{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,2]],"date-time":"2026-10-02T20:36:14Z","timestamp":1790973374537,"version":"4.1.0"},"reference-count":69,"publisher":"Ovid Technologies (Wolters Kluwer Health)","issue":"3","content-domain":{"domain":["www.ahajournals.org"],"crossmark-restriction":true},"short-container-title":["Circ: Cardiovascular Imaging"],"published-print":{"date-parts":[[2021,3]]},"abstract":"<jats:p>Radiomics uses advanced image analysis to extract massive amounts of quantitative information from digital images, which is not otherwise distinguishable to the human eye. The mined data can be used to explore and establish new and undiscovered correlations between these imaging features and clinical end points. Cardiac computed tomography (CT) is a first-line imaging modality for evaluating coronary artery disease and has a primary role in the assessment of cardiac structures. Conventional interpretation of cardiac CT images relies mostly on subjective and qualitative analysis, as well as basic geometric quantification. To date, some proof-of-concept studies have demonstrated the feasibility and diagnostic performance of cardiac CT radiomics analysis. This review describes the current literature on radiomics in cardiac CT and discusses its advantages, challenges, and future directions. Although much evidences are needed in this field, cardiac CT radiomics has a lot to offer to patients and physicians with potential to define cardiac disease phenotypes on imaging with higher precision.<\/jats:p>","DOI":"10.1161\/circimaging.120.011747","type":"journal-article","created":{"date-parts":[[2021,3,16]],"date-time":"2021-03-16T05:24:04Z","timestamp":1615872244000},"update-policy":"https:\/\/doi.org\/10.1161\/crossmarkpolicy","source":"Crossref","is-referenced-by-count":65,"title":["Radiomics"],"prefix":"10.1161","volume":"14","author":[{"given":"Pengpeng","family":"Xu","sequence":"first","affiliation":[{"name":"Department of Diagnostic Radiology, Jinling Hospital, Medical School of Nanjing University, Jiangsu, China (P.X., F.Z., C.Z., L.Z.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yi","family":"Xue","sequence":"additional","affiliation":[{"name":"Department of Diagnostic Radiology, Jinling Hospital, the First School of Clinical Medicine, Southern Medical University, Nanjing, Jiangsu Province, China (Y.X., Y.Y., L.Z.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"U. Joseph","family":"Schoepf","sequence":"additional","affiliation":[{"name":"Division of Cardiovascular Imaging, Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC (U.J.S., A.V.-S., J.G., B.Y.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Akos","family":"Varga-Szemes","sequence":"additional","affiliation":[{"name":"Division of Cardiovascular Imaging, Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC (U.J.S., A.V.-S., J.G., B.Y.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Joseph","family":"Griffith","sequence":"additional","affiliation":[{"name":"Division of Cardiovascular Imaging, Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC (U.J.S., A.V.-S., J.G., B.Y.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9294-7100","authenticated-orcid":true,"given":"Basel","family":"Yacoub","sequence":"additional","affiliation":[{"name":"Division of Cardiovascular Imaging, Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC (U.J.S., A.V.-S., J.G., B.Y.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fan","family":"Zhou","sequence":"additional","affiliation":[{"name":"Department of Diagnostic Radiology, Jinling Hospital, Medical School of Nanjing University, Jiangsu, China (P.X., F.Z., C.Z., L.Z.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Changsheng","family":"Zhou","sequence":"additional","affiliation":[{"name":"Department of Diagnostic Radiology, Jinling Hospital, Medical School of Nanjing University, Jiangsu, China (P.X., F.Z., C.Z., L.Z.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuting","family":"Yang","sequence":"additional","affiliation":[{"name":"Department of Diagnostic Radiology, Jinling Hospital, the First School of Clinical Medicine, Southern Medical University, Nanjing, Jiangsu Province, China (Y.X., Y.Y., L.Z.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2140-2685","authenticated-orcid":true,"given":"Wei","family":"Xing","sequence":"additional","affiliation":[{"name":"Department of Radiology, Third Affiliated Hospital of Soochow University and Changzhou First People\u2019s Hospital, Jiangsu, China (W.X.)."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6664-7224","authenticated-orcid":true,"given":"Longjiang","family":"Zhang","sequence":"additional","affiliation":[{"name":"Department of Diagnostic Radiology, Jinling Hospital, the First School of Clinical Medicine, Southern Medical University, Nanjing, Jiangsu Province, China (Y.X., Y.Y., L.Z.)."}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"276","reference":[{"key":"e_1_3_4_2_2","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(15)60291-4"},{"key":"e_1_3_4_3_2","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMoa1201161"},{"key":"e_1_3_4_4_2","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMoa1415516"},{"key":"e_1_3_4_5_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcct.2017.11.014"},{"key":"e_1_3_4_6_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcct.2019.04.007"},{"key":"e_1_3_4_7_2","doi-asserted-by":"publisher","DOI":"10.1093\/annonc\/mdx034"},{"key":"e_1_3_4_8_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejca.2011.11.036"},{"key":"e_1_3_4_9_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.mri.2012.06.010"},{"key":"e_1_3_4_10_2","doi-asserted-by":"publisher","DOI":"10.1093\/cvr\/cvaa021"},{"key":"e_1_3_4_11_2","doi-asserted-by":"publisher","DOI":"10.1093\/ehjci\/jez033"},{"key":"e_1_3_4_12_2","doi-asserted-by":"publisher","DOI":"10.1093\/eurheartj\/ehz592"},{"key":"e_1_3_4_13_2","doi-asserted-by":"publisher","DOI":"10.1080\/23808993.2016.1164013"},{"key":"e_1_3_4_14_2","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.2015151169"},{"key":"e_1_3_4_15_2","doi-asserted-by":"publisher","DOI":"10.2967\/jnumed.118.222893"},{"key":"e_1_3_4_16_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijrobp.2018.05.022"},{"key":"e_1_3_4_17_2","doi-asserted-by":"publisher","DOI":"10.1038\/nrclinonc.2017.141"},{"key":"e_1_3_4_18_2","doi-asserted-by":"publisher","DOI":"10.1093\/ehjci\/jeaa028"},{"key":"e_1_3_4_19_2","unstructured":"Computational Imaging & Bioinformatics Lab Harvard Medical School. Radiomics. Accessed October 7 2020. https:\/\/www.radiomics.io\/pyradiomics.html"},{"key":"e_1_3_4_20_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.radonc.2015.02.015"},{"key":"e_1_3_4_21_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00117-018-0407-3"},{"key":"e_1_3_4_22_2","doi-asserted-by":"publisher","DOI":"10.3389\/fonc.2019.00374"},{"key":"e_1_3_4_23_2","doi-asserted-by":"publisher","DOI":"10.1097\/EDE.0b013e3181c30fb2"},{"key":"e_1_3_4_24_2","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.2019190407"},{"key":"e_1_3_4_25_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jacc.2015.05.069"},{"key":"e_1_3_4_26_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jacc.2018.02.079"},{"key":"e_1_3_4_27_2","doi-asserted-by":"publisher","DOI":"10.1038\/nrcardio.2014.60"},{"key":"e_1_3_4_28_2","doi-asserted-by":"publisher","DOI":"10.1161\/CIRCIMAGING.117.006843"},{"key":"e_1_3_4_29_2","doi-asserted-by":"publisher","DOI":"10.1093\/eurheartj\/ehy310"},{"key":"e_1_3_4_30_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41569-018-0097-6"},{"key":"e_1_3_4_31_2","doi-asserted-by":"publisher","DOI":"10.1126\/scitranslmed.aal2658"},{"key":"e_1_3_4_32_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcmg.2020.06.033"},{"key":"e_1_3_4_33_2","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(18)31114-0"},{"key":"e_1_3_4_34_2","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2016.7591643"},{"key":"e_1_3_4_35_2","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0186876"},{"key":"e_1_3_4_36_2","doi-asserted-by":"publisher","DOI":"10.1097\/RLI.0000000000000448"},{"key":"e_1_3_4_37_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejrad.2019.02.037"},{"key":"e_1_3_4_38_2","doi-asserted-by":"publisher","DOI":"10.1007\/s11307-018-1175-1"},{"key":"e_1_3_4_39_2","doi-asserted-by":"publisher","DOI":"10.1161\/CIRCIMAGING.119.009678"},{"key":"e_1_3_4_40_2","doi-asserted-by":"publisher","DOI":"10.1007\/s12350-020-02204-2"},{"key":"e_1_3_4_41_2","doi-asserted-by":"publisher","DOI":"10.1007\/s11864-019-0662-1"},{"key":"e_1_3_4_42_2","doi-asserted-by":"publisher","DOI":"10.1161\/CIRCIMAGING.119.009496"},{"key":"e_1_3_4_43_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00330-020-07173-1"},{"key":"e_1_3_4_44_2","doi-asserted-by":"publisher","DOI":"10.3109\/0284186X.2010.498437"},{"key":"e_1_3_4_45_2","doi-asserted-by":"publisher","DOI":"10.1097\/RLI.0000000000000180"},{"key":"e_1_3_4_46_2","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.2018172361"},{"key":"e_1_3_4_47_2","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.2016161670"},{"key":"e_1_3_4_48_2","doi-asserted-by":"publisher","DOI":"10.1088\/0031-9155\/61\/13\/R150"},{"key":"e_1_3_4_49_2","doi-asserted-by":"publisher","DOI":"10.1186\/s41747-018-0068-z"},{"key":"e_1_3_4_50_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-018-36938-4"},{"key":"e_1_3_4_51_2","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.2019190928"},{"key":"e_1_3_4_52_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2012.2186306"},{"key":"e_1_3_4_53_2","doi-asserted-by":"publisher","DOI":"10.1155\/2010\/983963"},{"key":"e_1_3_4_54_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.radonc.2012.09.023"},{"key":"e_1_3_4_55_2","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0102107"},{"key":"e_1_3_4_56_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcct.2020.08.001"},{"key":"e_1_3_4_57_2","doi-asserted-by":"publisher","DOI":"10.1002\/mp.12123"},{"key":"e_1_3_4_58_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcct.2018.11.004"},{"key":"e_1_3_4_59_2","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.2015142202"},{"key":"e_1_3_4_60_2","doi-asserted-by":"publisher","DOI":"10.1148\/ryct.2020190119"},{"key":"e_1_3_4_61_2","doi-asserted-by":"publisher","DOI":"10.1001\/jamacardio.2018.1997"},{"key":"e_1_3_4_62_2","doi-asserted-by":"publisher","DOI":"10.1093\/ehjci\/jex314"},{"key":"e_1_3_4_63_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcmg.2018.11.024"},{"key":"e_1_3_4_64_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcct.2019.09.002"},{"key":"e_1_3_4_65_2","doi-asserted-by":"publisher","DOI":"10.1088\/1361-6560\/61\/24\/8736"},{"key":"e_1_3_4_66_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00234-020-02403-1"},{"key":"e_1_3_4_67_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejrad.2007.12.005"},{"key":"e_1_3_4_68_2","doi-asserted-by":"publisher","DOI":"10.21037\/qims.2019.03.02"},{"key":"e_1_3_4_69_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.canrad.2020.01.011"},{"key":"e_1_3_4_70_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10278-014-9716-x"}],"container-title":["Circulation: Cardiovascular Imaging"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.ahajournals.org\/doi\/full\/10.1161\/CIRCIMAGING.120.011747","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,5,12]],"date-time":"2024-05-12T22:32:59Z","timestamp":1715553179000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.ahajournals.org\/doi\/10.1161\/CIRCIMAGING.120.011747"}},"subtitle":["The Next Frontier of Cardiac Computed Tomography"],"short-title":[],"issued":{"date-parts":[[2021,3]]},"references-count":69,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2021,3]]}},"alternative-id":["10.1161\/CIRCIMAGING.120.011747"],"URL":"https:\/\/doi.org\/10.1161\/circimaging.120.011747","relation":{},"ISSN":["1941-9651","1942-0080"],"issn-type":[{"value":"1941-9651","type":"print"},{"value":"1942-0080","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,3]]},"assertion":[{"value":"2021-03-16","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"e011747"}}