I, Fan LM, Kesavan S, Herdman L, Alashi A, Centeno EH, Lyasheva M, Griffin BP, Flamm SD, Shirodaria C, Sabharwal N, Kelion A, Dweck MR, Van Beek EJR, Deanfield J, Hopewell JC, Neubauer S, Channon KM, Achenbach S, Newby DE, Antoniades C. A novel machine learning-derived radiotranscriptomic signature of perivascular fat improves cardiac risk prediction using coronary CT angiography. European Heart Journal 2019, 40: 3529-3543. PMID: 31504423, PMCID: PMC6855141, DOI: 10.1093/eurheartj/ehz592.Peer-Reviewed Original ResearchConceptsPerivascular adipose tissueFat attenuation indexCoronary CT angiographyCardiac risk predictionCoronary perivascular adipose tissueMajor adverse cardiac eventsCT angiographyRisk predictionHigh-risk plaque featuresPerivascular fat attenuation indexRadiomic featuresAdverse cardiac eventsConsecutive eligible participantsSCOT-HEART trialTraditional risk stratificationCoronary artery diseaseCoronary calcium scoreStandard coronary CT angiographyAcute myocardial infarctionCoronary inflammationCardiac eventsArtery diseaseCalcium scoreCardiac surgeryMACE prediction
2021
Assessing Cardiovascular Risk by Using the Fat Attenuation Index in Coronary CT Angiography
Klüner LV, Oikonomou EK, Antoniades C. Assessing Cardiovascular Risk by Using the Fat Attenuation Index in Coronary CT Angiography. Radiology Cardiothoracic Imaging 2021, 3: e200563. PMID: 33778665, PMCID: PMC7977699, DOI: 10.1148/ryct.2021200563.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsPerivascular adipose tissueFat attenuation indexCoronary CT angiographyCoronary inflammationPrognostic valueHigh-risk plaque featuresCoronary Artery Disease ReportingAnti-inflammatory interventionsTraditional risk factorsFirst-line diagnostic testSignificant prognostic valueChest painDisease activityCoronary atherosclerosisSecondary preventionPlaque featuresCCTA analysisCoronary arteryCoronary calciumRisk factorsObservational studyRisk discriminationCT angiographyAdipose tissueInflammation