{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,2]],"date-time":"2026-10-02T09:54:47Z","timestamp":1790934887969,"version":"4.1.0"},"reference-count":30,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T00:00:00Z","timestamp":1790812800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T00:00:00Z","timestamp":1790812800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,8,20]],"date-time":"2026-08-20T00:00:00Z","timestamp":1787184000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"content-domain":{"domain":["academicradiology.org","clinicalkey.com","clinicalkey.com.au","clinicalkey.es","clinicalkey.fr","clinicalkey.jp","elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Academic Radiology"],"published-print":{"date-parts":[[2026,10]]},"DOI":"10.1016\/j.acra.2026.08.071","type":"journal-article","created":{"date-parts":[[2026,10,2]],"date-time":"2026-10-02T09:06:55Z","timestamp":1790932015000},"update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"title":["CT Radiomics of Epicardial Adipose Tissue for Predicting Atrial Fibrillation: A Systematic Review"],"prefix":"10.1016","author":[{"ORCID":"https:\/\/orcid.org\/0009-0003-3160-9783","authenticated-orcid":false,"given":"Yevgeniy","family":"Gladkiy","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Amin","family":"Hasheminia","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Adham","family":"Elsherbini","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mutaz","family":"Kassas","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Daniel","family":"Boyes","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Daniel","family":"Faddoul","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Robert","family":"Gilkeson","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mohammad","family":"El Diasty","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.acra.2026.08.071_bib1","series-title":"Harrison's Principles of Internal Medicine, 21e.","author":"Loscalzo","year":"2022"},{"key":"10.1016\/j.acra.2026.08.071_bib2","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1161\/CIRCRESAHA.120.316340","article-title":"Epidemiology of atrial fibrillation in the 21st century","volume":"127","author":"Kornej","year":"2020","journal-title":"Circ Res"},{"key":"10.1016\/j.acra.2026.08.071_bib3","doi-asserted-by":"crossref","first-page":"840","DOI":"10.1001\/jama.1994.03510350050036","article-title":"Independent risk factors for atrial fibrillation in a population-based cohort. The Framingham Heart Study","volume":"271","author":"Benjamin","year":"1994","journal-title":"Jama"},{"key":"10.1016\/j.acra.2026.08.071_bib4","doi-asserted-by":"crossref","first-page":"e1","DOI":"10.1161\/CIR.0000000000001193","article-title":"2023 ACC\/AHA\/ACCP\/HRS Guideline for the diagnosis and management of atrial fibrillation: a report of the American College of Cardiology\/American Heart Association Joint Committee on Clinical Practice Guidelines","volume":"149","author":"Joglar","year":"2024","journal-title":"Circulation"},{"key":"10.1016\/j.acra.2026.08.071_bib5","doi-asserted-by":"crossref","first-page":"e125","DOI":"10.1161\/CIR.0000000000000665","volume":"140","author":"January","year":"2019","journal-title":"Circulation"},{"key":"10.1016\/j.acra.2026.08.071_bib6","doi-asserted-by":"crossref","first-page":"2071","DOI":"10.1161\/CIR.0000000000000040","article-title":"2014 AHA\/ACC\/HRS guideline for the management of patients with atrial fibrillation: executive summary: a report of the American College of Cardiology\/American Heart Association Task Force on practice guidelines and the Heart Rhythm Society","volume":"130","author":"January","year":"2014","journal-title":"Circulation"},{"key":"10.1016\/j.acra.2026.08.071_bib7","first-page":"132","article-title":"Is pulmonary vein isolation still the cornerstone in atrial fibrillation ablation?","volume":"7","author":"Bunch","year":"2015","journal-title":"J Thorac Dis"},{"key":"10.1016\/j.acra.2026.08.071_bib8","doi-asserted-by":"crossref","DOI":"10.3389\/fcvm.2022.932262","article-title":"Epicardial adipose tissue and cardiac arrhythmias: focus on atrial fibrillation","volume":"9","author":"Conte","year":"2022","journal-title":"Front Cardiovasc Med"},{"key":"10.1016\/j.acra.2026.08.071_bib9","first-page":"1051","article-title":"Role of epicardial adipose tissue in health and disease: a matter of fat?","author":"Gaborit","year":"2017","journal-title":"Compr Physiol"},{"key":"10.1016\/j.acra.2026.08.071_bib10","doi-asserted-by":"crossref","DOI":"10.1161\/CIRCEP.120.009135","article-title":"Posterior left atrial adipose tissue attenuation assessed by computed tomography and recurrence of atrial fibrillation after catheter ablation","volume":"14","author":"El Mahdiui","year":"2021","journal-title":"Circ Arrhythm Electrophysiol"},{"key":"10.1016\/j.acra.2026.08.071_bib11","first-page":"132","article-title":"Is epicardial fat tissue associated with atrial fibrillation recurrence after ablation? A systematic review and meta-analysis","volume":"22","author":"Sepehri Shamloo","year":"2019","journal-title":"Int J Cardiol Heart Vasc"},{"key":"10.1016\/j.acra.2026.08.071_bib12","first-page":"122","article-title":"Beyond imaging: the promise of radiomics","volume":"38","author":"Avanzo","year":"2017","journal-title":"Phys Med Eur J Med Phys"},{"key":"10.1016\/j.acra.2026.08.071_bib13","doi-asserted-by":"crossref","first-page":"485","DOI":"10.5152\/dir.2019.19321","article-title":"Radiomics with artificial intelligence: a practical guide for beginners","volume":"25","author":"Ko\u00e7ak","year":"2019","journal-title":"Diagn Interv Radiol"},{"key":"10.1016\/j.acra.2026.08.071_bib14","doi-asserted-by":"crossref","first-page":"565","DOI":"10.1080\/17434440.2020.1777855","article-title":"Artificial intelligence: improving the efficiency of cardiovascular imaging","volume":"17","author":"Lin","year":"2020","journal-title":"Expert Rev Med Devices"},{"key":"10.1016\/j.acra.2026.08.071_bib15","doi-asserted-by":"crossref","first-page":"1140","DOI":"10.1007\/s00330-020-07176-y","article-title":"A radiomic nomogram for prediction of major adverse cardiac events in ST-segment elevation myocardial infarction","volume":"31","author":"Ma","year":"2021","journal-title":"Eur Radiol"},{"key":"10.1016\/j.acra.2026.08.071_bib16","first-page":"153","article-title":"Radiomics-Informed deep learning for classification of atrial fibrillation sub-types from left-atrium CT volumes","volume":"14226","author":"Dai","year":"2023"},{"key":"10.1016\/j.acra.2026.08.071_bib17","doi-asserted-by":"crossref","first-page":"327","DOI":"10.31083\/j.rcm2411327","article-title":"Radiomics signature of epicardial adipose tissue for predicting postoperative atrial fibrillation after off-pump coronary artery bypass surgery","volume":"24","author":"Deng","year":"2023","journal-title":"Rev Cardiovasc Med"},{"key":"10.1016\/j.acra.2026.08.071_bib18","doi-asserted-by":"crossref","first-page":"682","DOI":"10.1002\/joa3.12760","article-title":"Radiomic phenotype of epicardial adipose tissue in the prognosis of atrial fibrillation recurrence after catheter ablation in patients with lone atrial fibrillation","volume":"38","author":"Ilyushenkova","year":"2022","journal-title":"J Arrhythm"},{"key":"10.1016\/j.acra.2026.08.071_bib19","doi-asserted-by":"crossref","first-page":"48","DOI":"10.17691\/stm2023.15.2.05","article-title":"Radiomic phenotype of periatrial adipose tissue in the prognosis of late postablation recurrence of idiopathic atrial fibrillation","volume":"15","author":"Ilyushenkova","year":"2023","journal-title":"Sovrem Tekhnologii Med"},{"key":"10.1016\/j.acra.2026.08.071_bib20","article-title":"Radiomics signature of epicardial adipose tissue for predicting postoperative atrial fibrillation after pulmonary endarterectomy","volume":"9","author":"Liu","year":"2022","journal-title":"Front Cardiovasc Med"},{"key":"10.1016\/j.acra.2026.08.071_bib21","doi-asserted-by":"crossref","first-page":"1248","DOI":"10.1093\/ehjci\/jeac092","article-title":"Decoding the radiomic and proteomic phenotype of epicardial adipose tissue associated with adverse left atrial remodelling and post-operative atrial fibrillation in aortic stenosis","volume":"23","author":"Mancio","year":"2022","journal-title":"Eur Heart J - Cardiovasc Imaging"},{"key":"10.1016\/j.acra.2026.08.071_bib22","article-title":"Development and validation of a machine learning-based radiomics model on cardiac computed tomography of epicardial adipose tissue in predicting characteristics and recurrence of atrial fibrillation","volume":"9","author":"Yang","year":"2022","journal-title":"Front Cardiovasc Med"},{"key":"10.1016\/j.acra.2026.08.071_bib23","doi-asserted-by":"crossref","DOI":"10.1259\/bjr.20211274","article-title":"Machine-learning-based radiomics identifies atrial fibrillation on the epicardial fat in contrast-enhanced and non-enhanced chest CT","volume":"95","author":"Zhang","year":"2022","journal-title":"Br J Radiol"},{"key":"10.1016\/j.acra.2026.08.071_bib24","doi-asserted-by":"crossref","DOI":"10.1136\/openhrt-2025-003364","article-title":"Radiomic features of peri-left atrial epicardial adipose tissue and atrial fibrillation recurrence after ablation","volume":"12","author":"Hu","year":"2025","journal-title":"Open Heart"},{"key":"10.1016\/j.acra.2026.08.071_bib25","article-title":"Deep learning radiomics model of epicardial adipose tissue for predicting postoperative atrial fibrillation after lung lobectomy in lung cancer patients","volume":"15","author":"Liu","year":"2025","journal-title":"Front Oncol"},{"key":"10.1016\/j.acra.2026.08.071_bib26","doi-asserted-by":"crossref","first-page":"328","DOI":"10.1148\/radiol.2020191145","article-title":"The image biomarker standardization initiative: standardized quantitative radiomics for high-throughput image-based phenotyping","volume":"295","author":"Zwanenburg","year":"2020","journal-title":"Radiology"},{"key":"10.1016\/j.acra.2026.08.071_bib27","doi-asserted-by":"crossref","DOI":"10.1161\/CIRCIMAGING.120.011747","article-title":"Radiomics: the next frontier of cardiac computed tomography","volume":"14","author":"Xu","year":"2021","journal-title":"Circ Cardiovasc Imaging"},{"key":"10.1016\/j.acra.2026.08.071_bib28","doi-asserted-by":"crossref","DOI":"10.3389\/fcvm.2022.949259","article-title":"A novel predictive model for new-onset atrial fibrillation in patients after isolated cardiac valve surgery","volume":"9","author":"Yang","year":"2022","journal-title":"Front Cardiovasc Med"},{"key":"10.1016\/j.acra.2026.08.071_bib29","doi-asserted-by":"crossref","DOI":"10.2174\/1573403X18666220901102557","article-title":"CHARGE-AF: a useful score for atrial fibrillation prediction?","volume":"19","author":"Goudis","year":"2023","journal-title":"Curr Cardiol Rev"},{"key":"10.1016\/j.acra.2026.08.071_bib30","doi-asserted-by":"crossref","first-page":"725","DOI":"10.1016\/j.jacc.2009.11.040","article-title":"Progression from paroxysmal to persistent atrial fibrillation: clinical correlates and prognosis","volume":"55","author":"de Vos","year":"2010","journal-title":"J Am Coll Cardiol"}],"container-title":["Academic Radiology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1076633226006860?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1076633226006860?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,10,2]],"date-time":"2026-10-02T09:06:59Z","timestamp":1790932019000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1076633226006860"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,10]]},"references-count":30,"alternative-id":["S1076633226006860"],"URL":"https:\/\/doi.org\/10.1016\/j.acra.2026.08.071","relation":{},"ISSN":["1076-6332"],"issn-type":[{"value":"1076-6332","type":"print"}],"subject":[],"published":{"date-parts":[[2026,10]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"CT Radiomics of Epicardial Adipose Tissue for Predicting Atrial Fibrillation: A Systematic Review","name":"articletitle","label":"Article Title"},{"value":"Academic Radiology","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.acra.2026.08.071","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 The Association of Academic Radiology. Published by Elsevier Inc.","name":"copyright","label":"Copyright"}]}}