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Kolossváry M, Gerstenblith G, Bluemke DA, Fishman EK, Mandler RN, Kickler TS, Chen S, Bhatia S, Lai S, Lai H. Contribution of Risk Factors to the Development of Coronary Atherosclerosis as Confirmed via Coronary CT Angiography: A Longitudinal Radiomics-based Study. Radiology 2021; 299:97-106. [PMID: 33591887 DOI: 10.1148/radiol.2021203179] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Background Various cardiovascular risk factors are thought to modify atherosclerosis in a similar fashion (ie, by increasing the magnitude of coronary artery disease [CAD]). However, coronary CT angiography allows precision phenotyping of plaque characteristics through use of radiomics. Purpose To assess whether different cardiovascular risk factors have distinctive contributions to the changes in plaque morphologic features over time. Materials and Methods Individuals with or without HIV infection and cocaine use and without cardiovascular symptoms underwent coronary CT angiography between May 2004 and August 2015. In the current HIPAA-compliant study, the effects of cocaine use, HIV infection, and atherosclerotic cardiovascular disease (ASCVD) risk on the temporal changes (mean ± standard deviation, 4.0 years ± 2.3 between CT angiographic examinations) in CAD structure were analyzed by using radiomic analysis. The changes in radiomic features were analyzed by using linear mixed models, with correction for factors that may change plaque structure: high-sensitivity C-reactive protein level, statin use, positive family history of CAD, and total plaque volume to account for any potential intrinsic correlation between volume and morphologic features. Clusters among significant radiomic features were identified by using hierarchical clustering. Bonferroni-corrected P values less than .00004 (.05 divided by 1276) were considered to indicate significant differences. Results Of 1429 participants, 300 with CAD confirmed at coronary CT angiography were randomly selected (mean age, 48 years ± 7; 210 men, 226 people infected with HIV, 174 people who use cocaine) and 1276 radiomic features were quantified for each plaque. Cocaine use was significantly associated with 23.7% (303 of 1276) of the radiomic features, HIV infection was significantly associated with 1.3% (17 of 1276), and elevated ASCVD risk was significantly associated with 8.2% (104 of 1276) (P < .00004 for all). Parameters associated with elevated ASCVD risk or cocaine use and HIV infection did not overlap. There were 13 clusters among the 409 parameters, eight of which were affected only by cocaine use and three of which were affected only by ASCVD risk. Conclusion Radiomics-based precision phenotyping indicated that conventional risk factors, cocaine use, and HIV infection each had different effects on CT angiographic morphologic changes in coronary atherosclerosis over 4 years. © RSNA, 2021 Online supplemental material is available for this article. See also the editorial by Schoepf and Emrich in this issue.
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Affiliation(s)
- Márton Kolossváry
- From the Departments of Pathology (M.K., T.S.K., S.C., S.B., S.L.), Medicine (G.G., S.L.), and Radiology (E.K.F., S.L., H.L.), Johns Hopkins University School of Medicine, 600 N Wolfe St, Baltimore, MD 21287; Cardiovascular Imaging Research Group, Heart and Vascular Center, Semmelweis University, Budapest, Hungary (M.K.); Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.); and National Institute on Drug Abuse, National Institutes of Health, Bethesda, Md (R.N.M.)
| | - Gary Gerstenblith
- From the Departments of Pathology (M.K., T.S.K., S.C., S.B., S.L.), Medicine (G.G., S.L.), and Radiology (E.K.F., S.L., H.L.), Johns Hopkins University School of Medicine, 600 N Wolfe St, Baltimore, MD 21287; Cardiovascular Imaging Research Group, Heart and Vascular Center, Semmelweis University, Budapest, Hungary (M.K.); Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.); and National Institute on Drug Abuse, National Institutes of Health, Bethesda, Md (R.N.M.)
| | - David A Bluemke
- From the Departments of Pathology (M.K., T.S.K., S.C., S.B., S.L.), Medicine (G.G., S.L.), and Radiology (E.K.F., S.L., H.L.), Johns Hopkins University School of Medicine, 600 N Wolfe St, Baltimore, MD 21287; Cardiovascular Imaging Research Group, Heart and Vascular Center, Semmelweis University, Budapest, Hungary (M.K.); Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.); and National Institute on Drug Abuse, National Institutes of Health, Bethesda, Md (R.N.M.)
| | - Elliot K Fishman
- From the Departments of Pathology (M.K., T.S.K., S.C., S.B., S.L.), Medicine (G.G., S.L.), and Radiology (E.K.F., S.L., H.L.), Johns Hopkins University School of Medicine, 600 N Wolfe St, Baltimore, MD 21287; Cardiovascular Imaging Research Group, Heart and Vascular Center, Semmelweis University, Budapest, Hungary (M.K.); Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.); and National Institute on Drug Abuse, National Institutes of Health, Bethesda, Md (R.N.M.)
| | - Raul N Mandler
- From the Departments of Pathology (M.K., T.S.K., S.C., S.B., S.L.), Medicine (G.G., S.L.), and Radiology (E.K.F., S.L., H.L.), Johns Hopkins University School of Medicine, 600 N Wolfe St, Baltimore, MD 21287; Cardiovascular Imaging Research Group, Heart and Vascular Center, Semmelweis University, Budapest, Hungary (M.K.); Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.); and National Institute on Drug Abuse, National Institutes of Health, Bethesda, Md (R.N.M.)
| | - Thomas S Kickler
- From the Departments of Pathology (M.K., T.S.K., S.C., S.B., S.L.), Medicine (G.G., S.L.), and Radiology (E.K.F., S.L., H.L.), Johns Hopkins University School of Medicine, 600 N Wolfe St, Baltimore, MD 21287; Cardiovascular Imaging Research Group, Heart and Vascular Center, Semmelweis University, Budapest, Hungary (M.K.); Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.); and National Institute on Drug Abuse, National Institutes of Health, Bethesda, Md (R.N.M.)
| | - Shaoguang Chen
- From the Departments of Pathology (M.K., T.S.K., S.C., S.B., S.L.), Medicine (G.G., S.L.), and Radiology (E.K.F., S.L., H.L.), Johns Hopkins University School of Medicine, 600 N Wolfe St, Baltimore, MD 21287; Cardiovascular Imaging Research Group, Heart and Vascular Center, Semmelweis University, Budapest, Hungary (M.K.); Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.); and National Institute on Drug Abuse, National Institutes of Health, Bethesda, Md (R.N.M.)
| | - Sandeepan Bhatia
- From the Departments of Pathology (M.K., T.S.K., S.C., S.B., S.L.), Medicine (G.G., S.L.), and Radiology (E.K.F., S.L., H.L.), Johns Hopkins University School of Medicine, 600 N Wolfe St, Baltimore, MD 21287; Cardiovascular Imaging Research Group, Heart and Vascular Center, Semmelweis University, Budapest, Hungary (M.K.); Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.); and National Institute on Drug Abuse, National Institutes of Health, Bethesda, Md (R.N.M.)
| | - Shenghan Lai
- From the Departments of Pathology (M.K., T.S.K., S.C., S.B., S.L.), Medicine (G.G., S.L.), and Radiology (E.K.F., S.L., H.L.), Johns Hopkins University School of Medicine, 600 N Wolfe St, Baltimore, MD 21287; Cardiovascular Imaging Research Group, Heart and Vascular Center, Semmelweis University, Budapest, Hungary (M.K.); Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.); and National Institute on Drug Abuse, National Institutes of Health, Bethesda, Md (R.N.M.)
| | - Hong Lai
- From the Departments of Pathology (M.K., T.S.K., S.C., S.B., S.L.), Medicine (G.G., S.L.), and Radiology (E.K.F., S.L., H.L.), Johns Hopkins University School of Medicine, 600 N Wolfe St, Baltimore, MD 21287; Cardiovascular Imaging Research Group, Heart and Vascular Center, Semmelweis University, Budapest, Hungary (M.K.); Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.); and National Institute on Drug Abuse, National Institutes of Health, Bethesda, Md (R.N.M.)
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Calza L, Verucchi G, Pocaterra D, Pavoni M, Alfieri A, Cicognani A, Manfredi R, Serra C, Chiodo F. Cardiovascular risk factors and ultrasound evaluation of carotid atherosclerosis in patients with HIV-1 infection. Int J STD AIDS 2009; 20:683-9. [DOI: 10.1258/ijsa.2009.008504] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
A cross-sectional study was performed to evaluate classical risk factors for cardiovascular diseases and subclinical atherosclerosis by carotid ultrasonography in HIV-positive subjects, naïve or treated with antiretroviral agents. A total of 66 patients were enrolled into the study: 21 subjects were naïve to all antiretroviral agents (group A) and 45 patients were treated with antiretroviral therapy for ≧36 months (group B). The prevalence of carotid plaques was significantly higher in group B than in group A (44.7% versus 0%; P = 0.014). In group B, patients with high 10-year risk of coronary heart disease showed a significantly higher intima-media thickness and prevalence of carotid lesions than those with low risk. Moreover, carotid lesions were structurally comparable to classical atherosclerotique plaques observed in the general population, with iso-hyperechonegic aspects and irregular surfaces. The prevalence of carotid atherosclerosis in experienced patients is higher than in those naïve to highly active antiretroviral therapy and seems mostly associated with a longer duration of HIV infection, more severe lipid metabolism alterations, presence of lipodystrophy syndrome and a more elevated 10-year risk of cardiovascular diseases.
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Affiliation(s)
- L Calza
- Department of Internal Medicine, Geriatrics and Nephrologic Diseases, Section of Infectious Diseases
| | - G Verucchi
- Department of Internal Medicine, Geriatrics and Nephrologic Diseases, Section of Infectious Diseases
| | - D Pocaterra
- Department of Internal Medicine, Geriatrics and Nephrologic Diseases, Section of Infectious Diseases
| | - M Pavoni
- Department of Internal Medicine, Geriatrics and Nephrologic Diseases, Section of Infectious Diseases
| | - A Alfieri
- Department of Internal Medicine, Geriatrics and Nephrologic Diseases, Section of Infectious Diseases
| | - A Cicognani
- Department of Internal Medicine, Geriatrics and Nephrologic Diseases, Section of Infectious Diseases
| | - R Manfredi
- Department of Internal Medicine, Geriatrics and Nephrologic Diseases, Section of Infectious Diseases
| | - C Serra
- Department of Internal Medicine and Gastroenterology, ‘Alma Mater Studiorum’ University of Bologna, S. Orsola-Malpighi Hospital, via G. Massarenti, 11 40138 Bologna, Italy
| | - F Chiodo
- Department of Internal Medicine, Geriatrics and Nephrologic Diseases, Section of Infectious Diseases
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