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Neglia D, Caselli C, Maffei E, Cademartiri F, Meloni A, Bossone E, Saba L, Lee SE, Sung JM, Andreini D, Al-Mallah MH, Budoff MJ, Chinnaiyan K, Choi JH, Chun EJ, Conte E, Gottlieb I, Hadamitzky M, Kim YJ, Lee BK, Leipsic JA, Marques H, de Araújo Gonçalves P, Pontone G, Shin S, Stone PH, Samady H, Virmani R, Narula J, Shaw LJ, Bax JJ, Lin FY, Min JK, Chang HJ. Rapid Plaque Progression Is Independently Associated With Hyperglycemia and Low HDL Cholesterol in Patients With Stable Coronary Artery Disease: A PARADIGM Study. Circ Cardiovasc Imaging 2024; 17:e016481. [PMID: 39012946 DOI: 10.1161/circimaging.123.016481] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2024] [Accepted: 05/15/2024] [Indexed: 07/18/2024]
Abstract
BACKGROUND We assessed whether combinations of cardiometabolic risk factors independently predict coronary plaque progression (PP) and major adverse cardiovascular events in patients with stable coronary artery disease. METHODS Patients with known or suspected stable coronary artery disease (60.9±9.3 years, 55.4% male) undergoing serial coronary computed tomography angiographies (≥2 years apart), with clinical characterization and follow-up (N=1200), were analyzed from the PARADIGM study (Progression of Atherosclerotic Plaque Determined by Computed Tomographic Angiography Imaging). Plaque volumes measured in coronary segments (≥2 mm in diameter) were summed to provide whole heart plaque volume (mm3) and percent atheroma volume (plaque volume/vessel volume×100; %) per patient at baseline and follow-up. Rapid PP was defined as a percent atheroma volume increase of ≥1.0%/y. Major adverse cardiovascular events included nonfatal myocardial infarction, death, and unplanned coronary revascularization. RESULTS In an interscan period of 3.2 years (interquartile range, 1.9), rapid PP occurred in 341 patients (28%). At multivariable analysis, the combination of cardiometabolic risk factors defined as metabolic syndrome predicted rapid PP (odds ratio, 1.51 [95% CI, 1.12-2.03]; P=0.007) together with older age, smoking habits, and baseline percent atheroma volume. Among single cardiometabolic variables, high fasting plasma glucose (diabetes or fasting plasma glucose >100 mg/dL) and low HDL-C (high-density lipoprotein cholesterol; <40 mg/dL in males and <50 mg/dL in females) were independently associated with rapid PP, in particular when combined (odds ratio, 2.37 [95% CI, 1.56-3.61]; P<0.001). In a follow-up of 8.23 years (interquartile range, 5.92-9.53), major adverse cardiovascular events occurred in 201 patients (17%). At multivariable Cox analysis, the combination of high fasting plasma glucose with high systemic blood pressure (treated hypertension or systemic blood pressure >130/85 mm Hg) was an independent predictor of events (hazard ratio, 1.79 [95% CI, 1.10-2.90]; P=0.018) together with family history, baseline percent atheroma volume, and rapid PP. CONCLUSIONS In patients with stable coronary artery disease, the combination of hyperglycemia with low HDL-C is associated with rapid PP independently of other risk factors, baseline plaque burden, and treatment. The combination of hyperglycemia with high systemic blood pressure independently predicts the worse outcome beyond PP. REGISTRATION URL: https://www.clinicaltrials.gov; Unique identifier: NCT02803411.
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Affiliation(s)
- Danilo Neglia
- Cardiovascular Department (D.N., C.C.), Fondazione Toscana Gabriele Monasterio, Pisa, Italy
| | - Chiara Caselli
- Cardiovascular Department (D.N., C.C.), Fondazione Toscana Gabriele Monasterio, Pisa, Italy
- Institute of Clinical Physiology, Pisa, Italy (C.C.)
| | - Erica Maffei
- Department of Imaging (E.M., F.C., A.M.), Fondazione Toscana Gabriele Monasterio, Pisa, Italy
| | - Filippo Cademartiri
- Department of Imaging (E.M., F.C., A.M.), Fondazione Toscana Gabriele Monasterio, Pisa, Italy
| | - Antonella Meloni
- Department of Imaging (E.M., F.C., A.M.), Fondazione Toscana Gabriele Monasterio, Pisa, Italy
| | - Eduardo Bossone
- Department of Public Health, University "Federico II," Naples, Italy (E.B.)
| | - Luca Saba
- Department of Radiology, University of Cagliari, Italy (L.S.)
| | - Sang-Eun Lee
- Division of Cardiology, Department of Internal Medicine, College of Medicine, Ewha Womans University, Seoul, South Korea (S.-E.L., S.S.)
- CONNECT-AI Research Center (S.-E.L., J.M.S., H.-J.C.), Yonsei University College of Medicine, Seoul, South Korea
| | - Ji Min Sung
- CONNECT-AI Research Center (S.-E.L., J.M.S., H.-J.C.), Yonsei University College of Medicine, Seoul, South Korea
| | - Daniele Andreini
- IRCCS Ospedale Galeazzi Sant'Ambrogio, Milan, Italy (D.A., H.-J.C.)
- Department of Biomedical and Clinical Sciences (D.A., H.-J.C.), University of Milan, Italy
| | - Mouaz H Al-Mallah
- Houston Methodist DeBakey Heart & Vascular Center, Houston Methodist Hospital, TX (M.H.A.-M, H.-J.C.)
| | - Matthew J Budoff
- Department of Medicine, Lundquist Institute at Harbor-UCLA, Torrance, CA (M.J.B., H.-J.C.)
| | - Kavitha Chinnaiyan
- Department of Cardiology, William Beaumont Hospital, Royal Oak, MI (K.C., H.-J.C.)
| | - Jung Hyun Choi
- Pusan University Hospital, Busan, South Korea (J.H.C., H.-J.C.)
| | - Eun Ju Chun
- Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C., H.-J.C.)
| | - Edoardo Conte
- Centro Cardiologico Monzino IRCCS, Milan, Italy (E.C., G.P., H.-J.C.)
| | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G., G.P., H.-J.C.)
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Germany (M.H., G.P., H.-J.C.)
| | - Yong Jin Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, South Korea (Y.J.K., G.P., H.-J.C.)
| | - Byoung Kwon Lee
- Gangnam Severance Hospital (B.K.L., G.P., H.-J.C.), Yonsei University College of Medicine, Seoul, South Korea
| | - Jonathon A Leipsic
- Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (JA.L, G.P., H.-J.C.)
| | - Hugo Marques
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., GP, H.-J.C.)
| | - Pedro de Araújo Gonçalves
- Department of Biomedical, Dental and Surgical Sciences (P.d.A.G., G.P., H.-J.C.), University of Milan, Italy
| | - Gianluca Pontone
- Gangnam Severance Hospital (B.K.L., G.P., H.-J.C.), Yonsei University College of Medicine, Seoul, South Korea
- Department of Biomedical, Dental and Surgical Sciences (P.d.A.G., G.P., H.-J.C.), University of Milan, Italy
- Centro Cardiologico Monzino IRCCS, Milan, Italy (E.C., G.P., H.-J.C.)
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G., G.P., H.-J.C.)
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Germany (M.H., G.P., H.-J.C.)
- Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, South Korea (Y.J.K., G.P., H.-J.C.)
- Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (JA.L, G.P., H.-J.C.)
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., GP, H.-J.C.)
| | - Sanghoon Shin
- Division of Cardiology, Department of Internal Medicine, College of Medicine, Ewha Womans University, Seoul, South Korea (S.-E.L., S.S.)
| | - Peter H Stone
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, MA (P.H.S., H.-J.C.)
| | - Habib Samady
- Georgia Heart Institute, Northeast Georgia Health System, Gainesville (H.S., H.-J.C.)
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, MD (R.V., H.-J.C.)
| | - Jagat Narula
- University of Texas Health Houston, TX (J.N., H.-J.C.)
| | - Leslee J Shaw
- Icahn School of Medicine at Mount Sinai, New York, NY (L.J.S., F.Y.L., H.-J.C.)
| | - Jeroen J Bax
- Department of Cardiology, Leiden University Medical Center, The Netherlands (J.J.B., H.-J.C.)
| | - Fay Y Lin
- Icahn School of Medicine at Mount Sinai, New York, NY (L.J.S., F.Y.L., H.-J.C.)
| | - James K Min
- Cleerly, Inc, New York, NY (J.K.M., H.-J.C.)
| | - Hyuk-Jae Chang
- CONNECT-AI Research Center (S.-E.L., J.M.S., H.-J.C.), Yonsei University College of Medicine, Seoul, South Korea
- Gangnam Severance Hospital (B.K.L., G.P., H.-J.C.), Yonsei University College of Medicine, Seoul, South Korea
- IRCCS Ospedale Galeazzi Sant'Ambrogio, Milan, Italy (D.A., H.-J.C.)
- Department of Biomedical and Clinical Sciences (D.A., H.-J.C.), University of Milan, Italy
- Department of Biomedical, Dental and Surgical Sciences (P.d.A.G., G.P., H.-J.C.), University of Milan, Italy
- Houston Methodist DeBakey Heart & Vascular Center, Houston Methodist Hospital, TX (M.H.A.-M, H.-J.C.)
- Department of Medicine, Lundquist Institute at Harbor-UCLA, Torrance, CA (M.J.B., H.-J.C.)
- Department of Cardiology, William Beaumont Hospital, Royal Oak, MI (K.C., H.-J.C.)
- Pusan University Hospital, Busan, South Korea (J.H.C., H.-J.C.)
- Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C., H.-J.C.)
- Centro Cardiologico Monzino IRCCS, Milan, Italy (E.C., G.P., H.-J.C.)
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G., G.P., H.-J.C.)
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Germany (M.H., G.P., H.-J.C.)
- Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, South Korea (Y.J.K., G.P., H.-J.C.)
- Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (JA.L, G.P., H.-J.C.)
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., GP, H.-J.C.)
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, MA (P.H.S., H.-J.C.)
- Georgia Heart Institute, Northeast Georgia Health System, Gainesville (H.S., H.-J.C.)
- Department of Pathology, CVPath Institute, Gaithersburg, MD (R.V., H.-J.C.)
- University of Texas Health Houston, TX (J.N., H.-J.C.)
- Icahn School of Medicine at Mount Sinai, New York, NY (L.J.S., F.Y.L., H.-J.C.)
- Department of Cardiology, Leiden University Medical Center, The Netherlands (J.J.B., H.-J.C.)
- Cleerly, Inc, New York, NY (J.K.M., H.-J.C.)
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (H.-J.C.)
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2
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Lee SE, Hong Y, Hong J, Jung J, Sung JM, Andreini D, Al-Mallah MH, Budoff MJ, Cademartiri F, Chinnaiyan K, Choi JH, Chun EJ, Conte E, Gottlieb I, Hadamitzky M, Kim YJ, Lee BK, Leipsic JA, Maffei E, Marques H, Gonçalves PDA, Pontone G, Shin S, Stone PH, Samady H, Virmani R, Narula J, Shaw LJ, Bax JJ, Lin FY, Min JK, Chang HJ. Prediction of the development of new coronary atherosclerotic plaques with radiomics. J Cardiovasc Comput Tomogr 2024; 18:274-280. [PMID: 38378314 DOI: 10.1016/j.jcct.2024.02.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Revised: 02/01/2024] [Accepted: 02/12/2024] [Indexed: 02/22/2024]
Abstract
BACKGROUND Radiomics is expected to identify imaging features beyond the human eye. We investigated whether radiomics can identify coronary segments that will develop new atherosclerotic plaques on coronary computed tomography angiography (CCTA). METHODS From a prospective multinational registry of patients with serial CCTA studies at ≥ 2-year intervals, segments without identifiable coronary plaque at baseline were selected and radiomic features were extracted. Cox models using clinical risk factors (Model 1), radiomic features (Model 2) and both clinical risk factors and radiomic features (Model 3) were constructed to predict the development of a coronary plaque, defined as total PV ≥ 1 mm3, at follow-up CCTA in each segment. RESULTS In total, 9583 normal coronary segments were identified from 1162 patients (60.3 ± 9.2 years, 55.7% male) and divided 8:2 into training and test sets. At follow-up CCTA, 9.8% of the segments developed new coronary plaque. The predictive power of Models 1 and 2 was not different in both the training and test sets (C-index [95% confidence interval (CI)] of Model 1 vs. Model 2: 0.701 [0.690-0.712] vs. 0.699 [0.0.688-0.710] and 0.696 [0.671-0.725] vs. 0.0.691 [0.667-0.715], respectively, all p > 0.05). The addition of radiomic features to clinical risk factors improved the predictive power of the Cox model in both the training and test sets (C-index [95% CI] of Model 3: 0.772 [0.762-0.781] and 0.767 [0.751-0.787], respectively, all p < 00.0001 compared to Models 1 and 2). CONCLUSION Radiomic features can improve the identification of segments that would develop new coronary atherosclerotic plaque. CLINICAL TRIAL REGISTRATION ClinicalTrials.gov NCT0280341.
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Affiliation(s)
- Sang-Eun Lee
- Division of Cardiology, Department of Internal Medicine, College of Medicine, Ewha Womans University, Seoul, South Korea; CONNECT-AI Research Center, Yonsei University College of Medicine, Seoul, South Korea
| | - Youngtaek Hong
- CONNECT-AI Research Center, Yonsei University College of Medicine, Seoul, South Korea
| | - Jongsoo Hong
- Division of Biostatistics, Department of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul, South Korea
| | - Juyeong Jung
- Graduate School of Medical Science, Brain Korea 21 Project, Yonsei University College of Medicine, Seoul, South Korea
| | - Ji Min Sung
- CONNECT-AI Research Center, Yonsei University College of Medicine, Seoul, South Korea
| | - Daniele Andreini
- IRCCS Ospedale Galeazzi Sant'Ambrogio, Milan, Italy; Department of Biomedical and Clinical Sciences, University of Milan, Milan, Italy
| | - Mouaz H Al-Mallah
- Houston Methodist DeBakey Heart & Vascular Center, Houston Methodist Hospital, Houston, TX, USA
| | - Matthew J Budoff
- Department of Medicine, Lundquist Institute at Harbor-UCLA, Torrance, CA, USA
| | | | | | | | - Eun Ju Chun
- Seoul National University Bundang Hospital, Seongnam, South Korea
| | | | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Yong Jin Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | - Byoung Kwon Lee
- Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Jonathon A Leipsic
- Department of Medicine and Radiology, University of British Columbia, Vancouver, BC, Canada
| | | | - Hugo Marques
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal
| | | | - Gianluca Pontone
- Centro Cardiologico Monzino IRCCS, Milan, Italy; Department of Biomedical, Dental and Surgical Sciences, University of Milan, Milan, Italy
| | - Sanghoon Shin
- Division of Cardiology, Department of Internal Medicine, College of Medicine, Ewha Womans University, Seoul, South Korea
| | - Peter H Stone
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Habib Samady
- Georgia Heart Institute, Northeast Georgia Health System, Gainesville, GA, USA
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, MD, USA
| | - Jagat Narula
- University of Texas Health Houston, Houston, TX, USA
| | - Leslee J Shaw
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jeroen J Bax
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Fay Y Lin
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Hyuk-Jae Chang
- CONNECT-AI Research Center, Yonsei University College of Medicine, Seoul, South Korea; Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea.
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3
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Pontone G, Rossi A, Baggiano A, Andreini D, Conte E, Fusini L, Gebhard C, Rabbat MG, Guaricci A, Guglielmo M, Muscogiuri G, Mushtaq S, Al-Mallah MH, Berman DS, Budoff MJ, Cademartiri F, Chinnaiyan K, Choi JH, Chun EJ, de Araújo Gonçalves P, Gottlieb I, Hadamitzky M, Kim YJ, Lee BK, Lee SE, Maffei E, Marques H, Samady H, Shin S, Sung JM, van Rosendael A, Virmani R, Bax JJ, Leipsic JA, Lin FY, Min JK, Narula J, Shaw LJ, Chang HJ. Progression of non-obstructive coronary plaque: a practical CCTA-based risk score from the PARADIGM registry. Eur Radiol 2024; 34:2665-2676. [PMID: 37750979 DOI: 10.1007/s00330-023-09880-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2022] [Revised: 03/27/2023] [Accepted: 04/14/2023] [Indexed: 09/27/2023]
Abstract
OBJECTIVES No clear recommendations are endorsed by the different scientific societies on the clinical use of repeat coronary computed tomography angiography (CCTA) in patients with non-obstructive coronary artery disease (CAD). This study aimed to develop and validate a practical CCTA risk score to predict medium-term disease progression in patients at a low-to-intermediate probability of CAD. METHODS Patients were part of the Progression of AtheRosclerotic PlAque Determined by Computed Tomographic Angiography Imaging (PARADIGM) registry. Specifically, 370 (derivation cohort) and 219 (validation cohort) patients with two repeat, clinically indicated CCTA scans, non-obstructive CAD, and absence of high-risk plaque (≥ 2 high-risk features) at baseline CCTA were included. Disease progression was defined as the new occurrence of ≥ 50% stenosis and/or high-risk plaque at follow-up CCTA. RESULTS In the derivation cohort, 104 (28%) patients experienced disease progression. The median time interval between the two CCTAs was 3.3 years (2.7-4.8). Odds ratios for disease progression derived from multivariable logistic regression were as follows: 4.59 (95% confidence interval: 1.69-12.48) for the number of plaques with spotty calcification, 3.73 (1.46-9.52) for the number of plaques with low attenuation component, 2.71 (1.62-4.50) for 25-49% stenosis severity, 1.47 (1.17-1.84) for the number of bifurcation plaques, and 1.21 (1.02-1.42) for the time between the two CCTAs. The C-statistics of the model were 0.732 (0.676-0.788) and 0.668 (0.583-0.752) in the derivation and validation cohorts, respectively. CONCLUSIONS The new CCTA-based risk score is a simple and practical tool that can predict mid-term CAD progression in patients with known non-obstructive CAD. CLINICAL RELEVANCE STATEMENT The clinical implementation of this new CCTA-based risk score can help promote the management of patients with non-obstructive coronary disease in terms of timing of imaging follow-up and therapeutic strategies. KEY POINTS • No recommendations are available on the use of repeat CCTA in patients with non-obstructive CAD. • This new CCTA score predicts mid-term CAD progression in patients with non-obstructive stenosis at baseline. • This new CCTA score can help guide the clinical management of patients with non-obstructive CAD.
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Affiliation(s)
- Gianluca Pontone
- Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy.
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, Milan, Italy.
| | - Alexia Rossi
- Department of Nuclear Medicine, University Hospital Zurich, Zurich, Switzerland
- Center for Molecular Cardiology, University of Zurich, Zurich, Switzerland
| | - Andrea Baggiano
- Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy
| | - Daniele Andreini
- Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy
- Department of Biomedical and Clinical Sciences, University of Milan, Milan, Italy
| | - Edoardo Conte
- Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy
| | - Laura Fusini
- Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy
| | - Chaterine Gebhard
- Department of Nuclear Medicine, University Hospital Zurich, Zurich, Switzerland
- Center for Molecular Cardiology, University of Zurich, Zurich, Switzerland
| | - Mark G Rabbat
- Division of Cardiology, Loyola University Chicago, Edward Hines Jr. VA Hospital, Hines, Chicago, IL, USA
| | - Andrea Guaricci
- Department of Emergency and Organ Transplantation, Institute of Cardiovascular Disease, University Hospital Policlinico of Bari, Bari, Italy
| | - Marco Guglielmo
- Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy
| | - Giuseppe Muscogiuri
- Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy
| | - Saima Mushtaq
- Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy
| | - Mouaz H Al-Mallah
- Houston Methodist DeBakey Heart & Vascular Center, Houston Methodist Hospital, Houston, TX, USA
| | - Daniel S Berman
- Department of Imaging and Medicine, Cedars Sinai Medical Center, Los Angeles, CA, USA
| | - Matthew J Budoff
- Department of Medicine, Lundquist Institute at Harbor UCLA Medical Center, Torrance, CA, USA
| | | | | | | | - Eun Ju Chun
- Seoul National University Bundang Hospital, Sungnam, South Korea
| | - Pedro de Araújo Gonçalves
- Unit of Cardiovascular Imaging, UNICA, Hospital da Luz, Lisbon, Portugal
- NOVA Medical School, Lisbon, Portugal
| | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Yong Jin Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul National University Hospital, Cardiovascular Center, Seoul, South Korea
| | - Byoung Kwon Lee
- Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Sang-Eun Lee
- Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Seoul, South Korea
- Yonsei‑Cedars‑Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Erica Maffei
- Department of Radiology, Area Vasta 1/ASUR, Marche, Urbino, Italy
| | - Hugo Marques
- Unit of Cardiovascular Imaging, UNICA, Hospital da Luz, Lisbon, Portugal
| | - Habib Samady
- Division of Cardiology, Emory University School of Medicine, Atlanta, GA, USA
| | - Sanghoon Shin
- Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Seoul, South Korea
| | - Ji Min Sung
- Yonsei‑Cedars‑Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Alexander van Rosendael
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, MD, USA
| | - Jeroen J Bax
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
- Turku Heart Center, University of Turku, Turku University Hospital, Turku, Finland
| | - Jonathon A Leipsic
- Department of Medicine and Radiology, University of British Columbia, Vancouver, BC, Canada
| | - Fay Y Lin
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | | | - Jagat Narula
- Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, and Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, New York, NY, USA
| | - Leslee J Shaw
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Hyuk-Jae Chang
- Yonsei‑Cedars‑Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
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4
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Jeong H, Park HB, Hong J, Lee J, Ha S, Heo R, Jung J, Hong Y, Chang HJ. Identifying Coronary Artery Calcification Using Chest X-ray Radiographs and Machine Learning: The Role of the Radiomics Score. J Thorac Imaging 2024; 39:119-126. [PMID: 37889556 PMCID: PMC10878443 DOI: 10.1097/rti.0000000000000757] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2023]
Abstract
PURPOSE To evaluate the ability of radiomics score (RS)-based machine learning to identify moderate to severe coronary artery calcium (CAC) on chest x-ray radiographs (CXR). MATERIALS AND METHODS We included 559 patients who underwent a CAC scan with CXR obtained within 6 months and divided them into training (n = 391) and validation (n = 168) cohorts. We extracted radiomic features from annotated cardiac contours in the CXR images and developed an RS through feature selection with the least absolute shrinkage and selection operator regression in the training cohort. We evaluated the incremental value of the RS in predicting CAC scores when combined with basic clinical factor in the validation cohort. To predict a CAC score ≥100, we built an RS-based machine learning model using random forest; the input variables were age, sex, body mass index, and RS. RESULTS The RS was the most prominent factor for the CAC score ≥100 predictions (odds ratio = 2.33; 95% confidence interval: 1.62-3.44; P < 0.001) compared with basic clinical factor. The machine learning model was tested in the validation cohort and showed an area under the receiver operating characteristic curve of 0.808 (95% confidence interval: 0.75-0.87) for a CAC score ≥100 predictions. CONCLUSIONS The use of an RS-based machine learning model may have the potential as an imaging marker to screen patients with moderate to severe CAC scores before diagnostic imaging tests, and it may improve the pretest probability of detecting coronary artery disease in clinical practice.
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Affiliation(s)
- Hyunseok Jeong
- Graduate School of Medical Science, Brain Korea 21 Project
- CONNECT-AI Research Center
| | - Hyung-Bok Park
- CONNECT-AI Research Center
- Department of Cardiology, Catholic Kwandong University International St. Mary’s Hospital, Incheon, South Korea
| | | | - Jina Lee
- Graduate School of Medical Science, Brain Korea 21 Project
- CONNECT-AI Research Center
| | - Seongmin Ha
- CONNECT-AI Research Center
- Graduate School of Biomedical Engineering
- Ontact Health
| | - Ran Heo
- Department of Cardiology, Hanyang University Seoul Hospital, Hanyang University College of Medicine, Seoul
| | - Juyeong Jung
- Graduate School of Medical Science, Brain Korea 21 Project
- CONNECT-AI Research Center
| | | | - Hyuk-Jae Chang
- CONNECT-AI Research Center
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine
- Ontact Health
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5
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Xiong QF, Fu XR, Ku LZ, Zhou D, Guo SP, Zhang WS. Diagnostic performance of coronary computed tomography angiography stenosis score for coronary stenosis. BMC Med Imaging 2024; 24:39. [PMID: 38336622 PMCID: PMC10854174 DOI: 10.1186/s12880-024-01213-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Accepted: 01/26/2024] [Indexed: 02/12/2024] Open
Abstract
BACKGROUND Coronary computed tomography angiography stenosis score (CCTA-SS) is a proposed diagnosis score that considers the plaque characteristics, myocardial function, and the diameter reduction rate of the lesions. This study aimed to evaluate the diagnostic performance of the CCTA-SS in seeking coronary artery disease (CAD). METHODS The 228 patients with suspected CAD who underwent CCTA and invasive coronary angiography (ICA) procedures were under examination. The diagnostic performance was evaluated with the receiver operating curve (ROC) for CCTA-SS in detecting CAD (defined as a diameter reduction of ≥ 50%) and severe CAD (defined as a diameter reduction of ≥ 70%). RESULTS The area under ROC (AUC) of CCTA-SS was 0.909 (95% CI: 0.864-0.943), which was significantly higher than that of CCTA (AUC: 0.826; 95% CI: 0.771-0.873; P = 0.0352) in diagnosing of CAD with a threshold of 50%. The optimal cutoff point of CCTA-SS was 51% with a sensitivity of 90.66%, specificity of 95.65%, positive predictive value of 98.80%, negative predictive value of 72.13%, and accuracy of 91.67%, whereas the optimal cutoff point of CCTA was 55%, and the corresponding values were 87.36%, 93.48%, 98.15%, 65.15%, and 88.60%, respectively. With a threshold of 70%, the performance of CCTA-SS with an AUC of 0.927 (95% CI: 0.885-0.957) was significantly higher than that of CCTA with an AUC of 0.521 (95% CI: 0.454-0.587) (P < 0.0001). CONCLUSIONS CCTA-SS significantly improved the diagnostic accuracy of coronary stenosis, including CAD and severe CAD, compared with CCTA.
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Affiliation(s)
- Qing-Feng Xiong
- Hainan Enhance International Medical Center, Boao, China.
- Wuhan Asia Heart Hospital of Wuhan University of Science and Technology, Wuhan, China.
| | - Xiao-Rong Fu
- Wuchang Hospital of Wuhan University of Science and Technology, Wuhan, China
| | - Lei-Zhi Ku
- Wuhan Asia Heart Hospital of Wuhan University of Science and Technology, Wuhan, China
| | - Di Zhou
- Wuhan Asia Heart Hospital of Wuhan University of Science and Technology, Wuhan, China
| | - Sheng-Peng Guo
- Wuhan Asia Heart Hospital of Wuhan University of Science and Technology, Wuhan, China
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6
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Lima MR, Lopes PM, Ferreira AM. Use of coronary artery calcium score and coronary CT angiography to guide cardiovascular prevention and treatment. Ther Adv Cardiovasc Dis 2024; 18:17539447241249650. [PMID: 38708947 PMCID: PMC11075618 DOI: 10.1177/17539447241249650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Accepted: 03/08/2024] [Indexed: 05/07/2024] Open
Abstract
Currently, cardiovascular risk stratification to guide preventive therapy relies on clinical scores based on cardiovascular risk factors. However, the discriminative power of these scores is relatively modest. The use of coronary artery calcium score (CACS) and coronary CT angiography (CCTA) has surfaced as methods for enhancing the estimation of risk and potentially providing insights for personalized treatment in individual patients. CACS improves overall cardiovascular risk prediction and may be used to improve the yield of statin therapy in primary prevention, and possibly identify patients with a favorable risk/benefit relationship for antiplatelet therapies. CCTA holds promise to guide anti-atherosclerotic therapies and to monitor individual response to these treatments by assessing individual plaque features, quantifying total plaque volume and composition, and assessing peri-coronary adipose tissue. In this review, we aim to summarize current evidence regarding the use of CACS and CCTA for guiding lipid-lowering and antiplatelet therapy and discuss the possibility of using plaque burden and plaque phenotyping to monitor response to anti-atherosclerotic therapies.
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Affiliation(s)
- Maria Rita Lima
- Department of Cardiology, Hospital Santa Cruz, Centro Hospitalar Lisboa Ocidental, Av. Prof. Dr. Reinaldo dos Santos, Carnaxide, Lisbon 2790-134, Portugal
| | - Pedro M. Lopes
- Department of Cardiology, Hospital Santa Cruz, Centro Hospitalar Lisboa Ocidental, Carnaxide, Portugal
| | - António M. Ferreira
- Department of Cardiology, Hospital Santa Cruz, Centro Hospitalar Lisboa Ocidental, Carnaxide, Portugal
- UNICA – Cardiovascular CT and MR Unit, Hospital da Luz, Lisbon, Portugal
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7
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Cardoso R, Choi AD, Shiyovich A, Besser SA, Min JK, Earls J, Andreini D, Al-Mallah MH, Budoff MJ, Cademartiri F, Chinnaiyan K, Choi JH, Chun EJ, Conte E, Gottlieb I, Hadamitzky M, Kim YJ, Lee BK, Leipsic JA, Maffei E, Marques H, de Araújo Gonçalves P, Pontone G, Lee SE, Sung JM, Virmani R, Samady H, Lin FY, Stone PH, Berman DS, Narula J, Shaw LJ, Bax JJ, Chang HJ, Blankstein R. How early can atherosclerosis be detected by coronary CT angiography? Insights from quantitative CT analysis of serial scans in the PARADIGM trial. J Cardiovasc Comput Tomogr 2023; 17:407-412. [PMID: 37798157 DOI: 10.1016/j.jcct.2023.08.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Revised: 07/20/2023] [Accepted: 08/21/2023] [Indexed: 10/07/2023]
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 mm3. RESULTS A total of 99 patients with 502 small plaques were included. The median total plaque volume was 6.8 mm3 (IQR 3.5-13.9 mm3), most of which was non-calcified (median 6.2 mm3; 2.9-12.3 mm3). 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 mm3 (IQR 8.3-45.2 mm3) and 13.8 mm3 (IQR 5.7-33.4 mm3), 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 mm3) identified by AI-QCT persisted at the same location and were often larger on follow-up CCTA.
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Affiliation(s)
- Rhanderson Cardoso
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
| | - Andrew D Choi
- Department of Cardiology, The George Washington University School of Medicine, Washington, DC, USA
| | - Arthur Shiyovich
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Stephanie A Besser
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | | | | | - Daniele Andreini
- Division of Cardiology and Cardiac Imaging, IRCCS Ospedale Galeazzi Sant'Ambrogio, Milan, Italy; Department of Biomedical and Clinical Sciences, University of Milan, Milan, Italy
| | - Mouaz H Al-Mallah
- Houston Methodist DeBakey Heart & Vascular Center, Houston Methodist Hospital, Houston, TX, USA
| | - Matthew J Budoff
- Department of Medicine, Lundquist Institute at Harbor-UCLA, Torrance, CA, USA
| | | | | | | | - Eun Ju Chun
- Seoul National University Bundang Hospital, Sungnam, South Korea
| | | | - Ilan Gottlieb
- Department of Radiology, Casa de Saude Sao Jose, Rio de Janeiro, Brazil
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Yong-Jin Kim
- Seoul National University College of Medicine, Seoul National University Hospital, Seoul, South Korea
| | - Byoung Kwon Lee
- Gangnam Severance Hospital, Younsei University College of Medicine, Seoul, South Korea
| | - Jonathon A Leipsic
- Department of Radiology, St. Paul's Hospital, University of British Columbia, Vancouver, Canada
| | | | | | | | - Gianluca Pontone
- Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy; Department of Biomedical, Surgical and Dental Sciences, University of Milan, Milan, Italy
| | - Sang-Eun Lee
- Division of Cardiology, Department of Internal Medicine, Ewha Womans University, Seoul, South Korea
| | - Ji Min Sung
- CONNECT-AI Research Center, Yonsei University College of Medicine, Seoul, South Korea
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, MD, USA
| | - Habib Samady
- Georgia Heart Institute, Northeast Georgia Health System, Gainesville, GA, USA
| | - Fay Y Lin
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Peter H Stone
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Daniel S Berman
- Department of Imaging, Cedars-Sinai Medical Center, Cedars-Sinai Heart Institute, Los Angeles, CA, USA
| | - Jagat Narula
- University of Texas Health Houston, Houston, TX, USA
| | - Leslee J Shaw
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jeroen J Bax
- Department of Cardiology, Heart Lung Center, Leiden University Medical Center, Leiden, the Netherlands
| | - Hyuk-Jae Chang
- CONNECT-AI Research Center, Yonsei University College of Medicine, Seoul, South Korea; Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Ron Blankstein
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
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8
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Park HB, Arsanjani R, Sung JM, Heo R, Lee BK, Lin FY, Hadamitzky M, Kim YJ, Conte E, Andreini D, Pontone G, Budoff MJ, Gottlieb I, Chun EJ, Cademartiri F, Maffei E, Marques H, Gonçalves PDA, Leipsic JA, Lee SE, Shin S, Choi JH, Virmani R, Samady H, Chinnaiyan K, Stone PH, Berman DS, Narula J, Shaw LJ, Bax JJ, Min JK, Chang HJ. Impact of statins based on high-risk plaque features on coronary plaque progression in mild stenosis lesions: results from the PARADIGM study. Eur Heart J Cardiovasc Imaging 2023; 24:1536-1543. [PMID: 37232393 DOI: 10.1093/ehjci/jead110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 04/12/2023] [Accepted: 04/26/2023] [Indexed: 05/27/2023] Open
Abstract
AIMS To investigate the impact of statins on plaque progression according to high-risk coronary atherosclerotic plaque (HRP) features and to identify predictive factors for rapid plaque progression in mild coronary artery disease (CAD) using serial coronary computed tomography angiography (CCTA). METHODS AND RESULTS We analyzed mild stenosis (25-49%) CAD, totaling 1432 lesions from 613 patients (mean age, 62.2 years, 63.9% male) and who underwent serial CCTA at a ≥2 year inter-scan interval using the Progression of AtheRosclerotic PlAque DetermIned by Computed TomoGraphic Angiography Imaging (NCT02803411) registry. The median inter-scan period was 3.5 ± 1.4 years; plaques were quantitatively assessed for annualized percent atheroma volume (PAV) and compositional plaque volume changes according to HRP features, and the rapid plaque progression was defined by the ≥90th percentile annual PAV. In mild stenotic lesions with ≥2 HRPs, statin therapy showed a 37% reduction in annual PAV (0.97 ± 2.02 vs. 1.55 ± 2.22, P = 0.038) with decreased necrotic core volume and increased dense calcium volume compared to non-statin recipient mild lesions. The key factors for rapid plaque progression were ≥2 HRPs [hazard ratio (HR), 1.89; 95% confidence interval (CI), 1.02-3.49; P = 0.042], current smoking (HR, 1.69; 95% CI 1.09-2.57; P = 0.017), and diabetes (HR, 1.55; 95% CI, 1.07-2.22; P = 0.020). CONCLUSION In mild CAD, statin treatment reduced plaque progression, particularly in lesions with a higher number of HRP features, which was also a strong predictor of rapid plaque progression. Therefore, aggressive statin therapy might be needed even in mild CAD with higher HRPs. CLINICAL TRIAL REGISTRATION ClinicalTrials.gov NCT02803411.
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Affiliation(s)
- Hyung-Bok Park
- Department of Cardiology, Catholic Kwandong University International St. Mary's Hospital, Incheon, South Korea
- CONNECT-AI Research Center, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul 03722, South Korea
| | - Reza Arsanjani
- Department of Cardiovascular Diseases, Mayo Clinic Arizona, Phoenix, AZ 85054, USA
| | - Ji Min Sung
- CONNECT-AI Research Center, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul 03722, South Korea
| | - Ran Heo
- CONNECT-AI Research Center, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul 03722, South Korea
- Department of Cardiology, Hanyang University Seoul Hospital, Hanyang University College of Medicine, Seoul, South Korea
| | - Byoung Kwon Lee
- Department of Cardiology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Fay Y Lin
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY 10021, USA
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Yong-Jin Kim
- Division of Cardiology, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | | | | | | | - Matthew J Budoff
- Department of Medicine, Lundquist Institute at Harbor UCLA Medical Center, Torrance, CA 90502, USA
| | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Eun Ju Chun
- Department of Radiology, Seoul National University Bundang Hospital, Sungnam, South Korea
| | | | - Erica Maffei
- Department of Radiology, Fondazione Monasterio/CNR, Pisa, Italy
| | - Hugo Marques
- Unit of Cardiovascular Imaging, Hospital da Luz, Catolica Medical School, Lisbon, Portugal
| | - Pedro de Araújo Gonçalves
- Unit of Cardiovascular Imaging, Hospital da Luz, Catolica Medical School, Lisbon, Portugal
- Nova Medical School, Lisbon, Portugal
| | - Jonathon A Leipsic
- Department of Medicine and Radiology, University of British Columbia, Vancouver, BC, Canada
| | - Sang-Eun Lee
- CONNECT-AI Research Center, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul 03722, South Korea
- Department of Cardiology, Ewha Womans University Seoul Hospital, Seoul, South Korea
| | - Sanghoon Shin
- CONNECT-AI Research Center, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul 03722, South Korea
- Department of Cardiology, Ewha Womans University Seoul Hospital, Seoul, South Korea
| | - Jung Hyun Choi
- Department of Cardiology, Pusan University Hospital, Busan, South Korea
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, MD 20878, USA
| | - Habib Samady
- Department of Cardiology, Georgia Heart Institute, Northeast Georgia Health System, Gainesville, GA 30501, USA
| | - Kavitha Chinnaiyan
- Department of Cardiology, William Beaumont Hospital, Royal Oak, MI 48073, USA
| | - Peter H Stone
- Department of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Daniel S Berman
- Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Jagat Narula
- Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, and Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, New York, NY 10029, USA
| | - Leslee J Shaw
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY 10021, USA
| | - Jeroen J Bax
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
| | - James K Min
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY 10021, USA
| | - Hyuk-Jae Chang
- CONNECT-AI Research Center, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul 03722, South Korea
- Department of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul 03722, South Korea
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9
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Williams C, Han D, Takagi H, Fordyce CB, Sellers S, Blanke P, Lin FY, Shaw LJ, Lee SE, Andreini D, Al-Mallah MH, Budoff MJ, Cademartiri F, Chinnaiyan K, Choi JH, Conte E, Marques H, de Araújo Gonçalves P, Gottlieb I, Hadamitzky M, Maffei E, Pontone G, Shin S, Kim YJ, Lee BK, Chun EJ, Sung JM, Virmani R, Samady H, Stone PH, Berman DS, Narula J, Bax JJ, Leipsic JA, Chang HJ. Effects of renin-angiotensin-aldosterone-system inhibitors on coronary atherosclerotic plaques: The PARADIGM registry. Atherosclerosis 2023; 383:117301. [PMID: 37769454 DOI: 10.1016/j.atherosclerosis.2023.117301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Revised: 09/08/2023] [Accepted: 09/14/2023] [Indexed: 09/30/2023]
Abstract
BACKGROUND AND AIMS Inhibition of Renin-Angiotensin-Aldosterone-System (RAAS) has been hypothesized to improve endothelial function and reduce plaque inflammation, however, their impact on the progression of coronary atherosclerosis is unclear. We aim to study the effects of RAAS inhibitor on plaque progression and composition assessed by serial coronary CT angiography (CCTA). METHODS We performed a prospective, multinational study consisting of a registry of patients without history of CAD, who underwent serial CCTAs. Patients using RAAS inhibitors were propensity matched to RAAS inhibitor naïve patients based on clinical and CCTA characteristics at baseline. Atherosclerotic plaques in CCTAs were quantitatively analyzed for percent atheroma volume (PAV) according to plaque composition. Interactions between RAAS inhibitor use and baseline PAV on plaque progression were assessed in the unmatched cohort using a multivariate linear regression model. RESULTS Of 1248 patients from the registry, 299 RAAS inhibitor taking patients were matched to 299 RAAS inhibitor naïve patients. Over a mean interval of 3.9 years, there was no significant difference in annual progression of total PAV between RAAS inhibitor naïve vs taking patients (0.75 vs 0.79%/year, p = 0.66). With interaction testing in the unmatched cohort, however, RAAS inhibitor use was significantly associated with lower non-calcified plaque progression (Beta coefficient -0.100, adjusted p = 0.038) with higher levels of baseline PAV. CONCLUSIONS The use of RAAS inhibitors over a period of nearly 4 years did not significantly impact on total atherosclerotic plaque progression or various plaque components. However, interaction testing to assess the differential effect of RAAS inhibition based on baseline PAV suggested a significant decrease in progression of non-calcified plaque in patients with a higher burden of baseline atherosclerosis, which should be considered hypothesis generating.
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Affiliation(s)
- Curtis Williams
- Division of Cardiology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Donghee Han
- Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Hidenobu Takagi
- Department of Radiology and Centre for Heart Lung Innovation, St. Paul's Hospital and University of British Columbia, Vancouver, British Columbia, Canada; Dalio Institute of Cardiovascular Imaging, Department of Radiology, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Christopher B Fordyce
- Division of Cardiology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Stephanie Sellers
- Department of Radiology and Centre for Heart Lung Innovation, St. Paul's Hospital and University of British Columbia, Vancouver, British Columbia, Canada
| | - Philipp Blanke
- Department of Radiology and Centre for Heart Lung Innovation, St. Paul's Hospital and University of British Columbia, Vancouver, British Columbia, Canada
| | - Fay Y Lin
- Dalio Institute of Cardiovascular Imaging, Department of Radiology, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Leslee J Shaw
- Dalio Institute of Cardiovascular Imaging, Department of Radiology, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Sang-Eun Lee
- Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Seoul, South Korea; Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, South Korea
| | | | - Mouaz H Al-Mallah
- Houston Methodist DeBakey Heart & Vascular Center, Houston Methodist Hospital, Houston, TX, USA
| | - Matthew J Budoff
- Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, CA, USA
| | | | | | | | | | - Hugo Marques
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisboa, Portugal
| | - Pedro de Araújo Gonçalves
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisboa, Portugal; Nova Medical School, Lisboa, Portugal
| | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Erica Maffei
- Department of Radiology, Fondazione Monasterio/CNR, Pisa, Italy
| | | | - Sanghoon Shin
- Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Seoul, South Korea
| | - Yong-Jin Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | - Byoung Kwon Lee
- Cardiovascular Division, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Eun Ju Chun
- Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, and Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, New York, NY, USA
| | - Ji Min Sung
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, South Korea; Department of Cardiology, Heart Lung Center, Leiden University Medical Center, Leiden, the Netherlands
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, MD, USA
| | - Habib Samady
- Division of Cardiology, Georgia Heart Institute, Gainesville, USA
| | - Peter H Stone
- Cardiovascular Division, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Daniel S Berman
- Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Jagat Narula
- Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, and Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, New York, NY, USA
| | - Jeroen J Bax
- Department of Cardiology, Heart Lung Center, Leiden University Medical Center, Leiden, the Netherlands
| | - Jonathon A Leipsic
- Department of Radiology and Centre for Heart Lung Innovation, St. Paul's Hospital and University of British Columbia, Vancouver, British Columbia, Canada.
| | - Hyuk-Jae Chang
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, South Korea; Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
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10
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Mehta CR, Naeem A, Patel Y. Cardiac Computed Tomography Angiography in CAD Risk Stratification and Revascularization Planning. Diagnostics (Basel) 2023; 13:2902. [PMID: 37761268 PMCID: PMC10530183 DOI: 10.3390/diagnostics13182902] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Revised: 08/25/2023] [Accepted: 09/05/2023] [Indexed: 09/29/2023] Open
Abstract
PURPOSE OF REVIEW Functional stress testing is frequently used to assess for coronary artery disease (CAD) in symptomatic, stable patients with low to intermediate pretest probability. However, patients with highly vulnerable plaque may have preserved luminal patency and, consequently, a falsely negative stress test. Cardiac computed tomography angiography (CCTA) has emerged at the forefront of primary prevention screening and has excellent agency in ruling out obstructive CAD with high negative predictive value while simultaneously characterizing nonobstructive plaque for high-risk features, which invariably alters risk-stratification and pre-procedural decision making. RECENT FINDINGS We review the literature detailing the utility of CCTA in its ability to risk-stratify patients with CAD based on calcium scoring as well as high-risk phenotypic features and to qualify the functional significance of stenotic lesions. SUMMARY Calcium scores ≥ 100 should prompt consideration of statin and aspirin therapy. Spotty calcifications < 3 mm, increased non-calcified plaque > 4 mm3 per mm of the vessel wall, low attenuation < 30 HU soft plaque and necrotic core with a rim of higher attenuation < 130 HU, and a positive remodeling index ratio > 1.1 all confer additive risk for acute plaque rupture when present. Elevations in the perivascular fat attenuation index > -70.1 HU are a strong predictor of all-cause mortality and can further the risk stratification of patients in the setting of a non-to-minimal plaque burden. Lastly, a CT-derived fractional flow reserve (FFRCT) < 0.75 or values from 0.76 to 0.80 in conjunction with additional risk factors is suggestive of flow-limiting disease that would benefit from invasive testing. The wealth of information available through CCTA can allow clinicians to risk-stratify patients at elevated risk for an acute ischemic event and engage in advanced revascularization planning.
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Affiliation(s)
- Chirag R. Mehta
- Department of Cardiology, The Warren Alpert Medical School of Brown University, Providence, RI 02903, USA (Y.P.)
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11
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Park HB, Lee J, Hong Y, Byungchang S, Kim W, Lee BK, Lin FY, Hadamitzky M, Kim YJ, Conte E, Andreini D, Pontone G, Budoff MJ, Gottlieb I, Chun EJ, Cademartiri F, Maffei E, Marques H, Gonçalves PDA, Leipsic JA, Shin S, Choi JH, Virmani R, Samady H, Chinnaiyan K, Stone PH, Berman DS, Narula J, Shaw LJ, Bax JJ, Min JK, Kook W, Chang HJ. Risk factors based vessel-specific prediction for stages of coronary artery disease using Bayesian quantile regression machine learning method: Results from the PARADIGM registry. Clin Cardiol 2023; 46:320-327. [PMID: 36691990 PMCID: PMC10018106 DOI: 10.1002/clc.23964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Revised: 12/12/2022] [Accepted: 12/19/2022] [Indexed: 01/25/2023] Open
Abstract
BACKGROUND AND HYPOTHESIS The recently introduced Bayesian quantile regression (BQR) machine-learning method enables comprehensive analyzing the relationship among complex clinical variables. We analyzed the relationship between multiple cardiovascular (CV) risk factors and different stages of coronary artery disease (CAD) using the BQR model in a vessel-specific manner. METHODS From the data of 1,463 patients obtained from the PARADIGM (NCT02803411) registry, we analyzed the lumen diameter stenosis (DS) of the three vessels: left anterior descending (LAD), left circumflex (LCx), and right coronary artery (RCA). Two models for predicting DS and DS changes were developed. Baseline CV risk factors, symptoms, and laboratory test results were used as the inputs. The conditional 10%, 25%, 50%, 75%, and 90% quantile functions of the maximum DS and DS change of the three vessels were estimated using the BQR model. RESULTS The 90th percentiles of the DS of the three vessels and their maximum DS change were 41%-50% and 5.6%-7.3%, respectively. Typical anginal symptoms were associated with the highest quantile (90%) of DS in the LAD; diabetes with higher quantiles (75% and 90%) of DS in the LCx; dyslipidemia with the highest quantile (90%) of DS in the RCA; and shortness of breath showed some association with the LCx and RCA. Interestingly, High-density lipoprotein cholesterol showed a dynamic association along DS change in the per-patient analysis. CONCLUSIONS This study demonstrates the clinical utility of the BQR model for evaluating the comprehensive relationship between risk factors and baseline-grade CAD and its progression.
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Affiliation(s)
- Hyung-Bok Park
- CONNECT-AI Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
- Department of Cardiology, Catholic Kwandong University International St. Mary's Hospital, Incheon, South Korea
| | - Jina Lee
- CONNECT-AI Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
- Brain Korea 21 PLUS Project for Medical Science, Yonsei University, Seoul, South Korea
| | - Yongtaek Hong
- CONNECT-AI Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - So Byungchang
- Department of Mathematical Sciences, Seoul National University, Seoul, South Korea
| | - Wonse Kim
- Department of Mathematical Sciences, Seoul National University, Seoul, South Korea
- MetaEyes, Seoul, South Korea
| | - Byoung K Lee
- Department of Cardiology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Fay Y Lin
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York City, New York, USA
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Yong-Jin Kim
- Division of Cardiology, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | | | | | | | - Matthew J Budoff
- Department of Medicine, Lundquist Institute at Harbor UCLA Medical Center, Torrance, California, USA
| | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Eun Ju Chun
- Seoul National University Bundang Hospital, Sungnam, South Korea
| | | | - Erica Maffei
- Department of Radiology, Fondazione Monasterio/CNR, Pisa, Italy
| | - Hugo Marques
- Unit of Cardiovascular Imaging, Hospital da Luz, Catolica Medical School, Lisbon, Portugal
| | - Pedro de A Gonçalves
- Unit of Cardiovascular Imaging, Hospital da Luz, Catolica Medical School, Lisbon, Portugal
- Nova Medical School, Lisbon, Portugal
| | - Jonathon A Leipsic
- Department of Medicine and Radiology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Sanghoon Shin
- Department of Cardiology, Ewha Womans University Seoul Hospital, Seoul, South Korea
| | - Jung H Choi
- Department of Cardiology, Pusan University Hospital, Busan, South Korea
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, Maryland, USA
| | - Habib Samady
- Department of Cardiology, Georgia Heart Institute, Northeast Georgia Health System, Georgia, USA
| | - Kavitha Chinnaiyan
- Department of Cardiology, William Beaumont Hospital, Royal Oak, Michigan, USA
| | - Peter H Stone
- Department of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Daniel S Berman
- Department of Imaging and Medicine, Cedars Sinai Medical Center, Los Angeles, California, USA
| | - Jagat Narula
- Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, and Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, New York City, New York, USA
| | - Leslee J Shaw
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York City, New York, USA
| | - Jeroen J Bax
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
| | - James K Min
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York City, New York, USA
| | - Woong Kook
- Department of Mathematical Sciences, Seoul National University, Seoul, South Korea
| | - Hyuk-Jae Chang
- CONNECT-AI Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
- Department of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
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12
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Clinical and Coronary Plaque Predictors of Atherosclerotic Nonresponse to Statin Therapy. JACC. CARDIOVASCULAR IMAGING 2022; 16:495-504. [PMID: 36648046 DOI: 10.1016/j.jcmg.2022.10.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Revised: 09/29/2022] [Accepted: 10/06/2022] [Indexed: 12/15/2022]
Abstract
BACKGROUND Statins reduce the incidence of major cardiovascular events, but residual risk remains. The study examined the determinants of atherosclerotic statin nonresponse. OBJECTIVES This study aimed to investigate factors associated with statin nonresponse-defined atherosclerosis progression in patients treated with statins. METHODS The multicenter PARADIGM (Progression of AtheRosclerotic PlAque DetermIned by Computed TomoGraphic Angiography Imaging) registry included patients who underwent serial coronary computed tomography angiography ≥2 years apart, with whole-heart coronary tree quantification of vessel, lumen, and plaque, and matching of baseline and follow-up coronary segments and lesions. Patients with statin use at baseline and follow-up coronary computed tomography angiography were included. Atherosclerotic statin nonresponse was defined as an absolute increase in percent atheroma volume (PAV) of 1.0% or more per year. Furthermore, a secondary endpoint was defined by the additional requirement of progression of low-attenuation plaque or fibro-fatty plaque. RESULTS We included 649 patients (age 62.0 ± 9.0 years, 63.5% male) on statin therapy and 205 (31.5%) experienced atherosclerotic statin nonresponse. Age, diabetes, hypertension, and all atherosclerotic plaque features measured at baseline scan (high-risk plaque [HRP] features, calcified and noncalcified PAV, and lumen volume) were significantly different between patients with and without atherosclerotic statin nonresponse, whereas only diabetes, number of HRP features, and noncalcified and calcified PAV were independently associated with atherosclerotic statin nonresponse (odds ratio [OR]: 1.41 [95% CI: 0.95-2.11], OR: 1.15 [95% CI: 1.09-1.21], OR: 1.06 [95% CI: 1.02-1.10], OR: 1.07 [95% CI: 1.03-1.12], respectively). For the secondary endpoint (N = 125, 19.2%), only noncalcified PAV and number of HRP features were the independent determinants (OR: 1.08 [95% CI: 1.03-1.13] and OR: 1.21 [95% CI: 1.06-1.21], respectively). CONCLUSIONS In patients treated with statins, baseline plaque characterization by plaque burden and HRP is associated with atherosclerotic statin nonresponse. Patients with the highest plaque burden including HRP were at highest risk for plaque progression, despite statin therapy. These patients may need additional therapies for further risk reduction.
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13
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Won KB, Lee BK, Lin FY, Hadamitzky M, Kim YJ, Sung JM, Conte E, Andreini D, Pontone G, Budoff MJ, Gottlieb I, Chun EJ, Cademartiri F, Maffei E, Marques H, de Araújo Gonçalves P, Leipsic JA, Lee SE, Shin S, Choi JH, Virmani R, Samady H, Chinnaiyan K, Berman DS, Narula J, Shaw LJ, Bax JJ, Min JK, Chang HJ. Glycemic control is independently associated with rapid progression of coronary atherosclerosis in the absence of a baseline coronary plaque burden: a retrospective case-control study from the PARADIGM registry. Cardiovasc Diabetol 2022; 21:239. [PMID: 36371222 PMCID: PMC9655903 DOI: 10.1186/s12933-022-01656-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Accepted: 09/26/2022] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND The baseline coronary plaque burden is the most important factor for rapid plaque progression (RPP) in the coronary artery. However, data on the independent predictors of RPP in the absence of a baseline coronary plaque burden are limited. Thus, this study aimed to investigate the predictors for RPP in patients without coronary plaques on baseline coronary computed tomography angiography (CCTA) images. METHODS A total of 402 patients (mean age: 57.6 ± 10.0 years, 49.3% men) without coronary plaques at baseline who underwent serial coronary CCTA were identified from the Progression of Atherosclerotic Plaque Determined by Computed Tomographic Angiography Imaging (PARADIGM) registry and included in this retrospective study. RPP was defined as an annual change of ≥ 1.0%/year in the percentage atheroma volume (PAV). RESULTS During a median inter-scan period of 3.6 years (interquartile range: 2.7-5.0 years), newly developed coronary plaques and RPP were observed in 35.6% and 4.2% of the patients, respectively. The baseline traditional risk factors, i.e., advanced age (≥ 60 years), male sex, hypertension, diabetes mellitus, hyperlipidemia, obesity, and current smoking status, were not significantly associated with the risk of RPP. Multivariate linear regression analysis showed that the serum hemoglobin A1c level (per 1% increase) measured at follow-up CCTA was independently associated with the annual change in the PAV (β: 0.098, 95% confidence interval [CI]: 0.048-0.149; P < 0.001). The multiple logistic regression models showed that the serum hemoglobin A1c level had an independent and positive association with the risk of RPP. The optimal predictive cut-off value of the hemoglobin A1c level for RPP was 7.05% (sensitivity: 80.0%, specificity: 86.7%; area under curve: 0.816 [95% CI: 0.574-0.999]; P = 0.017). CONCLUSION In this retrospective case-control study, the glycemic control status was strongly associated with the risk of RPP in patients without a baseline coronary plaque burden. This suggests that regular monitoring of the glycemic control status might be helpful for preventing the rapid progression of coronary atherosclerosis irrespective of the baseline risk factors. Further randomized investigations are necessary to confirm the results of our study. TRIAL REGISTRATION ClinicalTrials.gov NCT02803411.
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Affiliation(s)
- Ki-Bum Won
- grid.470090.a0000 0004 1792 3864Department of Cardiology, Dongguk University Ilsan Hospital, Dongguk University College of Medicine, Goyang, South Korea ,grid.15444.300000 0004 0470 5454Department of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea ,grid.15444.300000 0004 0470 5454Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Byoung Kwon Lee
- grid.15444.300000 0004 0470 5454Department of Cardiology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Fay Y. Lin
- grid.5386.8000000041936877XDepartment of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY USA
| | - Martin Hadamitzky
- grid.472754.70000 0001 0695 783XDepartment of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Yong-Jin Kim
- grid.412484.f0000 0001 0302 820XDepartment of Cardiology, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | - Ji Min Sung
- grid.15444.300000 0004 0470 5454Department of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea ,grid.15444.300000 0004 0470 5454Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Edoardo Conte
- grid.4708.b0000 0004 1757 2822Ospedale Galeazzi-Sant Ambrogio IRCCS, University of Milan, Milan, Italy
| | - Daniele Andreini
- grid.418230.c0000 0004 1760 1750Centro Cardiologico Monzino, IRCCS, Milan, Italy
| | - Gianluca Pontone
- grid.418230.c0000 0004 1760 1750Centro Cardiologico Monzino, IRCCS, Milan, Italy
| | - Matthew J. Budoff
- grid.239844.00000 0001 0157 6501Department of Medicine, Lundquist Institute at Harbor UCLA Medical Center, Torrance, CA USA
| | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Eun Ju Chun
- grid.412480.b0000 0004 0647 3378Seoul National University Bundang Hospital, Sungnam, South Korea
| | | | - Erica Maffei
- Department of Radiology, Fondazione Monasterio/CNR, Pisa/Massa, Italy
| | - Hugo Marques
- grid.414429.e0000 0001 0163 5700UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisboa, Portugal
| | - Pedro de Araújo Gonçalves
- grid.414429.e0000 0001 0163 5700UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisboa, Portugal ,grid.10772.330000000121511713Nova Medical School, Lisbon, Portugal
| | - Jonathon A. Leipsic
- grid.17091.3e0000 0001 2288 9830Department of Medicine and Radiology, University of British Columbia, Vancouver, BC Canada
| | - Sang-Eun Lee
- grid.255649.90000 0001 2171 7754Department of Cardiology, Ewha Womans University Seoul Hospital, Seoul, Seoul Korea
| | - Sanghoon Shin
- grid.255649.90000 0001 2171 7754Department of Cardiology, Ewha Womans University Seoul Hospital, Seoul, Seoul Korea
| | - Jung Hyun Choi
- grid.412588.20000 0000 8611 7824Department of Cardiology, Pusan University Hospital, Busan, South Korea
| | - Renu Virmani
- grid.417701.40000 0004 0465 0326Department of Pathology, CVPath Institute, Gaithersburg, MD USA
| | - Habib Samady
- grid.189967.80000 0001 0941 6502Department of Cardiology, Emory University School of Medicine, Atlanta, GA USA
| | - Kavitha Chinnaiyan
- grid.417118.a0000 0004 0435 1924Department of Cardiology, William Beaumont Hospital, Royal Oak, MI USA
| | - Daniel S. Berman
- grid.50956.3f0000 0001 2152 9905Department of Imaging and Medicine, Cedars Sinai Medical Center, Los Angeles, CA USA
| | - Jagat Narula
- grid.59734.3c0000 0001 0670 2351Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Leslee J. Shaw
- grid.59734.3c0000 0001 0670 2351Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Jeroen J. Bax
- grid.10419.3d0000000089452978Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
| | - James K. Min
- grid.5386.8000000041936877XDepartment of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY USA
| | - Hyuk-Jae Chang
- grid.15444.300000 0004 0470 5454Department of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea ,grid.15444.300000 0004 0470 5454Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea ,grid.15444.300000 0004 0470 5454Department of Cardiology, Severance Cardiovascular Hospital, Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, 03722 Seoul, South Korea
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14
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van den Hoogen IJ, Stuijfzand WJ, Gianni U, van Rosendael AR, Bax AM, Lu Y, Tantawy SW, Hollenberg EJ, Andreini D, Al-Mallah MH, Cademartiri F, Chinnaiyan K, Chow BJW, Conte E, Cury RC, Feuchtner G, Gonçalves PDA, Hadamitzky M, Kim YJ, Leipsic J, Maffei E, Marques H, Plank F, Pontone G, Villines TC, Lee SE, Al'Aref SJ, Baskaran L, Danad I, Gransar H, Budoff MJ, Samady H, Virmani R, Berman DS, Chang HJ, Narula J, Min JK, Bax JJ, Lin FY, Shaw LJ. Early versus late acute coronary syndrome risk patterns of coronary atherosclerotic plaque. Eur Heart J Cardiovasc Imaging 2022; 23:1314-1323. [PMID: 35904766 DOI: 10.1093/ehjci/jeac114] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Revised: 05/02/2022] [Accepted: 05/31/2022] [Indexed: 11/13/2022] Open
Abstract
AIMS The temporal instability of coronary atherosclerotic plaque preceding an incident acute coronary syndrome (ACS) is not well defined. We sought to examine differences in the volume and composition of coronary atherosclerosis between patients experiencing an early (≤90 days) versus late ACS (>90 days) after baseline coronary computed tomography angiography (CCTA). METHODS AND RESULTS From a multicenter study, we enrolled patients who underwent a clinically indicated baseline CCTA and experienced ACS during follow-up. Separate core laboratories performed blinded adjudication of ACS events and quantification of CCTA including compositional plaque volumes by Hounsfield units (HU): calcified plaque >350 HU, fibrous plaque 131-350 HU, fibrofatty plaque 31-130 HU and necrotic core <30 HU. In 234 patients (mean age 62 ± 12 years, 36% women), early and late ACS occurred in 129 and 105 patients after a mean of 395 ± 622 days, respectively. Patients with early ACS had a greater maximal diameter stenosis and maximal cross-sectional plaque burden as compared to patients with late ACS (P < 0.05). Larger total, fibrous, fibrofatty, and necrotic core volumes were observed in the early ACS group (P < 0.05). Findings for total, fibrous, fibrofatty, and necrotic core volumes were reproduced in an external validation cohort (P < 0.05). CONCLUSIONS Volumetric differences in composition of coronary atherosclerosis exist between ACS patients according to their timing antecedent to the acute event. These data support that a large burden of non-calcified plaque on CCTA is strongly associated with near-term plaque instability and ACS risk.
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Affiliation(s)
- Inge J van den Hoogen
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA.,Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Wijnand J Stuijfzand
- Amsterdam University Medical Center, VU University Medical Center, Amsterdam, the Netherlands
| | - Umberto Gianni
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | | | - A Maxim Bax
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA.,Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Yao Lu
- Department of Healthcare Policy and Research, New York-Presbyterian Hospital and the Weill Cornell Medical College, New York, NY, USA
| | - Sara W Tantawy
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA.,Faculty of Medicine, Department of Radiology, Ain Shams University, Cairo, Egypt
| | - Emma J Hollenberg
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | | | - Mouaz H Al-Mallah
- Houston Methodist DeBakey Heart & Vascular Center, Houston Methodist Hospital, Houston, TX, USA
| | | | | | - Benjamin J W Chow
- Department of Medicine and Radiology, University of Ottawa, Ottawa, Ontario, Canada
| | - Edoardo Conte
- Centro Cardiologico Monzino, IRCCS Milan, Milan, Italy
| | - Ricardo C Cury
- Department of Radiology, Miami Cardiac and Vascular Institute, Miami, FL, USA
| | - Gudrun Feuchtner
- Department of Radiology, Medical University of Innsbruck, Innsbruck, Austria
| | | | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Yong-Jin Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | - Jonathon Leipsic
- Department of Medicine and Radiology, University of British Columbia, Vancouver, BC, Canada
| | - Erica Maffei
- Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy
| | - Hugo Marques
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal
| | - Fabian Plank
- Department of Cardiology, Innsbruck Medical University, Innsbruck, Austria
| | | | - Todd C Villines
- Department of Medicine, University of Virginia Health System, Charlottesville, VA, USA
| | - Sang-Eun Lee
- Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Seoul, Korea.,Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Subhi J Al'Aref
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Lohendran Baskaran
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA.,Department of Cardiovascular Medicine, National Heart Centre, Singapore
| | - Ibrahim Danad
- Amsterdam University Medical Center, VU University Medical Center, Amsterdam, the Netherlands
| | - Heidi Gransar
- Department of Imaging, Cedars Sinai Medical Center, Los Angeles, CA, USA
| | - Matthew J Budoff
- Department of Medicine, Lundquist Institute at Harbor UCLA Medical Center, Torrance, CA, USA
| | - Habib Samady
- Division of Cardiology, Emory University School of Medicine, Atlanta, GA, USA
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, MD, USA
| | - Daniel S Berman
- Department of Imaging and Medicine, Cedars Sinai Medical Center, Los Angeles, CA, USA
| | - Hyuk-Jae Chang
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Jagat Narula
- Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, and Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, New York, NY, USA
| | | | - Jeroen J Bax
- Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Fay Y Lin
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Leslee J Shaw
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
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15
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Berg AR, Hong CG, Svirydava M, Li H, Parel PM, Florida E, O'Hagan R, Pantoja CJ, Lateef SS, Anzenberg P, Harrington CL, Ward G, Zhou W, Sorokin AV, Chen MY, Teague HL, Buckler AJ, Playford MP, Gelfand JM, Mehta NN. Association of S100A8/A9 with lipid-rich necrotic core and treatment with biologic therapy in patients with psoriasis: results from an observational cohort study. J Invest Dermatol 2022; 142:2909-2919. [PMID: 35750149 DOI: 10.1016/j.jid.2022.05.1085] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Revised: 04/21/2022] [Accepted: 05/11/2022] [Indexed: 12/20/2022]
Abstract
Psoriasis is a systemic inflammatory disease with increased risk of atherosclerotic events and premature cardiovascular disease. S100A7, A8/A9, and A12 are protein complexes that are produced by activated neutrophils, monocytes, and keratinocytes in psoriasis. Lipid-rich necrotic core (LRNC) is a high-risk coronary plaque feature previously found to be associated with cardiovascular risk factors and psoriasis severity. LRNC can decrease with biologic therapy, but how this occurs remains unknown. We investigated the relationship between S100 proteins, LRNC, and biologic therapy in psoriasis. S100A8/A9 associated with LRNC in fully adjusted models (β = 0.27, P = 0.009, n=125 psoriasis patients with available coronary CT angiography scans, LRNC analyses, and serum S100A7, S100A8, S100A9, S100A12, and S100A8/A9 levels). At one year, in patients receiving biologic therapy (36 of 73 patients had 1-year CCTA scans available), a 79% reduction in S100A8/A9 levels (-172 (-291.7-26.4) vs -29.9 (-137.9- 50.5) P = 0.04) and a 0.6 mm2 reduction in average LRNC area (0.04 (-0.48-0.77) vs -0.56 (-1.8- 0.13); P = 0.02) were noted. These results highlight the potential role of S100A8/A9 in the development of high-risk coronary plaque in psoriasis.
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Affiliation(s)
- Alexander R Berg
- Section of Inflammation and Cardiometabolic Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Christin G Hong
- Section of Inflammation and Cardiometabolic Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Maryia Svirydava
- Section of Inflammation and Cardiometabolic Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Haiou Li
- Section of Inflammation and Cardiometabolic Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Philip M Parel
- Section of Inflammation and Cardiometabolic Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Elizabeth Florida
- Section of Inflammation and Cardiometabolic Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Ross O'Hagan
- Section of Inflammation and Cardiometabolic Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Carla J Pantoja
- Section of Inflammation and Cardiometabolic Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Sundus S Lateef
- Section of Inflammation and Cardiometabolic Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Paula Anzenberg
- Section of Inflammation and Cardiometabolic Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Charlotte L Harrington
- Section of Inflammation and Cardiometabolic Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Grace Ward
- St. Jude's Research Hospital, Memphis, TN
| | - Wunan Zhou
- Section of Inflammation and Cardiometabolic Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Alexander V Sorokin
- Section of Inflammation and Cardiometabolic Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Marcus Y Chen
- Section of Inflammation and Cardiometabolic Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Heather L Teague
- Section of Inflammation and Cardiometabolic Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | | | - Martin P Playford
- Section of Inflammation and Cardiometabolic Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Joel M Gelfand
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA
| | - Nehal N Mehta
- Section of Inflammation and Cardiometabolic Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD.
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16
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Won K, Park H, Heo R, Lee BK, Lin FY, Hadamitzky M, Kim Y, Sung JM, Conte E, Andreini D, Pontone G, Budoff MJ, Gottlieb I, Chun EJ, Cademartiri F, Maffei E, Marques H, Gonçalves PDA, Leipsic JA, Lee S, Shin S, Choi JH, Virmani R, Samady H, Chinnaiyan K, Berman DS, Narula J, Bax JJ, Min JK, Chang H. Longitudinal quantitative assessment of coronary atherosclerosis related to normal systolic blood pressure maintenance in the absence of established cardiovascular disease. Clin Cardiol 2022; 45:873-881. [PMID: 35673995 PMCID: PMC9346967 DOI: 10.1002/clc.23870] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Revised: 05/24/2022] [Accepted: 05/27/2022] [Indexed: 12/29/2022] Open
Abstract
BACKGROUND Atherosclerosis-related adverse events are commonly observed even in conditions with low cardiovascular (CV) risk. Longitudinal data regarding the association of normal systolic blood pressure maintenance (SBPmaintain ) with coronary plaque volume changes (PVC) has been limited in adults without traditional CV disease. HYPOTHESIS Normal SBPmaintain is important to attenuate coronary atherosclerosis progression in adults without baseline CV disease. METHODS We analyzed 95 adults (56.7 ± 8.5 years; 40.0% men) without baseline CV disease who underwent serial coronary computed tomographic angiography with mean 3.5 years of follow-up. All participants were divided into two groups of normal SBPmaintain (follow-up SBP < 120 mm Hg) and ≥elevated SBPmaintain (follow-up SBP ≥ 120 mm Hg). Annualized PVC was defined as PVC divided by the interscan period. RESULTS Compared to participants with normal SBPmaintain , those with ≥elevated SBPmaintain had higher annualized total PVC (mm3 /year) (0.0 [0.0-2.2] vs. 4.1 [0.0-13.0]; p < .001). Baseline total plaque volume (β = .10) and the levels of SBPmaintain (β = .23) and follow-up high-density lipoprotein cholesterol (β = -0.28) were associated with annualized total PVC (all p < .05). The optimal cutoff of SBPmaintain for predicting plaque progression was 118.5 mm Hg (sensitivity: 78.2%, specificity: 62.5%; area under curve: 0.700; 95% confidence interval [CI]: 0.59-0.81; p < .05). SBPmaintain ≥ 118.5 mm Hg (odds ratio [OR]: 4.03; 95% CI: 1.51-10.75) and baseline total plaque volume (OR: 1.03; 95% CI: 1.01-1.06) independently influenced coronary plaque progression (all p < .05). CONCLUSION Normal SBPmaintain is substantial to attenuate coronary atherosclerosis progression in conditions without established CV disease.
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Affiliation(s)
- Ki‐Bum Won
- Department of Cardiology, Dongguk University Ilsan HospitalDongguk University College of MedicineGoyangSouth Korea,Department of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of MedicineYonsei University Health SystemSeoulSouth Korea,Yonsei‐Cedars‐Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of MedicineYonsei University Health SystemSeoulSouth Korea
| | - Hyung‐Bok Park
- Yonsei‐Cedars‐Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of MedicineYonsei University Health SystemSeoulSouth Korea,Department of CardiologyCatholic Kwandong University International St. Mary's HospitalIncheonSouth Korea
| | - Ran Heo
- Yonsei‐Cedars‐Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of MedicineYonsei University Health SystemSeoulSouth Korea,Department of Cardiology, Hanyang University Seoul HospitalHanyang University College of MedicineSeoulSouth Korea
| | - Byoung Kwon Lee
- Department of Cardiology, Gangnam Severance HospitalYonsei University College of MedicineSeoulKorea
| | - Fay Y. Lin
- Department of RadiologyNew York‐Presbyterian Hospital and Weill Cornell MedicineNew YorkNew YorkUSA
| | - Martin Hadamitzky
- Department of Radiology and Nuclear MedicineGerman Heart Center MunichMunichGermany
| | - Yong‐Jin Kim
- Division of Cardiology, Seoul National University College of Medicine, Cardiovascular CenterSeoul National University HospitalSeoulSouth Korea
| | - Ji Min Sung
- Department of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of MedicineYonsei University Health SystemSeoulSouth Korea,Yonsei‐Cedars‐Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of MedicineYonsei University Health SystemSeoulSouth Korea
| | | | | | | | - Matthew J. Budoff
- Department of MedicineLundquist Institute at Harbor UCLA Medical CenterTorranceCaliforniaUSA
| | - Ilan Gottlieb
- Department of RadiologyCasa de Saude São JoseRio de JaneiroBrazil
| | - Eun Ju Chun
- Seoul National University Bundang HospitalSungnamSouth Korea
| | | | - Erica Maffei
- Department of RadiologyArea Vasta 1/ASUR MarcheUrbinoItaly
| | - Hugo Marques
- UNICA, Unit of Cardiovascular Imaging, Hospital da LuzLisboaPortugal
| | - Pedro de Araújo Gonçalves
- UNICA, Unit of Cardiovascular Imaging, Hospital da LuzLisboaPortugal,Nova Medical SchoolLisbonPortugal
| | - Jonathon A. Leipsic
- Department of Medicine and RadiologyUniversity of British ColumbiaVancouverBritish ColumbiaCanada
| | - Sang‐Eun Lee
- Yonsei‐Cedars‐Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of MedicineYonsei University Health SystemSeoulSouth Korea,Department of CardiologyEwha Womans University Seoul HospitalSeoulKorea
| | - Sanghoon Shin
- Yonsei‐Cedars‐Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of MedicineYonsei University Health SystemSeoulSouth Korea,Department of CardiologyEwha Womans University Seoul HospitalSeoulKorea
| | - Jung Hyun Choi
- Department of CardiologyPusan University HospitalBusanSouth Korea
| | - Renu Virmani
- Department of PathologyCVPath InstituteGaithersburgMarylandUSA
| | - Habib Samady
- Department of CardiologyEmory University School of MedicineAtlantaGeorgiaUSA
| | | | - Daniel S. Berman
- Department of Imaging and MedicineCedars Sinai Medical CenterLos AngelesCaliforniaUSA
| | - Jagat Narula
- Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, and Marie‐Josée and Henry R. Kravis Center for Cardiovascular HealthNew YorkNew YorkUSA
| | - Jeroen J. Bax
- Department of CardiologyLeiden University Medical CenterLeidenThe Netherlands
| | - James K. Min
- Department of RadiologyNew York‐Presbyterian Hospital and Weill Cornell MedicineNew YorkNew YorkUSA
| | - Hyuk‐Jae Chang
- Department of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of MedicineYonsei University Health SystemSeoulSouth Korea,Yonsei‐Cedars‐Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of MedicineYonsei University Health SystemSeoulSouth Korea
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17
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Won KB, Lee BK, Heo R, Park HB, Lin FY, Hadamitzky M, Kim YJ, Sung JM, Conte E, Andreini D, Pontone G, Budoff MJ, Gottlieb I, Chun EJ, Cademartiri F, Maffei E, Marques H, de Araújo Gonçalves P, Leipsic JA, Lee SE, Shin S, Choi JH, Virmani R, Samady H, Chinnaiyan K, Berman DS, Narula J, Bax JJ, Min JK, Chang HJ. Longitudinal Quantitative Assessment of Coronary Atherosclerotic Plaque Burden Related to Serum Hemoglobin Levels. JACC: ASIA 2022; 2:311-319. [PMID: 36338409 PMCID: PMC9627907 DOI: 10.1016/j.jacasi.2021.10.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Revised: 10/25/2021] [Accepted: 10/30/2021] [Indexed: 11/19/2022]
Abstract
Background Despite a potential role of hemoglobin in atherosclerosis, data on coronary plaque volume changes (PVC) related to serum hemoglobin levels are limited. Objectives The authors sought to evaluate coronary atherosclerotic plaque burden changes related to serum hemoglobin levels using serial coronary computed tomographic angiography (CCTA). Methods A total of 830 subjects (age 61 ± 10 years, 51.9% male) who underwent serial CCTA were analyzed. The median interscan period was 3.2 (IQR: 2.5-4.4) years. Quantitative assessment of coronary plaques was performed at both scans. All participants were stratified into 4 groups based on the quartile of baseline hemoglobin levels. Annualized total PVC (mm3/year) was defined as total PVC divided by the interscan period. Results Baseline total plaque volume (mm3) was not different among all groups (group I [lowest]: 34.1 [IQR: 0.0-127.4] vs group II: 28.8 [IQR: 0.0-123.0] vs group III: 49.9 [IQR: 5.6-135.0] vs group IV [highest]: 34.3 [IQR: 0.0-130.7]; P = 0.235). During follow-up, serum hemoglobin level changes (Δ hemoglobin; per 1 g/dL) was related to annualized total PVC (β = −0.114) in overall participants (P < 0.05). After adjusting for age, sex, traditional risk factors, baseline hemoglobin and creatinine levels, baseline total plaque volume, and the use of aspirin, beta-blocker, angiotensin-converting enzyme inhibitor or angiotensin receptor blocker, and statin, Δ hemoglobin significantly affected annualized total PVC in only the composite of groups I and II (β = −2.401; P = 0.004). Conclusions Serial CCTA findings suggest that Δ hemoglobin has an independent effect on coronary atherosclerosis. This effect might be influenced by baseline hemoglobin levels. (Progression of Atherosclerotic Plaque Determined by Computed Tomographic Angiography Imaging [PARADIGM]; NCT02803411)
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Affiliation(s)
- Ki-Bum Won
- Cardiovascular Center, Dongguk University Ilsan Hospital, Goyang, South Korea
- Department of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Seoul, South Korea
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University Health System, Seoul, South Korea
| | - Byoung Kwon Lee
- Department of Cardiology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
- Address for correspondence: Dr Byoung Kwon Lee, Department of Cardiology, Gangnam Severance Hospital, Yonsei University College of Medicine, 211 Eonju-ro, Gangnam-gu, Seoul 06237, South Korea.
| | - Ran Heo
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University Health System, Seoul, South Korea
- Department of Cardiology, Hanyang University Seoul Hospital, Hanyang University College of Medicine, Seoul, South Korea
| | - Hyung-Bok Park
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University Health System, Seoul, South Korea
- Department of Cardiology, Catholic Kwandong University International St. Mary’s Hospital, Incheon, South Korea
| | - Fay Y. Lin
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, New York, USA
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Yong-Jin Kim
- Division of Cardiology, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | - Ji Min Sung
- Department of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Seoul, South Korea
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University Health System, Seoul, South Korea
| | | | | | | | - Matthew J. Budoff
- Department of Medicine, Lundquist Institute at Harbor UCLA Medical Center, Torrance, California, USA
| | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Eun Ju Chun
- Seoul National University Bundang Hospital, Sungnam, South Korea
| | | | - Erica Maffei
- Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy
| | - Hugo Marques
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal
| | - Pedro de Araújo Gonçalves
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal
- Nova Medical School, Lisbon, Portugal
| | - Jonathon A. Leipsic
- Department of Medicine and Radiology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Sang-Eun Lee
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University Health System, Seoul, South Korea
- Department of Cardiology, Ewha Womans University Seoul Hospital, Seoul, South Korea
| | - Sanghoon Shin
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University Health System, Seoul, South Korea
- Department of Cardiology, Ewha Womans University Seoul Hospital, Seoul, South Korea
| | - Jung Hyun Choi
- Department of Cardiology, Pusan University Hospital, Busan, South Korea
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, Maryland, USA
| | - Habib Samady
- Department of Cardiology, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Kavitha Chinnaiyan
- Department of Cardiology, William Beaumont Hospital, Royal Oak, Michigan, USA
| | - Daniel S. Berman
- Department of Imaging and Medicine, Cedars Sinai Medical Center, Los Angeles, California, USA
| | - Jagat Narula
- Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, and Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, New York, New York, USA
| | - Jeroen J. Bax
- Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - James K. Min
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, New York, USA
| | - Hyuk-Jae Chang
- Department of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Seoul, South Korea
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University Health System, Seoul, South Korea
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18
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Lee SE, Sung JM, Andreini D, Al-Mallah MH, Budoff MJ, Cademartiri F, Chinnaiyan K, Choi JH, Chun EJ, Conte E, Gottlieb I, Hadamitzky M, Kim YJ, Lee BK, Leipsic JA, Maffei E, Marques H, de Araújo Gonçalves P, Pontone G, Shin S, Kitslaar PH, Reiber JH, Stone PH, Samady H, Virmani R, Narula J, Berman DS, Shaw LJ, Bax JJ, Lin FY, Min JK, Chang HJ. Association Between Changes in Perivascular Adipose Tissue Density and Plaque Progression. JACC Cardiovasc Imaging 2022; 15:1760-1767. [DOI: 10.1016/j.jcmg.2022.04.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Revised: 04/11/2022] [Accepted: 04/19/2022] [Indexed: 11/30/2022]
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19
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Williams MC, Earls JP, Hecht H. Quantitative assessment of atherosclerotic plaque, recent progress and current limitations. J Cardiovasc Comput Tomogr 2022; 16:124-137. [PMID: 34326003 DOI: 10.1016/j.jcct.2021.07.001] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2021] [Revised: 06/29/2021] [Accepted: 07/09/2021] [Indexed: 12/11/2022]
Abstract
An important advantage of computed tomography coronary angiography (CCTA) is its ability to visualize the presence and severity of atherosclerotic plaque, rather than just assessing coronary artery stenoses. Until recently, assessment of plaque subtypes on CCTA relied on visual assessment of the extent of calcified/non-calcified plaque, or visually identifying high-risk plaque characteristics. Recent software developments facilitate the quantitative assessment of plaque volume or burden on CCTA, and the identification of subtypes of plaque based on their attenuation density. These techniques have shown promise in single and multicenter studies, demonstrating that the amount and type of plaque are associated with subsequent cardiac events. However, there are a number of limitations to the application of these techniques, including the limitations imposed by the spatial resolution of current CT scanners, challenges from variations between reconstruction algorithms, and the additional time to perform these assessments. At present, these are a valuable research technique, but not yet part of routine clinical practice. Future advances that improve CT resolution, standardize acquisition techniques and reconstruction algorithms and automate image analysis will improve the clinical utility of these techniques. This review will discuss the technical aspects of quantitative plaque analysis and present pro and con arguments for the routine use of quantitative plaque analysis on CCTA.
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Affiliation(s)
- Michelle C Williams
- BHF Centre for Cardiovascular Science, University of Edinburgh, Edinburgh, UK.
| | - James P Earls
- George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Harvey Hecht
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
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20
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Pontone G, Rossi A, Guglielmo M, Dweck MR, Gaemperli O, Nieman K, Pugliese F, Maurovich-Horvat P, Gimelli A, Cosyns B, Achenbach S. Clinical applications of cardiac computed tomography: a consensus paper of the European Association of Cardiovascular Imaging-part II. Eur Heart J Cardiovasc Imaging 2022; 23:e136-e161. [PMID: 35175348 PMCID: PMC8944330 DOI: 10.1093/ehjci/jeab292] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/23/2021] [Accepted: 12/28/2021] [Indexed: 11/12/2022] Open
Abstract
Cardiac computed tomography (CT) was initially developed as a non-invasive diagnostic tool to detect and quantify coronary stenosis. Thanks to the rapid technological development, cardiac CT has become a comprehensive imaging modality which offers anatomical and functional information to guide patient management. This is the second of two complementary documents endorsed by the European Association of Cardiovascular Imaging aiming to give updated indications on the appropriate use of cardiac CT in different clinical scenarios. In this article, emerging CT technologies and biomarkers, such as CT-derived fractional flow reserve, perfusion imaging, and pericoronary adipose tissue attenuation, are described. In addition, the role of cardiac CT in the evaluation of atherosclerotic plaque, cardiomyopathies, structural heart disease, and congenital heart disease is revised.
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Affiliation(s)
- Gianluca Pontone
- Corresponding author. Tel: +39 02 58002574; Fax: +39 02 58002231. E-mail:
| | | | - Marco Guglielmo
- Centro Cardiologico Monzino IRCCS, Via C. Parea 4, 20138 Milan, Italy
| | - Marc R Dweck
- Centre for Cardiovascular Sciences, University of Edinburgh, Edinburgh, UK
| | | | - Koen Nieman
- Department of Radiology and Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Francesca Pugliese
- Department of Cardiology, Barts Heart Centre, Barts Health NHS Trust, London, UK,Centre for Cardiovascular Medicine and Devices, William Harvey Research Institute, Queen Mary University of London, London, UK
| | - Pal Maurovich-Horvat
- MTA-SE Cardiovascular Imaging Research Group, Medical Imaging Centre, Semmelweis University, Budapest, Hungary
| | - Alessia Gimelli
- Fondazione CNR/Regione Toscana “Gabriele Monasterio”, Pisa, Italy
| | - Bernard Cosyns
- Department of Cardiology, CHVZ (Centrum voor Hart en Vaatziekten), ICMI (In Vivo Cellular and Molecular Imaging) Laboratory, Universitair ziekenhuis Brussel, Brussel, Belgium
| | - Stephan Achenbach
- Department of Cardiology, Friedrich-Alexander-University of Erlangen, Erlangen, Germany
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21
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OUP accepted manuscript. Eur Heart J Cardiovasc Imaging 2022; 23:1171-1179. [DOI: 10.1093/ehjci/jeac029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/06/2021] [Indexed: 11/13/2022] Open
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22
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OUP accepted manuscript. Eur Heart J Cardiovasc Imaging 2022; 23:1482-1491. [DOI: 10.1093/ehjci/jeac044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/29/2021] [Indexed: 11/13/2022] Open
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23
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Takagi H, Leipsic JA, Indraratna P, Gulsin G, Khasanova E, Tzimas G, Lin FY, Shaw LJ, Lee SE, Andreini D, Al-Mallah MH, Budoff MJ, Cademartiri F, Chinnaiyan K, Choi JH, Conte E, Marques H, de Araújo Gonçalves P, Gottlieb I, Hadamitzky M, Maffei E, Pontone G, Shin S, Kim YJ, Lee BK, Chun EJ, Sung JM, Virmani R, Samady H, Stone PH, Berman DS, Narula J, Bax JJ, Chang HJ. Association of Tube Voltage With Plaque Composition on Coronary CT Angiography: Results From PARADIGM Registry. JACC Cardiovasc Imaging 2021; 14:2429-2440. [PMID: 34419398 DOI: 10.1016/j.jcmg.2021.07.011] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/22/2021] [Revised: 07/06/2021] [Accepted: 07/08/2021] [Indexed: 11/16/2022]
Abstract
OBJECTIVES This study sought to investigate the impact of low tube voltage scanning heterogeneity of coronary luminal attenuation on plaque quantification and characterization with coronary computed tomography angiography (CCTA). BACKGROUND The impact of low tube voltage and coronary luminal attenuation on quantitative coronary plaque remains uncertain. METHODS A total of 1,236 consecutive patients (age: 60 ± 9 years; 41% female) who underwent serial CCTA at an interval of ≥2 years were included from an international registry. Patients with prior revascularization or nonanalyzable coronary CTAs were excluded. Total coronary plaque volume was assessed and subclassified based on specific Hounsfield unit (HU) threshold: necrotic core, fibrofatty plaque, and fibrous plaque and dense calcium. Luminal attenuation was measured in the aorta. RESULTS With increasing luminal HU (<350, 350-500, and >500 HU), percent calcified plaque was increased (16%, 27%, and 40% in the median; P < 0.001), and fibrofatty plaque (26%, 13%, and 4%; P < 0.001) and necrotic core (1.6%, 0.3%, and 0.0%; P < 0.001) were decreased. Higher tube voltage scanning (80, 100, and 120 kV) resulted in decreasing luminal attenuation (689 ± 135, 497 ± 89, and 391 ± 73 HU; P < 0.001) and calcified plaque volume (59%, 34%, and 23%; P < 0.001) and increased fibrofatty plaque (3%, 9%, and 18%; P < 0.001) and necrotic core (0.2%, 0.1%, and 0.6%; P < 0.001). Mediation analysis showed that the impact of 100 kV on plaque composition, compared with 120 kV, was primarily caused by an indirect effect through blood pool attenuation. Tube voltage scanning of 80 kV maintained a direct effect on fibrofatty plaque and necrotic core in addition to an indirect effect through the luminal attenuation. CONCLUSIONS Low tube voltage usage affected plaque morphology, mainly through an increase in luminal HU with a resultant increase in calcified plaque and a reduction in fibrofatty and necrotic core. These findings should be considered as CCTA-based plaque measures are being used to guide medical management and, in particular, when being used as a measure of treatment response. (Progression of Atherosclerotic Plaque Determined by Computed Tomographic Angiography Imaging [PARADIGM]; NCT02803411).
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Affiliation(s)
- Hidenobu Takagi
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, British Columbia, Canada; Department of Diagnostic Radiology, Tohoku University Hospital, Miyagi, Japan
| | - Jonathon A Leipsic
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, British Columbia, Canada.
| | - Praveen Indraratna
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, British Columbia, Canada
| | - Gaurav Gulsin
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, British Columbia, Canada
| | - Elina Khasanova
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, British Columbia, Canada
| | - Georgios Tzimas
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, British Columbia, Canada
| | - Fay Y Lin
- Dalio Institute of Cardiovascular Imaging, Department of Radiology, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York, New York, USA
| | - Leslee J Shaw
- Dalio Institute of Cardiovascular Imaging, Department of Radiology, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York, New York, USA
| | - Sang-Eun Lee
- Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Seoul, Korea; Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, South Korea
| | - Daniele Andreini
- Centro Cardiologico Monzino, Istituto di Ricovero e Cura a Carattere (IRCCS) Milan, Italy
| | - Mouaz H Al-Mallah
- Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Texas, USA
| | - Matthew J Budoff
- Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, California, USA
| | | | - Kavitha Chinnaiyan
- Department of Cardiology, William Beaumont Hospital, Royal Oak, Mississippi, USA
| | | | - Edoardo Conte
- Centro Cardiologico Monzino, Istituto di Ricovero e Cura a Carattere (IRCCS) Milan, Italy
| | - Hugo Marques
- Unit of Cardiovascular Imaging, Hospital da Luz, Lisboa, Portugal
| | - Pedro de Araújo Gonçalves
- Unit of Cardiovascular Imaging, Hospital da Luz, Lisboa, Portugal; Nova Medical School, Lisboa, Portugal
| | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Erica Maffei
- Department of Radiology, Area Vasta 1/Azienda Sanitaria Unica Regionale Marche, Urbino, Italy
| | - Gianluca Pontone
- Centro Cardiologico Monzino, Istituto di Ricovero e Cura a Carattere (IRCCS) Milan, Italy
| | - Sanghoon Shin
- Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Seoul, Korea
| | - Yong-Jin Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | - Byoung Kwon Lee
- Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Eun Ju Chun
- Seoul National University Bundang Hospital, Sungnam, South Korea
| | - Ji Min Sung
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, South Korea; Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, Maryland, USA
| | - Habib Samady
- Division of Cardiology, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Peter H Stone
- Cardiovascular Division, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Daniel S Berman
- Department of Imaging and Medicine, Cedars Sinai Medical Center, Los Angeles, California, USA
| | - Jagat Narula
- Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, and Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, New York, New York, USA
| | - Jeroen J Bax
- Department of Cardiology, Heart Lung Center, Leiden University Medical Center, Leiden, the Netherlands
| | - Hyuk-Jae Chang
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, South Korea; Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
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Plaque Character and Progression According to the Location of Coronary Atherosclerotic Plaque. Am J Cardiol 2021; 158:15-22. [PMID: 34465463 DOI: 10.1016/j.amjcard.2021.07.040] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/15/2021] [Revised: 07/12/2021] [Accepted: 07/16/2021] [Indexed: 01/08/2023]
Abstract
Although acute coronary syndrome culprit lesions occur more frequently in the proximal coronary artery, whether the proximal clustering of high-risk plaque is reflected in earlier-stage atherosclerosis remains unclarified. We evaluated the longitudinal distribution of stable atherosclerotic lesions on coronary computed tomography angiography (CCTA) in 1,478 patients (mean age, 61 years; men, 58%) enrolled from a prospective multinational registry of consecutive patients undergoing serial CCTA. Of 3,202 coronary artery lesions identified, 2,140 left lesions were classified (based on the minimal lumen diameter location) into left main (LM, n = 128), proximal (n = 739), and other (n = 1,273), and 1,062 right lesions were classified into proximal (n = 355) and other (n = 707). Plaque volume (PV) was the highest in proximal lesions (median, 26.1 mm3), followed by LM (20.6 mm3) and other lesions (15.0 mm3, p <0.001), for left lesions, and was lager in proximal (25.8 mm3) than in other lesions (15.2 mm3, p <0.001) for right lesions. On both sides, proximally located lesions tended to have greater necrotic core and fibrofatty components than other lesions (left: LM, 10.6%; proximal, 5.8%; other, 3.4% of the total PV, p <0.001; right: proximal, 8.4%; other 3.1%, p <0.001), with less calcified plaque component (left: LM, 18.3%; proximal, 30.3%; other, 37.7%, p <0.001; right: proximal, 23.3%, other, 36.6%, p <0.001), and tended to progress rapidly (adjusted odds ratios: left: LM, reference; proximal, 0.95, p = 0.803; other, 0.64, p = 0.017; right: proximal, reference; other, 0.52, p <0.001). Proximally located plaques were larger, with more risky composition, and progressed more rapidly.
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Abstract
PURPOSE OF REVIEW Multicenter studies showed that the characterization of coronary atherosclerosis by coronary computed tomography (CT) angiography (CCTA) provides independent and incremental prognostic value above and beyond traditional measures of coronary artery disease (CAD) and is able to identify patients at risk of future event. Aim of the present review is to expound the major imaging plaque features associated with increased risk of coronary event and to review the data supporting the usefulness of CCTA as tool for plaque assessment and for monitoring the changes in atherosclerotic burden. RECENT FINDINGS The evaluation of coronary atherosclerosis, including the measurement of imaging risk scores (e.g. CT-adapted Leaman score) was demonstrated as independent long-term predictor of acute coronary events. In particular, qualitative (remodelling index, low-attenuation plaque, napkin-ring sign, small spotty calcifications) and quantitative (plaque burden, total-, noncalcific- and fibrofatty plaque volume) plaque features were associated with increased risk. CCTA was also demonstrated to accurately quantify plaque volume vs. intravascular ultrasound and findings from PARADIGM and EVAPORATE studies supported the use of CCTA as noninvasive tool to follow the effect of medication on plaque progression/regression. Finally, interesting relationship between plaque features, coronary physiology and biomarkers have been described. SUMMARY Latest guidelines on the management of patients with stable CAD recommended CCTA in Class I of evidence, particularly when 'information on atherosclerosis are desired', underlining the usefulness of CCTA to characterize and quantify the atherosclerotic burden.
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26
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van Rosendael AR, van den Hoogen IJ, Gianni U, Ma X, Tantawy SW, Bax AM, Lu Y, Andreini D, Al-Mallah MH, Budoff MJ, Cademartiri F, Chinnaiyan K, Choi JH, Conte E, Marques H, de Araújo Gonçalves P, Gottlieb I, Hadamitzky M, Leipsic JA, Maffei E, Pontone G, Shin S, Kim YJ, Lee BK, Chun EJ, Sung JM, Lee SE, Virmani R, Samady H, Sato Y, Stone PH, Berman DS, Narula J, Blankstein R, Min JK, Lin FY, Shaw LJ, Bax JJ, Chang HJ. Association of Statin Treatment With Progression of Coronary Atherosclerotic Plaque Composition. JAMA Cardiol 2021; 6:1257-1266. [PMID: 34406326 DOI: 10.1001/jamacardio.2021.3055] [Citation(s) in RCA: 69] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Importance The density of atherosclerotic plaque forms the basis for categorizing calcified and noncalcified morphology of plaques. Objective To assess whether alterations in plaque across a range of density measurements provide a more detailed understanding of atherosclerotic disease progression. Design, Setting, and Participants This cohort study enrolled 857 patients who underwent serial coronary computed tomography angiography 2 or more years apart and had quantitative measurements of coronary plaques throughout the entire coronary artery tree. The study was conducted from 2013 to 2016 at 13 sites in 7 countries. Main Outcomes and Measures The main outcome was progression of plaque composition of individual coronary plaques. Six plaque composition types were defined on a voxel-level basis according to the plaque attenuation (expressed in Hounsfield units [HU]): low attenuation (-30 to 75 HU), fibro-fatty (76-130 HU), fibrous (131-350 HU), low-density calcium (351-700 HU), high-density calcium (701-1000 HU), and 1K (>1000 HU). The progression rates of these 6 compositional plaque types were evaluated according to the interaction between statin use and baseline plaque volume, adjusted for risk factors and time interval between scans. Plaque progression was also examined based on baseline calcium density. Analysis was performed among lesions matched at baseline and follow-up. Data analyses were conducted from August 2019 through March 2020. Results In total, 2458 coronary lesions in 857 patients (mean [SD] age, 62.1 [8.7] years; 540 [63.0%] men; 548 [63.9%] received statin therapy) were included. Untreated coronary lesions increased in volume over time for all 6 compositional types. Statin therapy was associated with volume decreases in low-attenuation plaque (β, -0.02; 95% CI, -0.03 to -0.01; P = .001) and fibro-fatty plaque (β, -0.03; 95% CI, -0.04 to -0.02; P < .001) and greater progression of high-density calcium plaque (β, 0.02; 95% CI, 0.01-0.03; P < .001) and 1K plaque (β, 0.02; 95% CI, 0.01-0.03; P < .001). When analyses were restricted to lesions without low-attenuation plaque or fibro-fatty plaque at baseline, statin therapy was not associated with a change in overall calcified plaque volume (β, -0.03; 95% CI, -0.08 to 0.02; P = .24) but was associated with a transformation toward more dense calcium. Interaction analysis between baseline plaque volume and calcium density showed that more dense coronary calcium was associated with less plaque progression. Conclusions and Relevance The results suggest an association of statin use with greater rates of transformation of coronary atherosclerosis toward high-density calcium. A pattern of slower overall plaque progression was observed with increasing density. All findings support the concept of reduced atherosclerotic risk with increased densification of calcium.
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Affiliation(s)
- Alexander R van Rosendael
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York.,Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Inge J van den Hoogen
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York.,Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Umberto Gianni
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York.,Department of Molecular Medicine, Section of Cardiology, University of Pavia, Pavia, Italy
| | - Xiaoyue Ma
- Department of Healthcare Policy and Research, NewYork-Presbyterian Hospital and Weill Cornell Medical College, New York
| | - Sara W Tantawy
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York
| | - A Maxim Bax
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York.,Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Yao Lu
- Department of Healthcare Policy and Research, NewYork-Presbyterian Hospital and Weill Cornell Medical College, New York
| | | | - Mouaz H Al-Mallah
- Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Texas
| | - Matthew J Budoff
- Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, California
| | | | - Kavitha Chinnaiyan
- Department of Cardiology, William Beaumont Hospital, Royal Oak, Michigan
| | | | - Edoardo Conte
- Cardiovascular Imaging Center, SDN IRCCS, Naples, Italy
| | - Hugo Marques
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisboa, Portugal
| | | | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Jonathon A Leipsic
- Department of Medicine and Radiology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Erica Maffei
- Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy
| | | | - Sanghoon Shin
- Division of Cardiology, Department of Internal Medicine, Ewha Woman's University Seoul Hospital, Seoul, Korea
| | - Yong-Jin Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | - Byoung Kwon Lee
- Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Eun Ju Chun
- Seoul National University Bundang Hospital, Sungnam, South Korea
| | - Ji Min Sung
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea.,Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Sang-Eun Lee
- Division of Cardiology, Department of Internal Medicine, Ewha Woman's University Seoul Hospital, Seoul, Korea.,Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, Maryland
| | - Habib Samady
- Division of Cardiology, Emory University School of Medicine, Atlanta, Georgia
| | - Yu Sato
- Department of Pathology, CVPath Institute, Gaithersburg, Maryland
| | - Peter H Stone
- Cardiovascular Division, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Daniel S Berman
- Department of Imaging and Medicine, Cedars Sinai Medical Center, Los Angeles, California
| | - Jagat Narula
- Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, and Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, New York, New York
| | - Ron Blankstein
- Cardiovascular Division, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | | | - Fay Y Lin
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York
| | - Leslee J Shaw
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York
| | - Jeroen J Bax
- Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands.,Heart Center, University of Turku and Turku University Hospital, Turku, Finland
| | - Hyuk-Jae Chang
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea.,Ontact Health Inc, Seoul, South Korea
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27
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Ben Zekry S, Sreedharan S, Han D, Sellers S, Ahmadi AA, Blanke P, Hadamitzky M, Kim YJ, Conte E, Andreini D, Pontone G, Budoff MJ, Gottlieb I, Lee BK, Chun EJ, Cademartiri F, Maffei E, Marques H, Shin S, Choi JH, Virmani R, Samady H, Stone PH, Berman DS, Narula J, Shaw LJ, Bax JJ, Leipsic J, Chang HJ. Comparison of coronary atherosclerotic plaque progression in East Asians and Caucasians by serial coronary computed tomographic angiography: A PARADIGM substudy. J Cardiovasc Comput Tomogr 2021; 16:222-229. [PMID: 34736879 DOI: 10.1016/j.jcct.2021.09.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Accepted: 09/28/2021] [Indexed: 10/20/2022]
Abstract
OBJECTIVES To investigate potential differences in plaque progression (PP) between in East Asians and Caucasians as well as to determine clinical predictors of PP in East Asians. BACKGROUND Studies have demonstrated differences in cardiovascular risk factors as well as plaque burden and progression across different ethnic groups. METHODS The study comprised 955 East Asians (age 60.4 ± 9.3 years, 50.9% males) and 279 Caucasians (age 60.4 ± 8.6 years, 74.5% males) who underwent two serial coronary computed tomography angiography (CCTA) studies over a period of at least 24 months. Patients were enrolled and analyzed from the PARADIGM (Progression of AtheRosclerotic PlAque DetermIned by Computed TomoGraphic Angiography IMaging) registry. After propensity-score matching, plaque composition and progression were compared between East Asian and Caucasian patients. Within East Asians, the plaque progression group (defined as plaque volume at follow-up CCTA minus plaque volume at baseline CCTA> 0) was compared to the no PP group to determine clinical predictors for PP in East Asians. RESULTS In the matched cohort, baseline volumes of total plaque as well as all plaque subtypes were comparable. There was a trend towards increased annualized plaque progression among East Asians compared to Caucasians (18.3 ± 24.7 mm3/year vs 16.6 mm3/year, p = 0.054). Among East Asians, 736 (77%) had PP. East Asians with PP had more clinical risk factors and higher plaque burden at baseline (normalized total plaque volume of144.9 ± 233.3 mm3 vs 36.6 ± 84.2 mm3 for PP and no PP, respectively, p < 0.001). Multivariate logistic regression analysis showed that baseline normalized plaque volume (OR: 1.10, CI: 1.10-1.30, p < 0.001), age (OR: 1.02, CI: 1.00-1.04, p = 0.023) and body mass index (OR: 2.24, CI: 1.01-1.13, p = 0.024) were all predictors of PP in East Asians. Clinical events, driven mainly by percutaneous coronary intervention, were higher among the PP group with a total of 124 (16.8%) events compared to 22 (10.0%) in the no PP group (p = 0.014). CONCLUSION East Asians and Caucasians had comparable plaque composition and progression. Among East Asians, the PP group had a higher baseline plaque burden which was associated with greater PP and increased clinical events.
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Affiliation(s)
- Sagit Ben Zekry
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, BC, Canada
| | - Subhashaan Sreedharan
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, BC, Canada
| | - Donghee Han
- Department of Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Stephanie Sellers
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, BC, Canada; Centre for Heart Lung Innovation, St. Paul's Hospital and University of British Columbia, Vancouver, BC, Canada
| | - Amir A Ahmadi
- Centre for Heart Lung Innovation, St. Paul's Hospital and University of British Columbia, Vancouver, BC, Canada; Icahn School of Medicine at Mt. Sinai Hospital, New York, NY, USA
| | - Philipp Blanke
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, BC, Canada
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Yong-Jin Kim
- Seoul National University Hospital, Seoul, South Korea
| | | | | | | | - Matthew J Budoff
- Department of Medicine, Harbor UCLA Medical Center, Los Angeles, CA, USA
| | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Byoung Kwon Lee
- Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Eun Ju Chun
- Seoul National University Bundang Hospital, Bundang, South Korea
| | | | - Erica Maffei
- Department of Radiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | | | - Sanghoon Shin
- National Health Insurance Service Ilsan Hospital, South Korea
| | | | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, MD, USA
| | - Habib Samady
- Division of Cardiology, Emory University School of Medicine, Atlanta, GA, USA
| | - Peter H Stone
- Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Daniel S Berman
- Department of Imaging, Cedars-Sinai Medical Center, Cedars-Sinai Heart Institute, Los Angeles, CA, USA
| | - Jagat Narula
- Icahn School of Medicine at Mt. Sinai Hospital, New York, NY, USA; Zena and Michael A. Wiener Cardiovascular Institute, Marie-Josee and Henry R. Kravis Center for Cardiovascular Health, New York, NY, USA
| | | | - Jeroen J Bax
- Department of Cardiology, Heart Lung Center, Leiden University Medical Center, Leiden, the Netherlands
| | - Jonathon Leipsic
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, BC, Canada; Centre for Heart Lung Innovation, St. Paul's Hospital and University of British Columbia, Vancouver, BC, Canada.
| | - Hyuk-Jae Chang
- Division of Cardiology, Severance Cardiovascular Hospital, Integrative Cardiovascular Imaging Center, Yonsei University College of Medicine, Seoul, South Korea
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28
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van den Hoogen IJ, van Rosendael AR, Lin FY, Gianni U, Andreini D, Al-Mallah MH, Budoff MJ, Cademartiri F, Chinnaiyan K, Hyun Choi J, Conte E, Marques H, de Araújo Gonçalves P, Gottlieb I, Hadamitzky M, Leipsic J, Maffei E, Pontone G, Shin S, Kim YJ, Lee BK, Chun EJ, Sung JM, Lee SE, Berman DS, Virmani R, Samady H, Stone PH, Narula J, Chang HJ, Min JK, Shaw LJ, Bax JJ. Measurement of compensatory arterial remodelling over time with serial coronary computed tomography angiography and 3D metrics. Eur Heart J Cardiovasc Imaging 2021; 23:1336-1344. [PMID: 34468717 DOI: 10.1093/ehjci/jeab138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Indexed: 11/14/2022] Open
Abstract
AIMS The magnitude of alterations in which coronary arteries remodel and narrow over time is not well understood. We aimed to examine changes in coronary arterial remodelling and luminal narrowing by three-dimensional (3D) metrics from serial coronary computed tomography angiography (CCTA). METHODS AND RESULTS From a multicentre registry of patients with suspected coronary artery disease who underwent clinically indicated serial CCTA (median interscan interval = 3.3 years), we quantitatively measured coronary plaque, vessel, and lumen volumes on both scans. Primary outcome was the per-segment change in coronary vessel and lumen volume from a change in plaque volume, focusing on arterial remodelling. Multivariate generalized estimating equations including statins were calculated comparing associations between groups of baseline percent atheroma volume (PAV) and location within the coronary artery tree. From 1245 patients (mean age 61 ± 9 years, 39% women), a total of 5721 segments were analysed. For each 1.00 mm3 increase in plaque volume, the vessel volume increased by 0.71 mm3 [95% confidence interval (CI) 0.63 to 0.79 mm3, P < 0.001] with a corresponding reduction in lumen volume by 0.29 mm3 (95% CI -0.37 to -0.21 mm3, P < 0.001). Serial 3D arterial remodelling and luminal narrowing was similar in segments with low and high baseline PAV (P ≥ 0.496). No differences were observed between left main and non-left main segments, proximal and distal segments and side branch and non-side branch segments (P ≥ 0.281). CONCLUSIONS Over time, atherosclerotic coronary plaque reveals prominent outward arterial remodelling that co-occurs with modest luminal narrowing. These findings provide additional insight into the compensatory mechanisms involved in the progression of coronary atherosclerosis.
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Affiliation(s)
- Inge J van den Hoogen
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA.,Department of Cardiology, Leiden University Medical Center, Albinusdreef 2, 2333 ZA Leiden, The Netherlands
| | - Alexander R van Rosendael
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA.,Department of Cardiology, Leiden University Medical Center, Albinusdreef 2, 2333 ZA Leiden, The Netherlands
| | - Fay Y Lin
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Umberto Gianni
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA.,Department of Healthcare Policy and Research, New York-Presbyterian Hospital and the Weill Cornell Medical College, New York, NY, USA
| | | | - Mouaz H Al-Mallah
- Houston Methodist DeBakey Heart & Vascular Center, Houston Methodist Hospital, Houston, TX, USA
| | - Matthew J Budoff
- Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, CA, USA
| | | | | | | | | | - Hugo Marques
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisboa, Portugal
| | | | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Jonathon Leipsic
- Department of Medicine and Radiology, University of British Columbia, Vancouver, BC, Canada
| | - Erica Maffei
- Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy
| | | | - Sanghoon Shin
- Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Seoul, Korea
| | - Yong-Jin Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | - Byoung Kwon Lee
- Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Eun Ju Chun
- Seoul National University Bundang Hospital, Sungnam, South Korea
| | - Ji Min Sung
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea.,Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Sang-Eun Lee
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea.,Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Daniel S Berman
- Department of Imaging and Medicine, Cedars Sinai Medical Center, Los Angeles, CA, USA
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, MD, USA
| | - Habib Samady
- Division of Cardiology, Emory University School of Medicine, Atlanta, GA, USA
| | - Peter H Stone
- Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Jagat Narula
- Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, and Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, New York, NY, USA
| | - Hyuk-Jae Chang
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea.,Ontact Health, Inc, Seoul, South Korea
| | - James K Min
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Leslee J Shaw
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Jeroen J Bax
- Department of Cardiology, Leiden University Medical Center, Albinusdreef 2, 2333 ZA Leiden, The Netherlands
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29
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Yoon YE, Baskaran L, Lee BC, Pandey MK, Goebel B, Lee SE, Sung JM, Andreini D, Al-Mallah MH, Budoff MJ, Cademartiri F, Chinnaiyan K, Choi JH, Chun EJ, Conte E, Gottlieb I, Hadamitzky M, Kim YJ, Lee BK, Leipsic JA, Maffei E, Marques H, de Araújo Gonçalves P, Pontone G, Shin S, Narula J, Bax JJ, Lin FYH, Shaw L, Chang HJ. Differential progression of coronary atherosclerosis according to plaque composition: a cluster analysis of PARADIGM registry data. Sci Rep 2021; 11:17121. [PMID: 34429500 PMCID: PMC8385056 DOI: 10.1038/s41598-021-96616-w] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Accepted: 08/12/2021] [Indexed: 11/09/2022] Open
Abstract
Patient-specific phenotyping of coronary atherosclerosis would facilitate personalized risk assessment and preventive treatment. We explored whether unsupervised cluster analysis can categorize patients with coronary atherosclerosis according to their plaque composition, and determined how these differing plaque composition profiles impact plaque progression. Patients with coronary atherosclerotic plaque (n = 947; median age, 62 years; 59% male) were enrolled from a prospective multi-national registry of consecutive patients who underwent serial coronary computed tomography angiography (median inter-scan duration, 3.3 years). K-means clustering applied to the percent volume of each plaque component and identified 4 clusters of patients with distinct plaque composition. Cluster 1 (n = 52), which comprised mainly fibro-fatty plaque with a significant necrotic core (median, 55.7% and 16.0% of the total plaque volume, respectively), showed the least total plaque volume (PV) progression (+ 23.3 mm3), with necrotic core and fibro-fatty PV regression (− 5.7 mm3 and − 5.6 mm3, respectively). Cluster 2 (n = 219), which contained largely fibro-fatty (39.2%) and fibrous plaque (46.8%), showed fibro-fatty PV regression (− 2.4 mm3). Cluster 3 (n = 376), which comprised mostly fibrous (62.7%) and calcified plaque (23.6%), showed increasingly prominent calcified PV progression (+ 21.4 mm3). Cluster 4 (n = 300), which comprised mostly calcified plaque (58.7%), demonstrated the greatest total PV increase (+ 50.7mm3), predominantly increasing in calcified PV (+ 35.9 mm3). Multivariable analysis showed higher risk for plaque progression in Clusters 3 and 4, and higher risk for adverse cardiac events in Clusters 2, 3, and 4 compared to that in Cluster 1. Unsupervised clustering algorithms may uniquely characterize patient phenotypes with varied atherosclerotic plaque profiles, yielding distinct patterns of progressive disease and outcome.
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Affiliation(s)
- Yeonyee E Yoon
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA. .,Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea. .,Cardiovascular Center, Seoul National University Bundang Hospital, Sungnam, South Korea.
| | - Lohendran Baskaran
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA.,Department of Cardiovascular Medicine, National Heart Centre, Singapore, Singapore
| | - Benjamin C Lee
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | | | - Benjamin Goebel
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Sang-Eun Lee
- Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea.,Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Ji Min Sung
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea.,Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Daniele Andreini
- Centro Cardiologico Monzino, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Milan, Italy
| | - Mouaz H Al-Mallah
- Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, TX, USA
| | - Matthew J Budoff
- Department of Medicine, Lundquist Institute at Harbor UCLA Medical Center, Torrance, CA, USA
| | | | | | | | - Eun Ju Chun
- Cardiovascular Center, Seoul National University Bundang Hospital, Sungnam, South Korea
| | - Edoardo Conte
- Centro Cardiologico Monzino, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Milan, Italy
| | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Centre Munich, Munich, Germany
| | - Yong Jin Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | - Byoung Kwon Lee
- Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Jonathon A Leipsic
- Department of Medicine and Radiology, University of British Columbia, Vancouver, BC, Canada
| | - Erica Maffei
- Department of Radiology, Area Vasta 1/Azienda Sanitaria Unica Regionale (ASUR) Marche, Urbino, Italy
| | - Hugo Marques
- Unit of Cardiovascular Imaging, UNICA, Hospital da Luz, Lisbon, Portugal
| | - Pedro de Araújo Gonçalves
- Unit of Cardiovascular Imaging, UNICA, Hospital da Luz, Lisbon, Portugal.,NOVA Medical School, Lisbon, Portugal
| | - Gianluca Pontone
- Centro Cardiologico Monzino, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Milan, Italy
| | - Sanghoon Shin
- Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea
| | - Jagat Narula
- Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, and Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, New York, NY, USA
| | - Jeroen J Bax
- Department of Cardiology, Leiden University Medical Centre, Leiden, The Netherlands
| | - Fay Yu-Huei Lin
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Leslee Shaw
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Hyuk-Jae Chang
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea.,Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
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30
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Bax AM, van Rosendael AR, Ma X, van den Hoogen IJ, Gianni U, Tantawy SW, Hollenberg EJ, Andreini D, Al-Mallah MH, Budoff MJ, Cademartiri F, Chinnaiyan K, Choi JH, Conte E, Marques H, de Araújo Gonçalves P, Gottlieb I, Hadamitzky M, Leipsic JA, Maffei E, Pontone G, Shin S, Kim YJ, Lee BK, Chun EJ, Sung JM, Lee SE, Virmani R, Samady H, Stone PH, Berman DS, Min JK, Narula J, Lin FY, Chang HJ, Shaw LJ. Comparative differences in the atherosclerotic disease burden between the epicardial coronary arteries: quantitative plaque analysis on coronary computed tomography angiography. Eur Heart J Cardiovasc Imaging 2021; 22:322-330. [PMID: 33215192 DOI: 10.1093/ehjci/jeaa275] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Accepted: 09/18/2020] [Indexed: 12/14/2022] Open
Abstract
AIMS Anatomic series commonly report the extent and severity of coronary artery disease (CAD), regardless of location. The aim of this study was to evaluate differences in atherosclerotic plaque burden and composition across the major epicardial coronary arteries. METHODS AND RESULTS A total of 1271 patients (age 60 ± 9 years; 57% men) with suspected CAD prospectively underwent coronary computed tomography angiography (CCTA). Atherosclerotic plaque volume was quantified with categorization by composition (necrotic core, fibrofatty, fibrous, and calcified) based on Hounsfield Unit density. Per-vessel measures were compared using generalized estimating equation models. On CCTA, total plaque volume was lowest in the LCx (10.0 ± 29.4 mm3), followed by the RCA (32.8 ± 82.7 mm3; P < 0.001), and LAD (58.6 ± 83.3 mm3; P < 0.001), even when correcting for vessel length or volume. The prevalence of ≥2 high-risk plaque features, such as positive remodelling or spotty calcification, occurred less in the LCx (3.8%) when compared with the LAD (21.4%) or RCA (10.9%, P < 0.001). In the LCx, the most stenotic lesion was categorized as largely calcified more often than in the RCA and LAD (55.3% vs. 39.4% vs. 32.7%; P < 0.001). Median diameter stenosis was also lowest in the LCx (16.2%) and highest in the LAD (21.3%; P < 0.001) and located more distal along the LCx when compared with the RCA and LAD (P < 0.001). CONCLUSION Atherosclerotic plaque, irrespective of vessel volume, varied across the epicardial coronary arteries; with a significantly lower burden and different compositions in the LCx when compared with the LAD and RCA. These volumetric and compositional findings support a diverse milieu for atherosclerotic plaque development and may contribute to a varied acute coronary risk between the major epicardial coronary arteries.
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Affiliation(s)
- A Maxim Bax
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Alexander R van Rosendael
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA.,Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Xiaoyue Ma
- Department of Healthcare Policy and Research, New York-Presbyterian Hospital and the Weill Cornell Medical College, New York, NY, USA
| | - Inge J van den Hoogen
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA.,Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Umberto Gianni
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Sara W Tantawy
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Emma J Hollenberg
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Daniele Andreini
- Department of Medicine, Centro Cardiologico Monzino, IRCCS, Milan, Italy
| | - Mouaz H Al-Mallah
- Department of Cardiology, Houston Methodist DeBakey Heart & Vascular Center, Houston Methodist Hospital, Houston, TX, USA
| | - Matthew J Budoff
- Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, CA, USA
| | - Filippo Cademartiri
- Department of Radiology, Cardiovascular Imaging Center, SDN IRCCS, Naples, Italy
| | | | - Jung Hyun Choi
- Division of Cardiology, Department of Internal Medicine, Pusan University Hospital, Busan, South Korea
| | - Edoardo Conte
- Department of Medicine, Centro Cardiologico Monzino, IRCCS, Milan, Italy
| | - Hugo Marques
- Department of Radiology,UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Nova Medical School, Lisboa, Portugal
| | - Pedro de Araújo Gonçalves
- Department of Radiology,UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Nova Medical School, Lisboa, Portugal.,Department of Cardiology, NOVA Medical School, Lisboa, Portugal
| | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center, Munich, Germany
| | - Jonathon A Leipsic
- Department of Medicine and Radiology, University of British Columbia, Vancouver, BC, Canada
| | - Erica Maffei
- Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy
| | - Gianluca Pontone
- Department of Medicine, Centro Cardiologico Monzino, IRCCS, Milan, Italy
| | - Sanghoon Shin
- Division of Cardiology, Department of Internal Medicine, Ewha Woman's University Seoul Hospital, Seoul, Korea
| | - Yong-Jin Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | - Byoung Kwon Lee
- Division of Cardiology, Department of Internal Medicine, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Eun Ju Chun
- Department of Radiology, Seoul National University Bundang Hospital, Sungnam, South Korea
| | - Ji Min Sung
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea.,Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Sang-Eun Lee
- Division of Cardiology, Department of Internal Medicine, Ewha Woman's University Seoul Hospital, Seoul, Korea.,Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, MD, USA
| | - Habib Samady
- Division of Cardiology, Emory University School of Medicine, Atlanta, GA, USA
| | - Peter H Stone
- Cardiovascular Division, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Daniel S Berman
- Department of Imaging and Medicine, Cedars Sinai Medical Center, Los Angeles, CA, USA
| | | | - Jagat Narula
- Department of Cardiology, Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, and Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, New York, NY, USA
| | - Fay Y Lin
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Hyuk-Jae Chang
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea.,Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Leslee J Shaw
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
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31
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Yang S, Lee SP, Park JB, Lee H, Kang SH, Lee SE, Kim JB, Choi SY, Kim YJ, Chang HJ. PM2.5 concentration in the ambient air is a risk factor for the development of high-risk coronary plaques. Eur Heart J Cardiovasc Imaging 2021; 20:1355-1364. [PMID: 31410457 DOI: 10.1093/ehjci/jez209] [Citation(s) in RCA: 50] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/30/2019] [Accepted: 07/26/2019] [Indexed: 12/21/2022] Open
Abstract
AIMS We aimed to investigate whether long-term exposure to particulate matter with an aerodynamic diameter <2.5 μm (PM2.5) in the ambient air is related to the development or growth of coronary plaques. METHODS AND RESULTS This study involved 364 residents of Seoul, Korea, who underwent serial coronary computed tomographic angiography (CCTA) at an interval of ≥2 years. Each participant's average concentration of residential PM2.5 between the two CCTAs was calculated. Primary endpoint was the development of high-risk plaque (HRP), defined as a plaque with low attenuation, spotty calcium, and positive remodelling. Secondary endpoints were the volume increase of total plaque and its component volume. Among those without HRP at baseline (n = 341), 20 patients developed HRP at follow-up CCTA, the residential PM2.5 concentration of which was significantly higher than those without HRP at follow-up (25.8 ± 2.0 vs. 25.0 ± 1.7 μg/m3 for patients with newly developed HRP vs. patients without HRP at follow-up; P = 0.047). An increase in PM2.5 concentration was associated with increased incidence of HRP at follow-up [adjusted hazard ratio (aHR) 1.62, 95% confidence interval (CI) 1.22-2.15, P < 0.001]. In a secondary analysis, the PM2.5 concentration was associated with an increased risk of the formation of either fibrofatty or necrotic core component in newly developed plaques (aHR 1.41, 95% CI 1.23-1.61, P < 0.001), and with a higher risk of total plaque volume progression in the pre-existing plaques (aHR 1.14, 95% CI 1.05-1.23, P = 0.002). CONCLUSION Exposure to higher concentration of PM2.5 in the ambient air is significantly associated with the development of high-risk coronary plaques.
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Affiliation(s)
- Seokhun Yang
- Division of Cardiology, Department of Internal Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul 03080, Korea
| | - Seung-Pyo Lee
- Division of Cardiology, Department of Internal Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul 03080, Korea
| | - Jun-Bean Park
- Division of Cardiology, Department of Internal Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul 03080, Korea
| | - Heesun Lee
- Department of Internal Medicine, Seoul National University Hospital Healthcare System Gangnam Center, 737, Yeoksam-dong, Gangnam-gu, Seoul 06236, Korea
| | - Si-Hyuck Kang
- Department of Internal Medicine, Seoul National University Bundang Hospital, 82, Gumi-ro 173 Beon-gil, Bundang-gu, Seongnam-si, Gyeonggi-do 13620, Korea
| | - Sang-Eun Lee
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1, Yonsei-ro, Seodaemun-gu, Seoul 03722, Korea
| | - Juyong Brian Kim
- Division of Cardiovascular Medicine, Department of Medicine, Stanford University, 450 Serra Mall, Stanford, CA 94305, USA
| | - Su-Yeon Choi
- Department of Internal Medicine, Seoul National University Hospital Healthcare System Gangnam Center, 737, Yeoksam-dong, Gangnam-gu, Seoul 06236, Korea
| | - Yong-Jin Kim
- Division of Cardiology, Department of Internal Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul 03080, Korea
| | - Hyuk-Jae Chang
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1, Yonsei-ro, Seodaemun-gu, Seoul 03722, Korea
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Pennell D, Delgado V, Knuuti J, Maurovich-Horvat P, Bax JJ. The year in cardiology: imaging. Eur Heart J 2021; 41:739-747. [PMID: 31901937 DOI: 10.1093/eurheartj/ehz930] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/11/2019] [Revised: 11/28/2019] [Accepted: 12/11/2019] [Indexed: 12/31/2022] Open
Abstract
Abstract
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Affiliation(s)
- Dudley Pennell
- Cardiovascular Magnetic Resonance Unit, Royal Brompton Hospital, National Heart and Lung Institute, Imperial College, London, UK
| | - Victoria Delgado
- Department of Cardiology, Heart Lung Centre, Leiden University Medical Centre, Leiden, The Netherlands
| | - Juhani Knuuti
- Turku PET Centre, University of Turku, and Turku University Hospital, Turku, Finland
| | - Pàl Maurovich-Horvat
- MTA-SE Cardiovascular Imaging Research Group, Heart and Vascular Centre, Semmelweis University, Budapest, Hungary
| | - Jeroen J Bax
- Department of Cardiology, Heart Lung Centre, Leiden University Medical Centre, Leiden, The Netherlands
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33
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Lee SE, Sung JM, Andreini D, Al-Mallah MH, Budoff MJ, Cademartiri F, Chinnaiyan K, Choi JH, Chun EJ, Conte E, Gottlieb I, Hadamitzky M, Kim YJ, Lee BK, Leipsic JA, Maffei E, Marques H, de Araújo Gonçalves P, Pontone G, Shin S, Stone PH, Samady H, Virmani R, Narula J, Berman DS, Shaw LJ, Bax JJ, Lin FY, Min JK, Chang HJ. Association between Aortic Valve Calcification Progression and Coronary Atherosclerotic Plaque Volume Progression in the PARADIGM Registry. Radiology 2021; 300:79-86. [PMID: 33973837 DOI: 10.1148/radiol.2021202630] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Background Aortic valve calcification (AVC) is a key feature of aortic stenosis, and patients with aortic stenosis often have coronary -artery disease. Therefore, proving the association between the progression of AVC and coronary atherosclerosis could improve follow-up and treatment strategies. Purpose To explore the association between the progression of AVC and the progression of total and plaque volume composition from a large multicenter registry of serial coronary CT angiographic examinations. Materials and Methods A prospective multinational registry (PARADIGM) of consecutive participants who underwent serial coronary CT angiography at intervals of every 2 years or more was performed (January 2003-December 2015). AVC and the total and plaque volume composition at baseline and follow-up angiography were quantitatively analyzed. Plaque volumes were normalized by using the mean total analyzed vessel length of the study population. Multivariable linear mixed-effects models were constructed. Results Overall, 594 participants (mean age ± standard deviation, 62 years ± 10; 330 men) were included (mean interval between baseline and follow-up angiography, 3.9 years ± 1.5). At baseline, the AVC score was 31 Agatston units ± 117, and the normalized total plaque volume at baseline was 122 mm3 ± 219. After adjustment for age, sex, clinical risk factors, and medication use, AVC was independently associated with total plaque volume (standardized β = 0.24; 95% CI: 0.16, 0.32; P < .001) and both calcified (β = 0.26; 95% CI: 0.18, 0.34; P < .001) and noncalcified (β = 0.17; 95% CI: 0.08, 0.25; P < .001) plaque volumes at baseline. The progression of AVC was associated with the progression of total plaque volume (β = 0.13; 95% CI: 0.03, 0.22; P = .01), driven solely by calcified plaque volume (β = 0.24; 95% CI: 0.14, 0.34; P < .001) but not noncalcified plaque volumes (β = -0.06; 95% CI: -0.14, 0.03; P = .17). Conclusion The overall burden of coronary atherosclerosis was associated with aortic valve calcification at baseline. However, the progression of aortic valve calcification was associated with only the progression of calcified plaque volume but not with the -progression of noncalcified plaque volume. Clinical trial registration no. NCT02803411 © RSNA, 2021 See also the editorial by Sinitsyn in this issue.
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Affiliation(s)
- Sang-Eun Lee
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Ji Min Sung
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Daniele Andreini
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Mouaz H Al-Mallah
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Matthew J Budoff
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Filippo Cademartiri
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Kavitha Chinnaiyan
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Jung Hyun Choi
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Eun Ju Chun
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Edoardo Conte
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Ilan Gottlieb
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Martin Hadamitzky
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Yong Jin Kim
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Byoung Kwon Lee
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Jonathon A Leipsic
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Erica Maffei
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Hugo Marques
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Pedro de Araújo Gonçalves
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Gianluca Pontone
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Sanghoon Shin
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Peter H Stone
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Habib Samady
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Renu Virmani
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Jagat Narula
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Daniel S Berman
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Leslee J Shaw
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Jeroen J Bax
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Fay Y Lin
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - James K Min
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
| | - Hyuk-Jae Chang
- From the Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea (S.E.L.); Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea (S.E.L., J.M.S., H.J.C.); Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea (J.M.S., S.S., H.J.C.); Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.A., E.C., G.P.); Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Tex (M.H.A.); Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, Calif (M.J.B.); Cardiovascular Imaging Unit, SDN IRCCS, Naples, Italy (F.C.); Department of Cardiology, William Beaumont Hospital, Royal Oak, Mich (K.C.); Pusan University Hospital, Busan, South Korea (J.H.C.); Seoul National University Bundang Hospital, Seongnam, South Korea (E.J.C.); Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil (I.G.); Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany (M.H.); Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea (Y.J.K.); Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea (B.K.L.); Department of Medicine and Radiology, University of British Columbia, Vancouver, Canada (J.A.L.); Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy (E.M.); UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal (H.M., P.d.A.G.); Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, Mass (P.H.S.); Division of Cardiology, Emory University School of Medicine, Atlanta, Ga (H.S.); Department of Pathology, CVPath Institute, Gaithersburg, Md (R.V.); Icahn School of Medicine at Mount Sinai, New York, NY (J.N.); Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, Calif (D.S.B.); Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY (L.J.S., F.Y.L., J.K.M.); Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands (J.J.B.)
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Machine Learning Quantitation of Cardiovascular and Cerebrovascular Disease: A Systematic Review of Clinical Applications. Diagnostics (Basel) 2021; 11:diagnostics11030551. [PMID: 33808677 PMCID: PMC8003459 DOI: 10.3390/diagnostics11030551] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2021] [Revised: 03/12/2021] [Accepted: 03/16/2021] [Indexed: 01/10/2023] Open
Abstract
Research into machine learning (ML) for clinical vascular analysis, such as those useful for stroke and coronary artery disease, varies greatly between imaging modalities and vascular regions. Limited accessibility to large diverse patient imaging datasets, as well as a lack of transparency in specific methods, are obstacles to further development. This paper reviews the current status of quantitative vascular ML, identifying advantages and disadvantages common to all imaging modalities. Literature from the past 8 years was systematically collected from MEDLINE® and Scopus database searches in January 2021. Papers satisfying all search criteria, including a minimum of 50 patients, were further analysed and extracted of relevant data, for a total of 47 publications. Current ML image segmentation, disease risk prediction, and pathology quantitation methods have shown sensitivities and specificities over 70%, compared to expert manual analysis or invasive quantitation. Despite this, inconsistencies in methodology and the reporting of results have prevented inter-model comparison, impeding the identification of approaches with the greatest potential. The clinical potential of this technology has been well demonstrated in Computed Tomography of coronary artery disease, but remains practically limited in other modalities and body regions, particularly due to a lack of routine invasive reference measurements and patient datasets.
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The Napkin-Ring Sign – the Story Behind Invasive Coronary Angiography. JOURNAL OF INTERDISCIPLINARY MEDICINE 2021. [DOI: 10.2478/jim-2021-0006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Abstract
Coronary artery disease (CAD) represents one of the leading causes of morbidity and mortality across Europe. Most of the patients do not experience any warning sign before the coronary event develops, therefore screening this group of patients is essential to prevent major cardiac events. Coronary computed tomography angiography (CCTA) offers a noninvasive approach of the coronary arteries, providing information not only on the presence and severity of the coronary stenosis, but is also able to characterize the structure of the coronary wall. CCTA allows complex evaluation of the extension of CAD, and by assessing the structure of the atherosclerotic plaque, it can identify its degree of vulnerability. The napkin-ring sign (NRS) represents a ring-like attenuation of the non-calcified portion of the coronary lesion and has a high specificity (96–100%) for the identification of thin cap fibroatheroma (TCFA) or culprit lesion in acute coronary syndromes (ACS). It is also an independent predictor for ACS events and the strongest predictor for future ACS. Modern CCTA can provide submillimeter isotropic spatial resolution. Thus, CT attenuation-based tissue interpretation enables the assessment of total coronary plaque burden and individual plaque components, with a similar accuracy as intravascular ultrasoud-based investigations. This review aims to present the important role of CCTA as a potent screening tool for patients with CAD, and the current evidences in the detection and quantification of vulnerable plaques.
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Won KB, Heo R, Park HB, Lee BK, Lin FY, Hadamitzky M, Kim YJ, Sung JM, Conte E, Andreini D, Pontone G, Budoff MJ, Gottlieb I, Chun EJ, Cademartiri F, Maffei E, Marques H, de Araújo Gonçalves P, Leipsic JA, Lee SE, Shin S, Choi JH, Virmani R, Samady H, Chinnaiyan K, Berman DS, Narula J, Shaw LJ, Bax JJ, Min JK, Chang HJ. Atherogenic index of plasma and the risk of rapid progression of coronary atherosclerosis beyond traditional risk factors. Atherosclerosis 2021; 324:46-51. [PMID: 33813155 DOI: 10.1016/j.atherosclerosis.2021.03.009] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/03/2020] [Revised: 03/03/2021] [Accepted: 03/10/2021] [Indexed: 12/13/2022]
Abstract
BACKGROUND AND AIMS The atherogenic index of plasma (AIP) has been suggested as a marker of plasma atherogenicity. This study aimed to assess the association between AIP and the rapid progression of coronary atherosclerosis using serial coronary computed tomography angiography (CCTA). METHODS A total of 1488 adults (60.9 ± 9.2 years, 58.9% male) who underwent serial CCTA with a median inter-scan period of 3.4 years were included. AIP was defined as the base 10 logarithm of the ratio of the concentrations of triglyceride to high-density lipoprotein cholesterol. Rapid plaque progression (RPP) was defined as the change of percentage atheroma volume (PAV) ≥1.0%/year. All participants were divided into three groups based on AIP tertiles. RESULTS Baseline total PAV (median [interquartile range (IQR)]) (%) (group I [lowest]: 1.91 [0.00, 6.21] vs. group II: 2.82 [0.27, 8.83] vs. group III [highest]: 2.70 [0.41, 7.50]), the annual change of total PAV (median [IQR]) (%/year) (group I: 0.27 [0.00, 0.81] vs. group II: 0.37 [0.04, 1.11] vs. group III: 0.45 [0.06, 1.25]), and the incidence of RPP (group I: 19.7% vs. group II: 27.3% vs. group III: 31.4%) were significantly different among AIP tertiles (all p < 0.05). In multiple logistic regression analysis, the risk of RPP was increased in group III (odds ratio: 1.52, 95% confidence interval: 1.02-2.26; p = 0.042) compared to group I after adjusting for clinical factors and baseline total PAV. CONCLUSIONS Based on serial CCTA findings, AIP is an independent predictive marker for RPP beyond traditional risk factors.
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Affiliation(s)
- Ki-Bum Won
- Department of Cardiology, Ulsan University Hospital, University of Ulsan College of Medicine, Ulsan, South Korea; Department of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea; Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Ran Heo
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea; Department of Cardiology, Hanyang University Seoul Hospital, Hanyang University College of Medicine, Seoul, South Korea
| | - Hyung-Bok Park
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea; Department of Cardiology, Catholic Kwandong University International St. Mary's Hospital, Incheon, South Korea
| | - Byoung Kwon Lee
- Department of Cardiology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Fay Y Lin
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Yong-Jin Kim
- Division of Cardiology, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | - Ji Min Sung
- Department of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea; Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | | | | | | | - Matthew J Budoff
- Department of Medicine, Lundquist Institute at Harbor UCLA Medical Center, Torrance, CA, USA
| | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Eun Ju Chun
- Seoul National University Bundang Hospital, Sungnam, South Korea
| | | | - Erica Maffei
- Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy
| | - Hugo Marques
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisboa, Portugal
| | - Pedro de Araújo Gonçalves
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisboa, Portugal; Nova Medical School, Lisbon, Portugal
| | - Jonathon A Leipsic
- Department of Medicine and Radiology, University of British Columbia, Vancouver, BC, Canada
| | - Sang-Eun Lee
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea; Department of Cardiology, Ewha Womans University Seoul Hospital, Seoul, South Korea
| | - Sanghoon Shin
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea; Department of Cardiology, Ewha Womans University Seoul Hospital, Seoul, South Korea
| | - Jung Hyun Choi
- Department of Cardiology, Pusan University Hospital, Busan, South Korea
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, MD, USA
| | - Habib Samady
- Department of Cardiology, Emory University School of Medicine, Atlanta, GA, USA
| | | | - Daniel S Berman
- Department of Imaging and Medicine, Cedars Sinai Medical Center, Los Angeles, CA, USA
| | - Jagat Narula
- Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, And Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, New York, NY, USA
| | - Leslee J Shaw
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Jeroen J Bax
- Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - James K Min
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Hyuk-Jae Chang
- Department of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea; Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea.
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Huang AL, Leipsic JA, Zekry SB, Sellers S, Ahmadi AA, Blanke P, Hadamitzky M, Kim YJ, Conte E, Andreini D, Pontone G, Budoff MJ, Gottlieb I, Lee BK, Chun EJ, Cademartiri F, Maffei E, Marques H, Shin S, Choi JH, Virmani R, Samady H, Stone PH, Berman DS, Narula J, Shaw LJ, Bax JJ, Chang HJ. Effects of chronic kidney disease and declining renal function on coronary atherosclerotic plaque progression: a PARADIGM substudy. Eur Heart J Cardiovasc Imaging 2021; 22:1072-1082. [PMID: 33709096 DOI: 10.1093/ehjci/jeab029] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Accepted: 02/11/2021] [Indexed: 11/14/2022] Open
Abstract
AIMS To investigate the change in atherosclerotic plaque volume in patients with chronic kidney disease (CKD) and declining renal function, using coronary computed tomography angiography (CCTA). METHODS AND RESULTS In total, 891 participants with analysable serial CCTA and available glomerular filtration rate (GFR, derived using Cockcroft-Gault formulae) at baseline (CCTA 1) and follow-up (CCTA 2) were included. CKD was defined as GFR <60 mL/min/1.73 m2. Declining renal function was defined as ≥10% drop in GFR from the baseline. Quantitative assessment of plaque volume and composition were performed on both scans. There were 203 participants with CKD and 688 without CKD. CKD was associated with higher baseline total plaque volume, but similar plaque progression, measured by crude (57.5 ± 3.4 vs. 65.9 ± 7.7 mm3/year, P = 0.28) or annualized (17.3 ± 1.0 vs. 19.9 ± 2.0 mm3/year, P = 0.25) change in total plaque volume. There were 709 participants with stable GFR and 182 with declining GFR. Declining renal function was independently associated with plaque progression, with higher crude (54.1 ± 3.2 vs. 80.2 ± 9.0 mm3/year, P < 0.01) or annualized (16.4 ± 0.9 vs. 23.9 ± 2.6 mm3/year, P < 0.01) increase in total plaque volume. In CKD, plaque progression was driven by calcified plaques whereas in patients with declining renal function, it was driven by non-calcified plaques. CONCLUSION Decline in renal function was associated with more rapid plaque progression, whereas the presence of CKD was not.
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Affiliation(s)
- Alex L Huang
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, BC, Canada
| | - Jonathon A Leipsic
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, BC, Canada.,Centre for Heart Lung Innovation, St. Paul's Hospital and University of British Columbia, 1081 Burrard St.,Vancouver, BC V6Z 1Y6, Canada
| | - Sagit Ben Zekry
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, BC, Canada
| | - Stephanie Sellers
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, BC, Canada.,Centre for Heart Lung Innovation, St. Paul's Hospital and University of British Columbia, 1081 Burrard St.,Vancouver, BC V6Z 1Y6, Canada
| | - Amir A Ahmadi
- Centre for Heart Lung Innovation, St. Paul's Hospital and University of British Columbia, 1081 Burrard St.,Vancouver, BC V6Z 1Y6, Canada.,Department of Cardiology, Icahn School of Medicine at Mt. Sinai Hospital, New York, NY, USA
| | - Philipp Blanke
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, BC, Canada
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Yong-Jin Kim
- Department of Cardiology, Seoul National University Hospital, Seoul, South Korea
| | - Edoardo Conte
- Department of Radiology and Cardiology, Centro Cardiologico Monzino, IRCCS, Milan, Italy
| | - Daniele Andreini
- Department of Radiology and Cardiology, Centro Cardiologico Monzino, IRCCS, Milan, Italy
| | - Gianluca Pontone
- Department of Radiology and Cardiology, Centro Cardiologico Monzino, IRCCS, Milan, Italy
| | - Matthew J Budoff
- Department of Medicine, Harbor UCLA Medical Center, Los Angeles, CA, USA
| | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Byoung Kwon Lee
- Department of Cardiology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Eun Ju Chun
- Department of Cardiology, Seoul National University Bundang Hospital, Bundang, South Korea
| | | | - Erica Maffei
- Department of Radiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Hugo Marques
- Department of Cardiology, Hospital da Luz, Lisbon, Portugal
| | - Sanghoon Shin
- Department of Cardiology, National Health Insurance Service Ilsan Hospital, South Korea
| | - Jung Hyun Choi
- Department of Cardiology, Busan University Hospital, Busan, South Korea
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, MD, USA
| | - Habib Samady
- Division of Cardiology, Emory University School of Medicine, Atlanta, GA, USA
| | - Peter H Stone
- Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Daniel S Berman
- Department of Imaging, Cedars-Sinai Medical Center, Cedars-Sinai Heart Institute, Los Angeles, CA, USA
| | - Jagat Narula
- Department of Cardiology, Icahn School of Medicine at Mt. Sinai Hospital, New York, NY, USA.,Department of Cardiology, Zena and Michael A. Wiener Cardiovascular Institute, Marie-Josee and Henry R. Kravis Center for Cardiovascular Health, New York, NY, USA
| | - Leslee J Shaw
- Department of Radiology, Weill Cornell Medical College, New York, NY, USA
| | - Jeroen J Bax
- Department of Cardiology, Heart Lung Center, Leiden University Medical Center, Leiden, The Netherlands
| | - Hyuk-Jae Chang
- Division of Cardiology, Severance Cardiovascular Hospital, Integrative Cardiovascular Imaging Center, Yonsei University College of Medicine, Seoul, South Korea
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Serial coronary CT angiography-derived fractional flow reserve and plaque progression can predict long-term outcomes of coronary artery disease. Eur Radiol 2021; 31:7110-7120. [PMID: 33630163 DOI: 10.1007/s00330-021-07726-y] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Revised: 11/29/2020] [Accepted: 01/27/2021] [Indexed: 10/22/2022]
Abstract
OBJECTIVE To investigate the utility of coronary CT angiography-derived fractional flow reserve (FFRCT) and plaque progression in patients undergoing serial coronary CT angiography for predicting major adverse cardiovascular events (MACE). METHODS This retrospective study evaluated patients suspected or known coronary artery disease who underwent serial coronary CT angiography examinations between January 2006 and December 2017 and followed up until June 2019. The primary endpoint was MACE, defined as acute coronary syndrome, rehospitalization due to progressive angina, percutaneous coronary intervention, or cardiac death. FFRCT and plaque parameters were analyzed on a per-vessel and per-patient basis. Univariable and multivariable COX regression analysis determined predictors of MACE. The prognostic value of FFRCT and plaque progression were assessed in nested models. RESULTS Two hundred eighty-four patients (median age, 61 years (interquartile range, 54-70); 202 males) were evaluated. MACE was observed in 45 patients (15.8%, 45/284). By Cox multivariable regression modeling, vessel-specific FFRCT ≤ 0.80 was associated with a 2.4-fold increased risk of MACE (HR (95% CI): 2.4 (1.3-4.4); p = 0.005) and plaque progression was associated with a 9-fold increased risk of MACE (HR (95% CI): 9 (3.5-23); p < 0.001) after adjusting for clinical and imaging risk factors. FFRCT and plaque progression improved the prediction of events over coronary artery calcium (CAC) score and high-risk plaques (HRP) in the receiver operating characteristics analysis (area under the curve: 0.70 to 0.86; p = 0.002). CONCLUSIONS Fractional flow reserve and plaque progression assessed by serial coronary CT angiography predicted the risk of future MACE. KEY POINTS • Vessel-specific CT angiography-derived fractional flow reserve (FFRCT) ≤ 0.80 and plaque progression improved the prediction of events over current risk factors. • Major adverse cardiovascular events (MACE) significantly increased with the presence of plaque progression at follow-up stratified by the FFRCT change group.
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Dwivedi G, Jaltotage B. Topological Data Analysis of Coronary Plaques for Risk Prediction: False Dawn or Realistic Hope? JACC Cardiovasc Imaging 2021; 14:1422-1424. [PMID: 33454259 DOI: 10.1016/j.jcmg.2020.12.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Accepted: 12/07/2020] [Indexed: 10/22/2022]
Affiliation(s)
- Girish Dwivedi
- Medical School, The University of Western Australia, Perth, Western Australia, Australia; Harry Perkins Institute of Medical Research, Perth, Western Australia, Australia; Department of Cardiology, Fiona Stanley Hospital, Perth, Western Australia, Australia.
| | - Biyanka Jaltotage
- Harry Perkins Institute of Medical Research, Perth, Western Australia, Australia; Department of Cardiology, Fiona Stanley Hospital, Perth, Western Australia, Australia
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40
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Hwang D, Kim HJ, Lee SP, Lim S, Koo BK, Kim YJ, Kook W, Andreini D, Al-Mallah MH, Budoff MJ, Cademartiri F, Chinnaiyan K, Choi JH, Conte E, Marques H, de Araújo Gonçalves P, Gottlieb I, Hadamitzky M, Leipsic JA, Maffei E, Pontone G, Raff GL, Shin S, Lee BK, Chun EJ, Sung JM, Lee SE, Berman DS, Lin FY, Virmani R, Samady H, Stone PH, Narula J, Bax JJ, Shaw LJ, Min JK, Chang HJ. Topological Data Analysis of Coronary Plaques Demonstrates the Natural History of Coronary Atherosclerosis. JACC Cardiovasc Imaging 2021; 14:1410-1421. [PMID: 33454260 DOI: 10.1016/j.jcmg.2020.11.009] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/04/2020] [Revised: 11/02/2020] [Accepted: 11/09/2020] [Indexed: 01/24/2023]
Abstract
OBJECTIVES This study sought to identify distinct patient groups and their association with outcome based on the patient similarity network using quantitative coronary plaque characteristics from coronary computed tomography angiography (CTA). BACKGROUND Coronary CTA can noninvasively assess coronary plaques quantitatively. METHODS Patients who underwent 2 coronary CTAs at a minimum of 24 months' interval were analyzed (n = 1,264). A similarity Mapper network of patients was built by topological data analysis (TDA) based on the whole-heart quantitative coronary plaque analysis on coronary CTA to identify distinct patient groups and their association with outcome. RESULTS Three distinct patient groups were identified by TDA, and the patient similarity network by TDA showed a closed loop, demonstrating a continuous trend of coronary plaque progression. Group A had the least coronary plaque amount (median 12.4 mm3 [interquartile range (IQR): 0.0 to 39.6 mm3]) in the entire coronary tree. Group B had a moderate coronary plaque amount (31.7 mm3 [IQR: 0.0 to 127.4 mm3]) with relative enrichment of fibrofatty and necrotic core (32.6% [IQR: 16.7% to 46.2%] and 2.7% [IQR: 0.1% to 6.9%] of the total plaque, respectively) components. Group C had the largest coronary plaque amount (187.0 mm3 [IQR: 96.7 to 306.4 mm3]) and was enriched for dense calcium component (46.8% [IQR: 32.0% to 63.7%] of the total plaque). At follow-up, total plaque volume, fibrous, and dense calcium volumes increased in all groups, but the proportion of fibrofatty component decreased in groups B and C, whereas the necrotic core portion decreased in only group B (all p < 0.05). Group B showed a higher acute coronary syndrome incidence than other groups (0.3% vs. 2.6% vs. 0.6%; p = 0.009) but both group B and C had a higher revascularization incidence than group A (3.1% vs. 15.5% vs. 17.8%; p < 0.001). Incorporating group information from TDA demonstrated increase of model fitness for predicting acute coronary syndrome or revascularization compared with that incorporating clinical risk factors, percentage diameter stenosis, and high-risk plaque features. CONCLUSIONS The TDA of quantitative whole-heart coronary plaque characteristics on coronary CTA identified distinct patient groups with different plaque dynamics and clinical outcomes. (Progression of AtheRosclerotic PlAque DetermIned by Computed TomoGraphic Angiography Imaging [PARADIGM]; NCT02803411).
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Affiliation(s)
- Doyeon Hwang
- Department of Internal Medicine and Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | - Haneol J Kim
- Department of Mathematical Science, Seoul National University, Seoul, South Korea
| | - Seung-Pyo Lee
- Department of Internal Medicine and Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea.
| | - Seonhee Lim
- Department of Mathematical Science, Seoul National University, Seoul, South Korea.
| | - Bon-Kwon Koo
- Department of Internal Medicine and Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | - Yong-Jin Kim
- Department of Internal Medicine and Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | - Woong Kook
- Department of Mathematical Science, Seoul National University, Seoul, South Korea
| | - Daniele Andreini
- Department of Medicine, Centro Cardiologico Monzino, IRCCS Milano, Milan, Italy
| | - Mouaz H Al-Mallah
- Department of Cardiology, Houston Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital, Houston, Texas, USA
| | - Matthew J Budoff
- Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, California, USA
| | | | - Kavitha Chinnaiyan
- Department of Cardiology, William Beaumont Hospital, Royal Oak, Michigan, USA
| | - Jung Hyun Choi
- Division of Cardiology, Department of Internal Medicine, Pusan University Hospital, Busan, South Korea
| | - Edoardo Conte
- Department of Medicine, Centro Cardiologico Monzino, IRCCS Milano, Milan, Italy
| | - Hugo Marques
- Department of Radiology, UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Nova Medical School, Lisboa, Portugal
| | - Pedro de Araújo Gonçalves
- Department of Radiology, UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Nova Medical School, Lisboa, Portugal
| | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Jonathon A Leipsic
- Department of Medicine and Radiology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Erica Maffei
- Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy
| | - Gianluca Pontone
- Department of Medicine, Centro Cardiologico Monzino, IRCCS Milano, Milan, Italy
| | - Gilbert L Raff
- Department of Cardiology, William Beaumont Hospital, Royal Oak, Michigan, USA
| | - Sanghoon Shin
- Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea
| | - Byoung Kwon Lee
- Division of Cardiology, Department of Internal Medicine, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Eun Ju Chun
- Department of Radiology, Seoul National University Bundang Hospital, Seongnam, South Korea
| | - Ji Min Sung
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea; Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Sang-Eun Lee
- Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea; Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Daniel S Berman
- Department of Imaging, Cedars Sinai Medical Center, Los Angeles, California, USA; Department of Medicine, Cedars Sinai Medical Center, Los Angeles, California, USA
| | - Fay Y Lin
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, New York, USA
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, Maryland, USA
| | - Habib Samady
- Division of Cardiology, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Peter H Stone
- Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Jagat Narula
- Zena and Michael A. Wiener Cardiovascular Institute, Mount Sinai Heart, Icahn School of Medicine at Mount Sinai, New York, New York, USA; Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, Mount Sinai Heart, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Jeroen J Bax
- Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Leslee J Shaw
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, New York, USA
| | - James K Min
- Department of Radiology, Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, New York, USA
| | - Hyuk-Jae Chang
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea; Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
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van Rosendael AR, Lin FY, van den Hoogen IJ, Ma X, Gianni U, Al Hussein Alawamlh O, Al'Aref SJ, Peña JM, Andreini D, Budoff MJ, Cademartiri F, Chinnaiyan K, Choi JH, Conte E, Marques H, de Araújo Gonçalves P, Gottlieb I, Hadamitzky M, Leipsic J, Maffei E, Pontone G, Raff GL, Shin S, Kim YJ, Lee BK, Chun EJ, Sung JM, Lee SE, Han D, Berman DS, Virmani R, Samady H, Stone P, Narula J, Bax JJ, Shaw LJ, Min JK, Chang HJ. Progression of whole-heart Atherosclerosis by coronary CT and major adverse cardiovascular events. J Cardiovasc Comput Tomogr 2021; 15:322-330. [PMID: 33451974 DOI: 10.1016/j.jcct.2020.12.007] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/15/2020] [Revised: 11/25/2020] [Accepted: 12/22/2020] [Indexed: 12/14/2022]
Abstract
BACKGROUND The current study aimed to examine the independent prognostic value of whole-heart atherosclerosis progression by serial coronary computed tomography angiography (CCTA) for major adverse cardiovascular events (MACE). METHODS The multi-center PARADIGM study includes patients undergoing serial CCTA for symptomatic reasons, ≥2 years apart. Whole-heart atherosclerosis was characterized on a segmental level, with co-registration of baseline and follow-up CCTA, and summed to per-patient level. The independent prognostic significance of atherosclerosis progression for MACE (non-fatal myocardial infarction [MI], death, unplanned coronary revascularization) was examined. Patients experiencing interval MACE were not omitted. RESULTS The study population comprised 1166 patients (age 60.5 ± 9.5 years, 54.7% male) who experienced 139 MACE events during 8.2 (IQR 6.2, 9.5) years of follow up (15 death, 5 non-fatal MI, 119 unplanned revascularizations). Whole-heart percent atheroma volume (PAV) increased from 2.32% at baseline to 4.04% at follow-up. Adjusted for baseline PAV, the annualized increase in PAV was independently associated with MACE: OR 1.23 (95% CI 1.08, 1.39) per 1 standard deviation increase, which was consistent in multiple subpopulations. When categorized by composition, only non-calcified plaque progression associated independently with MACE, while calcified plaque did not. Restricting to patients without events before follow-up CCTA, those with future MACE showed an annualized increase in PAV of 0.93% (IQR 0.34, 1.96) vs 0.32% (IQR 0.02, 0.90), P < 0.001. CONCLUSIONS Whole-heart atherosclerosis progression examined by serial CCTA is independently associated with MACE, with a prognostic threshold of 1.0% increase in PAV per year.
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Affiliation(s)
- Alexander R van Rosendael
- Department of Radiology, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York, USA; Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Fay Y Lin
- Department of Radiology, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York, USA
| | - Inge J van den Hoogen
- Department of Radiology, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York, USA; Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Xiaoyue Ma
- Department of Healthcare Policy and Research, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York, USA
| | - Umberto Gianni
- Department of Radiology, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York, USA
| | - Omar Al Hussein Alawamlh
- Department of Radiology, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York, USA
| | - Subhi J Al'Aref
- Department of Radiology, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York, USA
| | - Jessica M Peña
- Department of Radiology, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York, USA
| | | | - Matthew J Budoff
- Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, CA, USA
| | | | | | | | | | - Hugo Marques
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisboa, Portugal
| | | | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Jonathon Leipsic
- Department of Medicine and Radiology, University of British Columbia, Vancouver, BC, Canada
| | - Erica Maffei
- Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy
| | | | - Gilbert L Raff
- Department of Cardiology, William Beaumont Hospital, Royal Oak, MI, USA
| | - Sanghoon Shin
- Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Seoul, South Korea
| | - Yong-Jin Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | - Byoung Kwon Lee
- Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Eun Ju Chun
- Seoul National University Bundang Hospital, Sungnam, South Korea
| | - Ji Min Sung
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea; Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, South Korea
| | - Sang-Eun Lee
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea; Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, South Korea
| | - Donghee Han
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea; Department of Imaging and Medicine, Cedars Sinai Medical Center, Los Angeles, CA, USA
| | - Daniel S Berman
- Department of Imaging and Medicine, Cedars Sinai Medical Center, Los Angeles, CA, USA
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, MD, USA
| | - Habib Samady
- Division of Cardiology, Emory University School of Medicine, Atlanta, GA, USA
| | - Peter Stone
- Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Jagat Narula
- Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, and Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, New York, NY, USA
| | - Jeroen J Bax
- Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Leslee J Shaw
- Department of Radiology, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York, USA.
| | - James K Min
- Department of Radiology, NewYork-Presbyterian Hospital and Weill Cornell Medicine, New York, USA
| | - Hyuk-Jae Chang
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
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The Incremental Role of Coronary Computed Tomography in Chronic Coronary Syndromes. J Clin Med 2020; 9:jcm9123925. [PMID: 33287329 PMCID: PMC7761760 DOI: 10.3390/jcm9123925] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2020] [Revised: 11/29/2020] [Accepted: 12/01/2020] [Indexed: 02/03/2023] Open
Abstract
In the context of chronic coronary syndromes (CCS), coronary computed tomography angiography (CCTA) has gained broad acceptance as a noninvasive anatomical imaging tool with ability of excluding coronary stenosis with strong negative predictive value. Atherosclerotic plaque lesions are independent predictors of cardiovascular outcomes in high risk patients with known coronary artery disease (CAD). Calcium detection is commonly expressed through the coronary artery calcium score (CACS), but further research is warranted to confirm the powerness of a CACS-only strategy in both diagnosis and prognosis assessment. Recent studies evidence how defined plaque composition characteristics effectively relate to the risk of plaque instabilization and the overall ischemic burden. Fractional flow reserve from CCTA (FFR-CT) has been demonstrated as a reliable method for noninvasive functional evaluation of coronary lesions severity, while the assessment of perfusion imaging under stress conditions is growing as a useful tool for assessment of myocardial ischemia. Moreover, specific applications in procedural planning of transcatheter valve substitution and follow-up of heart transplantation have gained recent importance. This review illustrates the incremental role of CCTA, which can potentially revolutionize the diagnosis and management pathway within the wide clinical spectrum of CCS.
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Jin HY, Weir-McCall JR, Leipsic JA, Son JW, Sellers SL, Shao M, Blanke P, Ahmadi A, Hadamitzky M, Kim YJ, Conte E, Andreini D, Pontone G, Budoff MJ, Gottlieb I, Lee BK, Chun EJ, Cademartiri F, Maffei E, Marques H, de Araujo Goncalves P, Shin S, Choi JH, Virmani R, Samady H, Stone PH, Berman DS, Narula J, Shaw LJ, Bax JJ, Chinnaiyan K, Raff G, Al-Mallah MH, Lin FY, Min JK, Sung JM, Lee SE, Chang HJ. The Relationship Between Coronary Calcification and the Natural History of Coronary Artery Disease. JACC Cardiovasc Imaging 2020; 14:233-242. [PMID: 33221216 DOI: 10.1016/j.jcmg.2020.08.036] [Citation(s) in RCA: 41] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/30/2020] [Revised: 07/30/2020] [Accepted: 08/06/2020] [Indexed: 02/05/2023]
Abstract
OBJECTIVES The aim of the current study was to explore the impact of plaque calcification in terms of absolute calcified plaque volume (CPV) and in the context of its percentage of the total plaque volume at a lesion and patient level on the progression of coronary artery disease. BACKGROUND Coronary artery calcification is an established marker of risk of future cardiovascular events. Despite this, plaque calcification is also considered a marker of plaque stability, and it increases in response to medical therapy. METHODS This analysis included 925 patients with 2,568 lesions from the PARADIGM (Progression of Atherosclerotic Plaque Determined by Computed Tomographic Angiography Imaging) registry, in which patients underwent clinically indicated serial coronary computed tomography angiography. Plaque calcification was examined by using CPV and percent CPV (PCPV), calculated as (CPV/plaque volume) × 100 at a per-plaque and per-patient level (summation of all individual plaques). RESULTS CPV was strongly correlated with plaque volume (r = 0.780; p < 0.001) at baseline and with plaque progression (r = 0.297; p < 0.001); however, this association was reversed after accounting for plaque volume at baseline (r = -0.146; p < 0.001). In contrast, PCPV was an independent predictor of a reduction in plaque volume (r = -0.11; p < 0.001) in univariable and multivariable linear regression analyses. Patient-level analysis showed that high CPV was associated with incident major adverse cardiac events (hazard ratio: 3.01: 95% confidence interval: 1.58 to 5.72), whereas high PCPV was inversely associated with major adverse cardiac events (hazard ratio: 0.529; 95% confidence interval: 0.229 to 0.968) in multivariable analysis. CONCLUSIONS Calcified plaque is a marker for risk of adverse events and disease progression due to its strong association with the total plaque burden. When considered as a percentage of the total plaque volume, increasing PCPV is a marker of plaque stability and reduced risk at both a lesion and patient level. (Progression of Atherosclerotic Plaque Determined by Computed Tomographic Angiography Imaging [PARADIGM]; NCT02803411).
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Affiliation(s)
- Han-Young Jin
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, British Columbia, Canada; Division of Cardiology, Busan Paik Hospital, Inje University College of Medicine, Busan, South Korea
| | - Jonathan R Weir-McCall
- Royal Papworth Hospital, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom; Royal Papworth Hospital, Cambridge
| | - Jonathon A Leipsic
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, British Columbia, Canada; Centre for Heart Lung Innovation, University of British Columbia and St. Paul's Hospital, Vancouver, British Columbia, Canada.
| | - Jang-Won Son
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, British Columbia, Canada; Yeungnam University Medical Center, Daegu, South Korea
| | - Stephanie L Sellers
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, British Columbia, Canada; Centre for Heart Lung Innovation, University of British Columbia and St. Paul's Hospital, Vancouver, British Columbia, Canada
| | - Michael Shao
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, British Columbia, Canada
| | - Philipp Blanke
- Department of Radiology, St. Paul's Hospital and University of British Columbia, Vancouver, British Columbia, Canada
| | - Amir Ahmadi
- Centre for Heart Lung Innovation, University of British Columbia and St. Paul's Hospital, Vancouver, British Columbia, Canada
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Yong-Jin Kim
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany; Seoul National University Hospital, Seoul, South Korea
| | | | | | | | - Matthew J Budoff
- Department of Medicine, Lundquist Institute at Harbor UCLA Medical Center, Torrance, California
| | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Byoung Kwon Lee
- Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Eun Ju Chun
- Seoul National University Bundang Hospital, Seoul, South Korea
| | | | - Erica Maffei
- Department of Radiology, Area Vasta 1/Azienda Sanitaria Unica Regionale (ASUR) Marche, Urbino, Italy
| | - Hugo Marques
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, NOVA Medical School, Lisbon, Portugal
| | | | - Sanghoon Shin
- National Health Insurance Service Ilsan Hospital, Goyang, South Korea
| | | | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, Maryland
| | - Habib Samady
- Division of Cardiology, Emory University School of Medicine, Atlanta, Georgia
| | - Peter H Stone
- Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Daniel S Berman
- Department of Imaging, Cedars-Sinai Medical Center, Cedars-Sinai Heart Institute, Los Angeles, California
| | - Jagat Narula
- Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, and Marie-Josee and Henry R. Kravis Center for Cardiovascular Health, New York, New York
| | - Leslee J Shaw
- Division of Cardiology, Emory University School of Medicine, Atlanta, Georgia
| | - Jeroen J Bax
- Department of Cardiology, Heart Lung Center, Leiden University Medical Center, Leiden, the Netherlands
| | - Kavitha Chinnaiyan
- Department of Cardiology, William Beaumont Hospital, Royal Oak, Michigan
| | - Gilbert Raff
- Department of Cardiology, William Beaumont Hospital, Royal Oak, Michigan
| | - Mouaz H Al-Mallah
- King Saud Bin Abdulaziz University for Health Sciences, King Abdullah International Medical Research Center, King Abdulaziz Cardiac Center, Ministry of National Guard, Health Affairs, Riyadh, Saudi Arabia
| | - Fay Y Lin
- Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medical College, New York, New York
| | - James K Min
- Dalio Institute of Cardiovascular Imaging, New York-Presbyterian Hospital and Weill Cornell Medical College, New York, New York
| | - Ji Min Sung
- Division of Cardiology, Department of Internal Medicine, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea; Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Centre, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Sang-Eun Lee
- Division of Cardiology, Department of Internal Medicine, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea; Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Centre, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Hyuk-Jae Chang
- Division of Cardiology, Department of Internal Medicine, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea; Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Centre, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
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Choi H, Uceda DE, Dey AK, Abdelrahman KM, Aksentijevich M, Rodante JA, Elnabawi YA, Reddy A, Keel A, Erb-Alvarez J, Teague H, Playford MP, Zhou W, Chen MY, Gelfand JM, Bluemke DA, Buckler A, Mehta NN. Treatment of Psoriasis With Biologic Therapy Is Associated With Improvement of Coronary Artery Plaque Lipid-Rich Necrotic Core: Results From a Prospective, Observational Study. Circ Cardiovasc Imaging 2020; 13:e011199. [PMID: 32927971 DOI: 10.1161/circimaging.120.011199] [Citation(s) in RCA: 61] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
BACKGROUND Lipid-rich necrotic core (LRNC), a high-risk coronary plaque feature assessed by coronary computed tomography angiography, is associated with increased risk of future cardiovascular events in patients with subclinical, nonobstructive coronary artery disease. Psoriasis is a chronic inflammatory condition that is associated with increased prevalence of high-risk coronary plaque and risk of cardiovascular events. This study characterized LRNC in psoriasis and how LRNC modulates in response to biologic therapy. METHODS Consecutive biologic naïve psoriasis patients (n=209) underwent coronary computed tomography angiography at baseline and 1-year to assess changes in LRNC using a novel histopathologically validated software (vascuCAP Elucid Bioimaging, Boston, MA) before and after biologic therapy over 1 year. RESULTS Study participants were middle-aged, predominantly male with similar cardiometabolic and psoriasis status between treatment groups. In all participants at baseline, LRNC was associated with Framingham risk score (β [standardized β]=0.12 [95% CI, 0.00-0.15]; P=0.045), and psoriasis severity (β=0.13 [95% CI, 0.01-0.26]; P=0.029). At 1-year, participants receiving biologic therapy had a reduction in LRNC (mm2; 3.12 [1.99-4.66] versus 2.97 [1.84-4.35]; P=0.028), while those who did not receive biologic therapy over 1 year demonstrated no significant change with nominally higher LRNC (3.12 [1.82-4.60] versus 3.34 [2.04-4.74]; P=0.06). The change in LRNC was significant compared with that of the nonbiologic treated group (ΔLRNC, -0.22 mm2 versus 0.14 mm2, P=0.004) and remained significant after adjusting for cardiovascular risk factors and psoriasis severity (β=-0.09 [95% CI, -0.01 to -0.18]; P=0.033). CONCLUSIONS LRNC was associated with psoriasis severity and cardiovascular risk factors in psoriasis. Additionally, there was favorable modification of LRNC in those on biologic therapy. This study provides evidence of potential reduction in LRNC with treatment of systemic inflammation. Larger, longer follow-up prospective studies should be conducted to understand how changes in LRNC may translate into a reduction in future cardiovascular events in psoriasis.
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Affiliation(s)
- Harry Choi
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (H.C., D.E.U., A.K.D., K.M.A., M.A., J.A.R., Y.A.E., A.R., A.K., J.E.-A., H.T., M.P.P., W.Z., M.Y.C., N.N.M.)
| | - Domingo E Uceda
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (H.C., D.E.U., A.K.D., K.M.A., M.A., J.A.R., Y.A.E., A.R., A.K., J.E.-A., H.T., M.P.P., W.Z., M.Y.C., N.N.M.)
| | - Amit K Dey
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (H.C., D.E.U., A.K.D., K.M.A., M.A., J.A.R., Y.A.E., A.R., A.K., J.E.-A., H.T., M.P.P., W.Z., M.Y.C., N.N.M.)
| | - Khaled M Abdelrahman
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (H.C., D.E.U., A.K.D., K.M.A., M.A., J.A.R., Y.A.E., A.R., A.K., J.E.-A., H.T., M.P.P., W.Z., M.Y.C., N.N.M.)
| | - Milena Aksentijevich
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (H.C., D.E.U., A.K.D., K.M.A., M.A., J.A.R., Y.A.E., A.R., A.K., J.E.-A., H.T., M.P.P., W.Z., M.Y.C., N.N.M.)
| | - Justin A Rodante
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (H.C., D.E.U., A.K.D., K.M.A., M.A., J.A.R., Y.A.E., A.R., A.K., J.E.-A., H.T., M.P.P., W.Z., M.Y.C., N.N.M.)
| | - Youssef A Elnabawi
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (H.C., D.E.U., A.K.D., K.M.A., M.A., J.A.R., Y.A.E., A.R., A.K., J.E.-A., H.T., M.P.P., W.Z., M.Y.C., N.N.M.)
| | - Aarthi Reddy
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (H.C., D.E.U., A.K.D., K.M.A., M.A., J.A.R., Y.A.E., A.R., A.K., J.E.-A., H.T., M.P.P., W.Z., M.Y.C., N.N.M.)
| | - Andrew Keel
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (H.C., D.E.U., A.K.D., K.M.A., M.A., J.A.R., Y.A.E., A.R., A.K., J.E.-A., H.T., M.P.P., W.Z., M.Y.C., N.N.M.)
| | - Julie Erb-Alvarez
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (H.C., D.E.U., A.K.D., K.M.A., M.A., J.A.R., Y.A.E., A.R., A.K., J.E.-A., H.T., M.P.P., W.Z., M.Y.C., N.N.M.)
| | - Heather Teague
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (H.C., D.E.U., A.K.D., K.M.A., M.A., J.A.R., Y.A.E., A.R., A.K., J.E.-A., H.T., M.P.P., W.Z., M.Y.C., N.N.M.)
| | - Martin P Playford
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (H.C., D.E.U., A.K.D., K.M.A., M.A., J.A.R., Y.A.E., A.R., A.K., J.E.-A., H.T., M.P.P., W.Z., M.Y.C., N.N.M.)
| | - Wunan Zhou
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (H.C., D.E.U., A.K.D., K.M.A., M.A., J.A.R., Y.A.E., A.R., A.K., J.E.-A., H.T., M.P.P., W.Z., M.Y.C., N.N.M.)
| | - Marcus Y Chen
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (H.C., D.E.U., A.K.D., K.M.A., M.A., J.A.R., Y.A.E., A.R., A.K., J.E.-A., H.T., M.P.P., W.Z., M.Y.C., N.N.M.)
| | | | - David A Bluemke
- University of Wisconsin School of Medicine and Public Health, Madison (D.A.B.)
| | | | - Nehal N Mehta
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (H.C., D.E.U., A.K.D., K.M.A., M.A., J.A.R., Y.A.E., A.R., A.K., J.E.-A., H.T., M.P.P., W.Z., M.Y.C., N.N.M.)
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45
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Abdelrahman KM, Chen MY, Dey AK, Virmani R, Finn AV, Khamis RY, Choi AD, Min JK, Williams MC, Buckler AJ, Taylor CA, Rogers C, Samady H, Antoniades C, Shaw LJ, Budoff MJ, Hoffmann U, Blankstein R, Narula J, Mehta NN. Coronary Computed Tomography Angiography From Clinical Uses to Emerging Technologies: JACC State-of-the-Art Review. J Am Coll Cardiol 2020; 76:1226-1243. [PMID: 32883417 PMCID: PMC7480405 DOI: 10.1016/j.jacc.2020.06.076] [Citation(s) in RCA: 130] [Impact Index Per Article: 32.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/04/2020] [Revised: 05/08/2020] [Accepted: 06/10/2020] [Indexed: 12/14/2022]
Abstract
Evaluation of coronary artery disease (CAD) using coronary computed tomography angiography (CCTA) has seen a paradigm shift in the last decade. Evidence increasingly supports the clinical utility of CCTA across various stages of CAD, from the detection of early subclinical disease to the assessment of acute chest pain. Additionally, CCTA can be used to noninvasively quantify plaque burden and identify high-risk plaque, aiding in diagnosis, prognosis, and treatment. This is especially important in the evaluation of CAD in immune-driven conditions with increased cardiovascular disease prevalence. Emerging applications of CCTA based on hemodynamic indices and plaque characterization may provide personalized risk assessment, affect disease detection, and further guide therapy. This review provides an update on the evidence, clinical applications, and emerging technologies surrounding CCTA as highlighted at the 2019 National Heart, Lung and Blood Institute CCTA Summit.
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Affiliation(s)
- Khaled M Abdelrahman
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland
| | - Marcus Y Chen
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland
| | - Amit K Dey
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, Maryland
| | - Aloke V Finn
- Department of Pathology, CVPath Institute, Gaithersburg, Maryland
| | - Ramzi Y Khamis
- Vascular Sciences Section, National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Andrew D Choi
- Division of Cardiology and Department of Radiology, The George Washington University School of Medicine, Washington, DC
| | - James K Min
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, New York
| | - Michelle C Williams
- British Heart Foundation Centre for Cardiovascular Science, University of Edinburgh, Edinburgh, United Kingdom; Edinburgh Imaging, Queen's Medical Research Institute University of Edinburgh, Edinburgh, United Kingdom
| | | | | | | | - Habib Samady
- Division of Cardiology, Emory University School of Medicine, Atlanta, Georgia
| | - Charalambos Antoniades
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Leslee J Shaw
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, New York
| | - Matthew J Budoff
- Lundquist Institute at Harbor-UCLA Medical Center, Torrance, California
| | - Udo Hoffmann
- Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
| | - Ron Blankstein
- Departments of Medicine (Cardiovascular Division) and Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Jagat Narula
- Zena and Michael A. Wiener Cardiovascular Institute, Marie-Josée and Henry R. Kravis Center for Cardiovascular Health Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, New York, New York
| | - Nehal N Mehta
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland.
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46
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Ferraro RA, van Rosendael AR, Lu Y, Andreini D, Al-Mallah MH, Cademartiri F, Chinnaiyan K, Chow BJW, Conte E, Cury RC, Feuchtner G, de Araújo Gonçalves P, Hadamitzky M, Kim YJ, Leipsic J, Maffei E, Marques H, Plank F, Pontone G, Raff GL, Villines TC, Lee SE, Al’Aref SJ, Baskaran L, Cho I, Danad I, Gransar H, Budoff MJ, Samady H, Stone PH, Virmani R, Narula J, Berman DS, Chang HJ, Bax JJ, Min JK, Shaw LJ, Lin FY. Non-obstructive high-risk plaques increase the risk of future culprit lesions comparable to obstructive plaques without high-risk features: the ICONIC study. Eur Heart J Cardiovasc Imaging 2020; 21:973-980. [PMID: 32535636 PMCID: PMC7440964 DOI: 10.1093/ehjci/jeaa048] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/20/2019] [Revised: 12/16/2019] [Accepted: 03/06/2020] [Indexed: 12/12/2022] Open
Abstract
AIMS High-risk plaque (HRP) and non-obstructive coronary artery disease independently predict adverse events, but their importance to future culprit lesions has not been resolved. We sought to determine in patients prior to confirmed acute coronary syndrome (ACS) the association between lesion percent diameter stenosis (%DS), and the absolute number and prevalence of HRP. The secondary objective was to examine the relative importance of non-obstructive HRP in future culprit lesions. METHODS AND RESULTS Within the ICONIC study, a nested case-control study of patients undergoing coronary computed tomographic angiography (coronary CT), we included ACS cases with culprit lesions confirmed by invasive coronary angiography and coregistered to baseline coronary CT. Quantitative CT was used to evaluate obstructive (≥50%) and non-obstructive (<50%) diameter stenosis, with HRP defined as ≥2 features of spotty calcification, positive remodelling, or low-attenuation plaque at baseline. A total of 234 patients with downstream ACS over 54 (interquartile range 5-525.5) days exhibited 198/898 plaques with HRP on coronary CT. While HRP was less prevalent in non-obstructive (19.7%, 161/819) than obstructive lesions (46.8%, 37/79, P < 0.001), non-obstructive plaque comprised 81.3% (161/198) of HRP lesions overall. Among the 128 patients with identifiable culprit lesion precursors, the adjusted hazard ratio (HR) was 1.85 [95% confidence interval (CI) 1.26-2.72] for HRP, with no interaction between %DS and HRP (P = 0.82). Compared to non-obstructive HRP lesions, obstructive lesions without HRP exhibited a non-significant HR of 1.41 (95% CI 0.61-3.25, P = 0.42). CONCLUSIONS While HRP is more prevalent among obstructive lesions, non-obstructive HRP lesions outnumber those that are obstructive and confer risk clinically approaching that of obstructive lesions without HRP.
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Affiliation(s)
- Richard A Ferraro
- Department of Radiology, New York-Presbyterian Hospital, Weill Cornell Medicine, 413 E 69th Street, Suite 108, New York, NY 10021, USA
| | - Alexander R van Rosendael
- Department of Radiology, New York-Presbyterian Hospital, Weill Cornell Medicine, 413 E 69th Street, Suite 108, New York, NY 10021, USA
- Department of Cardiology, Leiden University Medical Center, Cardiology, Albinusdreef 2, Leiden, Zuid-Holland 2333 ZA, The Netherlands
| | - Yao Lu
- Department of Healthcare Policy and Research, New York-Presbyterian Hospital, Weill Cornell Medical College, 413 E 69th Street, Suite 108, New York, NY 10021, USA
| | - Daniele Andreini
- Centro Cardiologico Monzino, IRCCS, Via Carlo Parea, 4, 20138 Milano MI, Italy
| | - Mouaz H Al-Mallah
- Houston Methodist DeBakey Heart & Vascular Center, Houston Methodist Hospital, 6565 Fannin Street, Houston, TX 77030, USA
| | - Filippo Cademartiri
- Cardiovascular Imaging Center, SDN IRCCS, via Gianturco 113, 80143 Naples, Italy
| | - Kavitha Chinnaiyan
- Department of Cardiology, William Beaumont Hospital, 3601 W 13 Mile Rd, Royal Oak, MI 48073, USA
| | - Benjamin J W Chow
- Department of Medicine and Radiology, University of Ottawa, 451 Smyth Rd #2044, Ottawa, ON K1H 8M5, Canada
| | - Edoardo Conte
- Centro Cardiologico Monzino, IRCCS, Via Carlo Parea, 4, 20138 Milano MI, Italy
| | - Ricardo C Cury
- Department of Radiology, Miami Cardiac and Vascular Institute, 8900 N Kendall Dr., Miami, FL 33176, USA
| | - Gudrun Feuchtner
- Department of Radiology, Medical University of Innsbruck, Innsbruck, Austria
| | | | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Lazarettstraße 36, 80636 Munich, Germany
| | - Yong-Jin Kim
- Division of Cardiology, Department of Internal Medicine, Seoul National University College of Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, Seoul 110-744, Republic of South Korea
| | - Jonathon Leipsic
- Department of Medicine and Radiology, University of British Columbia, 2775 Laurel St. Vancouver, BC V5Z 1M9 Canada
| | - Erica Maffei
- Department of Radiology, Area Vasta 1/ASUR Marche, Viale Federico Comandino, 70, 61029 Urbino, Italy
| | - Hugo Marques
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Av. Lusíada 100, 1500-650 Lisbon, Portugal
| | - Fabian Plank
- Department of Cardiology, Innsbruck Medical University, Christoph-Probst-Platz 1, Innrain 52 A, 6020 Innsbruck, Austria
| | - Gianluca Pontone
- Centro Cardiologico Monzino, IRCCS, Via Carlo Parea, 4, 20138 Milano MI, Italy
| | - Gilbert L Raff
- Department of Cardiology, William Beaumont Hospital, 3601 W 13 Mile Rd, Royal Oak, MI 48073, USA
| | - Todd C Villines
- Department of Medicine, University of Virginia Health System, 1215 Lee St, Charlottesville, VA 22908, USA
| | - Sang-Eun Lee
- Severance Cardiovascular Hospital and Severance Biomedical Science Institute, Division of Cardiology, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-Ro, Seodaemun-gu, Seoul, Seoul 120-752, Republic of South Korea
| | - Subhi J Al’Aref
- Department of Radiology, New York-Presbyterian Hospital, Weill Cornell Medicine, 413 E 69th Street, Suite 108, New York, NY 10021, USA
| | - Lohendran Baskaran
- Department of Radiology, New York-Presbyterian Hospital, Weill Cornell Medicine, 413 E 69th Street, Suite 108, New York, NY 10021, USA
- National Heart Centre, 5 Hospital Dr, Singapore 169609, Singapore
| | - Iksung Cho
- Severance Cardiovascular Hospital and Severance Biomedical Science Institute, Division of Cardiology, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-Ro, Seodaemun-gu, Seoul, Seoul 120-752, Republic of South Korea
- Chung-Ang University Hospital, Dongjak-gu, Heukseok-dong, Heukseok-ro, Seoul, 102 KR 06973, Republic of South Korea
| | - Ibrahim Danad
- Department of Cardiology, Amsterdam University Medical Center, VU University Medical Center, De Boelelaan 1117, 1081 HV, 1VU University Medical Center, Amsterdam, The Netherlands
| | - Heidi Gransar
- Department of Imaging, Cedars Sinai Medical Center, 8700 Beverly Blvd, Taper 1258, Los Angeles, CA 90048, USA
| | - Matthew J Budoff
- Department of Medicine, Los Angeles Biomedical Research Institute, 1124 W Carson St, Torrance, CA 90502, USA
| | - Habib Samady
- Division of Cardiology, Department of Medicine, Emory University School of Medicine, 100 Woodruff Circle, Atlanta, GA 30322, USA
| | - Peter H Stone
- Department of Cardiovascular Medicine, Brigham and Women’s Hospital, 75 Francis St, Boston, MA 02115, USA
| | - Renu Virmani
- Department of Pathology, CVPath Institute, 19 Firstfield Rd, Gaithersburg, MD 20878, USA
| | - Jagat Narula
- Division of Cardiology, Department of Medicine, Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, and Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, One Gustave L Levy Place, Box 1030, New York, NY 10029, USA
| | - Daniel S Berman
- Department of Imaging and Medicine, Cedars Sinai Medical Center, 8705 Gracie Allen Dr, Los Angeles, CA 90048, USA
| | - Hyuk-Jae Chang
- Severance Cardiovascular Hospital and Severance Biomedical Science Institute, Division of Cardiology, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-Ro, Seodaemun-gu, Seoul, Seoul 120-752, Republic of South Korea
| | - Jeroen J Bax
- Department of Cardiology, Leiden University Medical Center, Cardiology, Albinusdreef 2, Leiden, Zuid-Holland 2333 ZA, The Netherlands
| | - James K Min
- Department of Radiology, New York-Presbyterian Hospital, Weill Cornell Medicine, 413 E 69th Street, Suite 108, New York, NY 10021, USA
| | - Leslee J Shaw
- Department of Radiology, New York-Presbyterian Hospital, Weill Cornell Medicine, 413 E 69th Street, Suite 108, New York, NY 10021, USA
| | - Fay Y Lin
- Department of Radiology, New York-Presbyterian Hospital, Weill Cornell Medicine, 413 E 69th Street, Suite 108, New York, NY 10021, USA
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47
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Sex Differences in Compositional Plaque Volume Progression in Patients With Coronary Artery Disease. JACC Cardiovasc Imaging 2020; 13:2386-2396. [PMID: 32828763 DOI: 10.1016/j.jcmg.2020.06.034] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2020] [Revised: 06/02/2020] [Accepted: 06/11/2020] [Indexed: 02/02/2023]
Abstract
OBJECTIVES This study sought to explore sex-based differences in total and compositional plaque volume (PV) progression. BACKGROUND It is unclear whether sex has an impact on PV progression in patients with coronary artery disease (CAD). METHODS The study analyzed a prospective multinational registry of consecutive patients with suspected CAD who underwent 2 or more clinically indicated coronary computed tomography angiography (CTA) at ≥2-year intervals. Total and compositional PV at baseline and follow-up were quantitatively analyzed and normalized using the analyzed total vessel length. Multivariate linear regression models were constructed. RESULTS Of the 1,255 patients included (median coronary CTA interval 3.8 years), 543 were women and 712 were men. Women were older (62 ± 9 years of age vs. 59 ± 9 years of age; p < 0.001) and had higher total cholesterol levels (195 ± 41 mg/dl vs. 187 ± 39 mg/dl; p = 0.002). Prevalence of hypertension, diabetes, and family history of CAD were not different (all p > 0.05). At baseline, men possessed greater total PV (31.3 mm3 [interquartile range (IQR): 0 to 121.8 mm3] vs. 56.7 mm3 [IQR: 6.8 to 152.1 mm3] p = 0.005), and there was an approximately 9-year delay in women in developing total PV than in men. The prevalence of high-risk plaques was greater in men than women (31% vs. 20%; p < 0.001). In multivariate analysis, after adjusting for age, clinical risk factors, medication use, and total PV at baseline, despite similar total PV progression rates, female sex was associated with greater calcified PV progression (β = 2.83; p = 0.004) but slower noncalcified PV progression (β = -3.39; p = 0.008) and less development of high-risk plaques (β = -0.18; p = 0.049) than in men. CONCLUSIONS The compositional PV progression differed according to sex, suggesting that comprehensive plaque evaluation may contribute to further refining of risk stratification according to sex. (NCT02803411).
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Lee SE, Sung JM, Andreini D, Al-Mallah MH, Budoff MJ, Cademartiri F, Chinnaiyan K, Choi JH, Chun EJ, Conte E, Gottlieb I, Hadamitzky M, Kim YJ, Lee BK, Leipsic JA, Maffei E, Marques H, de Araújo Gonçalves P, Pontone G, Shin S, Stone PH, Samady H, Virmani R, Narula J, Berman DS, Shaw LJ, Bax JJ, Lin FY, Min JK, Chang HJ. Per-lesion versus per-patient analysis of coronary artery disease in predicting the development of obstructive lesions: the Progression of AtheRosclerotic PlAque DetermIned by Computed TmoGraphic Angiography Imaging (PARADIGM) study. Int J Cardiovasc Imaging 2020; 36:2357-2364. [PMID: 32779077 DOI: 10.1007/s10554-020-01960-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/22/2020] [Accepted: 07/30/2020] [Indexed: 10/23/2022]
Abstract
To determine whether the assessment of individual plaques is superior in predicting the progression to obstructive coronary artery disease (CAD) on serial coronary computed tomography angiography (CCTA) than per-patient assessment. From a multinational registry of 2252 patients who underwent serial CCTA at a ≥ 2-year inter-scan interval, patients with only non-obstructive lesions at baseline were enrolled. CCTA was quantitatively analyzed at both the per-patient and per-lesion level. Models predicting the development of an obstructive lesion at follow up using either the per-patient or per-lesion level CCTA measures were constructed and compared. From 1297 patients (mean age 60 ± 9 years, 43% men) enrolled, a total of 3218 non-obstructive lesions were identified at baseline. At follow-up (inter-scan interval: 3.8 ± 1.6 years), 76 lesions (2.4%, 60 patients) became obstructive, defined as > 50% diameter stenosis. The C-statistics of Model 1, adjusted only by clinical risk factors, was 0.684. The addition of per-patient level total plaque volume (PV) and the presence of high-risk plaque (HRP) features to Model 1 improved the C-statistics to 0.825 [95% confidence interval (CI) 0.823-0.827]. When per-lesion level PV and the presence of HRP were added to Model 1, the predictive value of the model improved the C-statistics to 0.895 [95% CI 0.893-0.897]. The model utilizing per-lesion level CCTA measures was superior to the model utilizing per-patient level CCTA measures in predicting the development of an obstructive lesion (p < 0.001). Lesion-level analysis of coronary atherosclerotic plaques with CCTA yielded better predictive power for the development of obstructive CAD than the simple quantification of total coronary atherosclerotic burden at a per-patient level.Clinical Trial Registration: ClinicalTrials.gov NCT0280341.
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Affiliation(s)
- Sang-Eun Lee
- Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, South Korea.,Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Ji Min Sung
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea.,Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea
| | | | - Mouaz H Al-Mallah
- Houston Methodist DeBakey Heart & Vascular Center, Houston Methodist Hospital, Houston, TX, USA
| | - Matthew J Budoff
- Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, CA, USA
| | | | | | | | - Eun Ju Chun
- Seoul National University Bundang Hospital, Seongnam, South Korea
| | | | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Yong Jin Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea
| | - Byoung Kwon Lee
- Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Jonathon A Leipsic
- Department of Medicine and Radiology, University of British Columbia, Vancouver, BC, Canada
| | - Erica Maffei
- Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy
| | - Hugo Marques
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal
| | | | | | - Sanghoon Shin
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea
| | - Peter H Stone
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Habib Samady
- Division of Cardiology, Emory University School of Medicine, Atlanta, GA, USA
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, MD, USA
| | - Jagat Narula
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Daniel S Berman
- Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Leslee J Shaw
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Jeroen J Bax
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Fay Y Lin
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - James K Min
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA
| | - Hyuk-Jae Chang
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea. .,Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea.
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49
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Won KB, Lee BK, Park HB, Heo R, Lee SE, Rizvi A, Lin FY, Kumar A, Hadamitzky M, Kim YJ, Sung JM, Conte E, Andreini D, Pontone G, Budoff MJ, Gottlieb I, Chun EJ, Cademartiri F, Maffei E, Marques H, de Araújo Gonçalves P, Leipsic JA, Shin S, Choi JH, Virmani R, Samady H, Chinnaiyan K, Raff GL, Stone PH, Berman DS, Narula J, Shaw LJ, Bax JJ, Min JK, Chang HJ. Quantitative assessment of coronary plaque volume change related to triglyceride glucose index: The Progression of AtheRosclerotic PlAque DetermIned by Computed TomoGraphic Angiography IMaging (PARADIGM) registry. Cardiovasc Diabetol 2020; 19:113. [PMID: 32682451 PMCID: PMC7368987 DOI: 10.1186/s12933-020-01081-w] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/24/2020] [Accepted: 07/02/2020] [Indexed: 01/06/2023] Open
Abstract
Background The association between triglyceride glucose (TyG) index and coronary atherosclerotic change remains unclear. We aimed to evaluate the association between TyG index and coronary plaque progression (PP) using serial coronary computed tomography angiography (CCTA). Methods A total of 1143 subjects (aged 60.7 ± 9.3 years, 54.6% male) who underwent serial CCTA with available data on TyG index and diabetic status were analyzed from The Progression of AtheRosclerotic PlAque DetermIned by Computed TomoGraphic Angiography IMaging (PARADIGM) registry. PP was defined as plaque volume (PV) (mm3) at follow-up minus PV at index > 0. Annual change of PV (mm3/year) was defined as PV change divided by inter-scan period. Rapid PP was defined as the progression of percent atheroma volume (PV divided by vessel volume multiplied by 100) ≥ 1.0%/year. Results The median inter-scan period was 3.2 (range 2.6–4.4) years. All participants were stratified into three groups based on TyG index tertiles. The overall incidence of PP was 77.3%. Baseline total PV (group I [lowest]: 30.8 (0.0–117.7), group II: 47.2 (6.2–160.4), and group III [highest]: 57.5 (8.4–154.3); P < 0.001) and the annual change of total PV (group I: 5.7 (0.0–20.2), group II: 7.6 (0.5–23.5), and group III: 9.4 (1.4–27.7); P = 0.010) were different among all groups. The risk of PP (odds ratio [OR] 1.648; 95% confidence interval [CI] 1.167–2.327; P = 0.005) and rapid PP (OR 1.777; 95% CI 1.288–2.451; P < 0.001) was increased in group III compared to that in group I. TyG index had a positive and significant association with an increased risk of PP and rapid PP after adjusting for confounding factors. Conclusion TyG index is an independent predictive marker for the progression of coronary atherosclerosis. Clinical registration ClinicalTrials.gov NCT02803411
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Affiliation(s)
- Ki-Bum Won
- Department of Cardiology, Ulsan University Hospital, University of Ulsan College of Medicine, Ulsan, South Korea.,Department of Cardiology, Severance Cardiovascular Hospital, Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea
| | - Byoung Kwon Lee
- Department of Cardiology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Hyung-Bok Park
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea.,Department of Cardiology, Catholic Kwandong University International St. Mary's Hospital, Incheon, South Korea
| | - Ran Heo
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea.,Department of Cardiology, Hanyang University Seoul Hospital, Hanyang University College of Medicine, Seoul, South Korea
| | - Sang-Eun Lee
- Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea.,Department of Cardiology, Ewha Womans University Medical Center, Seoul, South Korea
| | - Asim Rizvi
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medical College, New York, NY, USA.,Department of Radiology, Mayo Clinic, Rochester, MN, USA
| | - Fay Y Lin
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medical College, New York, NY, USA
| | - Amit Kumar
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medical College, New York, NY, USA
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Yong-Jin Kim
- Department of Cardiology, Seoul National University Hospital, Seoul, South Korea
| | - Ji Min Sung
- Department of Cardiology, Severance Cardiovascular Hospital, Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea.,Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | | | | | | | - Matthew J Budoff
- Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, CA, USA
| | - Ilan Gottlieb
- Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil
| | - Eun Ju Chun
- Department of Radiology, Seoul National University Bundang Hospital, Sungnam, South Korea
| | | | - Erica Maffei
- Department of Radiology, Area Vasta 1/ASUR, Marche, Urbino, Italy
| | - Hugo Marques
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal
| | | | - Jonathon A Leipsic
- Department of Medicine and Radiology, University of British Columbia, Vancouver, BC, Canada
| | - Sanghoon Shin
- Department of Cardiology, Ewha Womans University Medical Center, Seoul, South Korea
| | - Jung Hyun Choi
- Department of Cardiology, Busan University Hospital, Busan, South Korea
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, MD, USA
| | - Habib Samady
- Department of Cardiology, Emory University School of Medicine, Atlanta, GA, USA
| | | | - Gilbert L Raff
- Department of Cardiology, William Beaumont Hospital, Royal Oak, MI, USA
| | - Peter H Stone
- Department of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Daniel S Berman
- Department of Imaging and Medicine, Cedars Sinai Medical Center, Los Angeles, CA, USA
| | - Jagat Narula
- Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, New York, USA.,Zena and Michael A. Wiener Cardiovascular Institute, and Marie-Josee and Henry R. Kravis Center for Cardiovascular Health, New York, NY, USA
| | - Leslee J Shaw
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medical College, New York, NY, USA
| | - Jeroen J Bax
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
| | - James K Min
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medical College, New York, NY, USA
| | - Hyuk-Jae Chang
- Department of Cardiology, Severance Cardiovascular Hospital, Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea. .,Yonsei-Cedars-Sinai Integrative Cardiovascular Imaging Research Center, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea.
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50
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Han D, Berman DS, Miller RJH, Andreini D, Budoff MJ, Cademartiri F, Chinnaiyan K, Choi JH, Conte E, Marques H, de Araújo Gonçalves P, Gottlieb I, Hadamitzky M, Leipsic J, Maffei E, Pontone G, Shin S, Kim YJ, Lee BK, Chun EJ, Sung JM, Lee SE, Virmani R, Samady H, Stone P, Narula J, Bax JJ, Shaw LJ, Lin FY, Min JK, Chang HJ. Association of Cardiovascular Disease Risk Factor Burden With Progression of Coronary Atherosclerosis Assessed by Serial Coronary Computed Tomographic Angiography. JAMA Netw Open 2020; 3:e2011444. [PMID: 32706382 PMCID: PMC7382001 DOI: 10.1001/jamanetworkopen.2020.11444] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/26/2023] Open
Abstract
IMPORTANCE Several studies have reported that the progression of coronary atherosclerosis, as measured by serial coronary computed tomographic (CT) angiography, is associated with the risk of future cardiovascular events. However, the cumulative consequences of multiple risk factors for plaque progression and the development of adverse plaque characteristics have not been well characterized. OBJECTIVES To examine the association of cardiovascular risk factor burden, as assessed by atherosclerotic cardiovascular disease (ASCVD) risk score, with the progression of coronary atherosclerosis and the development of adverse plaque characteristics. DESIGN, SETTING, AND PARTICIPANTS This cohort study is a subgroup analysis of participant data from the prospective observational Progression of Atherosclerotic Plaque Determined by Computed Tomographic Angiography Imaging (PARADIGM) study, which evaluated the association between serial coronary CT angiography findings and clinical presentation. The PARADIGM international multicenter registry, which includes 13 centers in 7 countries (Brazil, Canada, Germany, Italy, Portugal, South Korea, and the US), was used to identify 1005 adult patients without known coronary artery disease who underwent serial coronary CT angiography scans (median interscan interval, 3.3 years; interquartile range [IQR], 2.6-4.8 years) between December 24, 2003, and December 16, 2015. Based on the 10-year ASCVD risk score, the cardiovascular risk factor burden was classified as low (<7.5%), intermediate (7.5%-20.0%), or high (>20.0%). Data were analyzed from February 8, 2019, to April 17, 2020. EXPOSURES Association of baseline ASCVD risk burden with plaque progression. MAIN OUTCOMES AND MEASURES Noncalcified plaque, calcified plaque, and total plaque volumes (mm3) were measured. Noncalcified plaque was subclassified using predefined Hounsfield unit thresholds for fibrous, fibrofatty, and low-attenuation plaque. The percent atheroma volume (PAV) was defined as plaque volume divided by vessel volume. Adverse plaque characteristics were defined as the presence of positive remodeling, low-attenuation plaque, or spotty calcification. RESULTS In total, 1005 patients (mean [SD] age, 60 [8] years; 575 men [57.2%]) were included in the analysis. Of those, 463 patients (46.1%) had a low 10-year ASCVD risk score (low-risk group), 373 patients (37.1%) had an intermediate ASCVD risk score (intermediate-risk group), and 169 patients (16.8%) had a high ASCVD risk score (high-risk group). The annualized progression rate of PAV for total plaque, calcified plaque, and noncalcified plaque was associated with increasing ASCVD risk (r = 0.26 for total plaque, r = 0.23 for calcified plaque, and r = 0.11 for noncalcified plaque; P < .001). The annualized PAV progression of total plaque, calcified plaque, and noncalcified plaque was significantly greater in the high-risk group compared with the low-risk and intermediate-risk groups (for total plaque, 0.99% vs 0.45% and 0.58%, respectively; P < .001; for calcified plaque, 0.61% vs 0.23% and 0.36%; P < .001; and for noncalcified plaque, 0.38%vs 0.22% and 0.23%; P = .01). When further subclassified by noncalcified plaque type, the annualized PAV progression of fibrofatty and low-attenuation plaque was greater in the high-risk group (0.09% and 0.02%, respectively) compared with the low- to intermediate-risk group (n = 836; 0.02% [P = .02] and 0.001% [P = .008], respectively). The interval development of adverse plaque characteristics was greater in the high-risk group compared with the low-risk and intermediate-risk groups (for new positive remodeling, 73 patients [43.2%] vs 151 patients [32.6%] and 133 patients [35.7%], respectively; P = .02; for new low-attenuation plaque, 26 patients [15.4%] vs 44 patients [9.5%] and 35 patients [9.4%]; P = .02; and for new spotty calcification, 37 patients [21.9%] vs 52 patients [11.2%] and 54 patients [14.5%]; P = .002). The progression of noncalcified plaque subclasses and the interval development of adverse plaque characteristics did not significantly differ between the low-risk and intermediate-risk groups. CONCLUSIONS AND RELEVANCE Progression of coronary atherosclerosis occurred across all ASCVD risk groups and was associated with an increase in 10-year ASCVD risk. The progression of fibrofatty and low-attenuation plaques and the development of adverse plaque characteristics was greater in patients with a high risk of ASCVD.
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Affiliation(s)
- Donghee Han
- Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, California
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Daniel S. Berman
- Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, California
| | - Robert J. H. Miller
- Department of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, California
- Department of Cardiac Sciences, University of Calgary, Calgary, Alberta, Canada
| | - Daniele Andreini
- Centro Cardiologico Monzino, Institute for Research, Hospitalization and Healthcare (IRCCS), Milan, Italy
| | - Matthew J. Budoff
- Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, California
| | - Filippo Cademartiri
- Cardiovascular Imaging Center, SDN Institute, Institute for Research, Hospitalization and Healthcare (IRCCS), Naples, Italy
| | - Kavitha Chinnaiyan
- Department of Cardiology, William Beaumont Hospital, Royal Oak, Michigan
| | | | - Edoardo Conte
- Centro Cardiologico Monzino, Institute for Research, Hospitalization and Healthcare (IRCCS), Milan, Italy
| | - Hugo Marques
- UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisbon, Portugal
| | | | - Ilan Gottlieb
- Department of Radiology, Casa de Saúde São José, Rio de Janeiro, Brazil
| | - Martin Hadamitzky
- Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany
| | - Jonathon Leipsic
- Department of Medicine and Radiology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Erica Maffei
- Department of Radiology, Area Vasta 1–ASUR Marche, Urbino, Italy
| | - Gianluca Pontone
- Centro Cardiologico Monzino, Institute for Research, Hospitalization and Healthcare (IRCCS), Milan, Italy
| | - Sangshoon Shin
- Ewha Womans University Seoul Hospital, Seoul, South Korea
| | - Yong-Jin Kim
- Seoul National University Hospital, Seoul, South Korea
| | - Byoung Kwon Lee
- Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Eun Ju Chun
- Seoul National University Bundang Hospital, Sungnam, South Korea
| | - Ji Min Sung
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Sang-Eun Lee
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
| | - Renu Virmani
- Department of Pathology, CVPath Institute, Gaithersburg, Maryland
| | - Habib Samady
- Division of Cardiology, Emory University School of Medicine, Atlanta, Georgia
| | - Peter Stone
- Cardiovascular Division, Harvard Medical School, Brigham and Women's Hospital, Boston, Massachusetts
| | - Jagat Narula
- Zena and Michael A. Wiener Cardiovascular Institute, Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, New York, New York
- Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, New York, New York
| | - Jeroen J. Bax
- Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Leslee J. Shaw
- Department of Radiology, New York–Presbyterian Hospital and Weill Cornell Medicine, New York, New York
| | - Fay Y. Lin
- Department of Radiology, New York–Presbyterian Hospital and Weill Cornell Medicine, New York, New York
| | | | - Hyuk-Jae Chang
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Yonsei University Health System, Seoul, South Korea
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