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How early can atherosclerosis be detected by coronary CT angiography? Insights from quantitative CT analysis of serial scans in the PARADIGM trial

Authors
 Cardoso, Rhanderson  ;  Choi, Andrew D.  ;  Shiyovich, Arthur  ;  Besser, Stephanie A.  ;  Min, James K.  ;  Earls, James  ;  Andreini, Daniele  ;  Al-Mallah, Mouaz H.  ;  Budoff, Matthew J.  ;  Cademartiri, Filippo  ;  Chinnaiyan, Kavitha  ;  Choi, Jung Hyun  ;  Chun, Eun Ju  ;  Conte, Edoardo  ;  Gottlieb, Ilan  ;  Hadamitzky, Martin  ;  Kim, Yong-Jin  ;  Lee, Byoung Kwon  ;  Leipsic, Jonathon A.  ;  Maffei, Erica  ;  Marques, Hugo  ;  Goncalves, Pedro de Araujo  ;  Pontone, Gianluca  ;  Lee, Sang-Eun  ;  Sung, Ji Min  ;  Virmani, Renu  ;  Samady, Habib  ;  Lin, Fay Y.  ;  Stone, Peter H.  ;  Berman, Daniel S.  ;  Narula, Jagat  ;  Shaw, Leslee J.  ;  Bax, Jeroen J.  ;  Chang, Hyuk-Jae  ;  Blankstein, Ron 
Citation
 JOURNAL OF CARDIOVASCULAR COMPUTED TOMOGRAPHY, Vol.17(6) : 407-412, 2023-11 
Journal Title
JOURNAL OF CARDIOVASCULAR COMPUTED TOMOGRAPHY
ISSN
 1934-5925 
Issue Date
2023-11
Keywords
Coronary CT angiography ; Arti ficial intelligence ; Small plaque ; Atherosclerosis ; Coronary
Abstract
Background: Non-obstructing small coronary plaques may not be well recognized by expert readers during coronary computed tomography angiography (CCTA) evaluation. Recent developments in atherosclerosis imaging quantitative computed tomography (AI-QCT) enabled by machine learning allow for whole-heart coronary phenotyping of atherosclerosis, but its diagnostic role for detection of small plaques on CCTA is unknown.Methods: We performed AI-QCT in patients who underwent serial CCTA in the multinational PARADIGM study. AI-QCT results were verified by a level III experienced reader, who was blinded to baseline and follow-up status of CCTA. This retrospective analysis aimed to characterize small plaques on baseline CCTA and evaluate their serial changes on follow-up imaging. Small plaques were defined as a total plaque volume <50 mm (3) .Results: A total of 99 patients with 502 small plaques were included. The median total plaque volume was 6.8 mm (3) (IQR 3.5-13.9 mm (3) ), most of which was non-calcified (median 6.2 mm (3) ; 2.9-12.3 mm (3) ). The median age at the time of baseline CCTA was 61 years old and 63% were male. The mean interscan period was 3.8 +/- 1.6 years. On follow-up CCTA, 437 (87%) plaques were present at the same location as small plaques on baseline CCTA; 72% were larger and 15% decreased in volume. The median total plaque volume and non-calcified plaque volume increased to 18.9 mm (3) (IQR 8.3-45.2 mm (3) ) and 13.8 mm (3) (IQR 5.7-33.4 mm (3) ), respectively, among plaques that persisted on follow-up CCTA. Small plaques no longer visualized on follow-up CCTA were significantly more likely to be of lower volume, shorter in length, non-calcified, and more distal in the coronary artery, as compared with plaques that persisted at follow-up.Conclusion: In this retrospective analysis from the PARADIGM study, small plaques (<50 mm (3) ) identified by AI-QCT persisted at the same location and were often larger on follow-up CCTA.
DOI
10.1016/j.jcct.2023.08.012
Appears in Collections:
1. College of Medicine (의과대학) > Dept. of Internal Medicine (내과학교실) > 1. Journal Papers
1. College of Medicine (의과대학) > Yonsei Biomedical Research Center (연세의생명연구원) > 1. Journal Papers
Yonsei Authors
Sung, Ji Min(성지민)
Lee, Byoung Kwon(이병권) ORCID logo https://orcid.org/0000-0001-9259-2776
Chang, Hyuk-Jae(장혁재) ORCID logo https://orcid.org/0000-0002-6139-7545
URI
https://ir.ymlib.yonsei.ac.kr/handle/22282913/198105
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