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Gao JW, Guo Q, Weng Y, Huang ZG, Zhang HF, Wu YB, Wang JF, Zhang SL, Liu PM. Predicting the risk of coronary artery calcium progression in the general population: insights from the MESA and CARDIA studies. Clin Radiol 2025; 80:106724. [PMID: 39546957 DOI: 10.1016/j.crad.2024.10.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Revised: 09/03/2024] [Accepted: 10/10/2024] [Indexed: 11/17/2024]
Abstract
AIM Coronary artery calcium (CAC) progression is a strong predictor of cardiovascular disease. This study aims to develop and validate a practical tool for predicting individual CAC progression in the general population. MATERIALS AND METHODS Data were utilized from the Multi-Ethnic Study of Atherosclerosis (MESA) cohort, comprising 5486 participants (47.3% male, mean ± SD age: 61.9 ± 10.2 years), who were randomly assigned to either a training set or an internal validation set at a 7:3 ratio. Additionally, a separate cohort of 2447 participants (44.6% male, mean ± SD age: 40.4 ± 3.5 years) from the Coronary Artery Risk Development in Young Adults (CARDIA) study served as the external validation set. A nomogram was developed based on a Cox regression model incorporating 10 variables selected by the least absolute shrinkage and selection operator (LASSO) method to predict CAC progression. RESULTS From the 61 features considered, 10 key variables were identified: age, male sex, smoking status, waist circumference, systolic blood pressure, fasting glucose, lipid abnormalities, and the use of antihypertensive, glucose-lowering, and lipid-lowering medications. The nomogram demonstrated good discrimination with a C-statistic of 0.682 (95% confidence interval [CI], 0.665-0.699) in the training set and 0.750 (95% CI, 0.729-0.771) in the external validation set. Decision curve analysis further confirmed the nomogram's clinical utility in predicting the risk of CAC progression. CONCLUSION Our nomogram offers a practical tool for individualized prediction of CAC progression potentially aiding in the primary prevention of cardiovascular disease in clinical practice. REGISTRATION URL: https://www. CLINICALTRIALS gov; Unique identifier: NCT00005130 (CARDIA), NCT00005487 (MESA).
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Affiliation(s)
- J-W Gao
- Department of Cardiology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou 510120, China
| | - Q Guo
- Department of Cardiology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou 510120, China
| | - Y Weng
- Department of Endocrinology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou 510120, China
| | - Z-G Huang
- Department of Cardiology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou 510120, China
| | - H-F Zhang
- Department of Cardiology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou 510120, China
| | - Y-B Wu
- Department of Cardiology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou 510120, China
| | - J-F Wang
- Department of Cardiology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou 510120, China
| | - S-L Zhang
- Department of Endocrinology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou 510120, China.
| | - P-M Liu
- Department of Cardiology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou 510120, China.
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Yang Q, Yuan Y, Lyu D, Zhuang R, Xue D, Niu C, Ma L, Zhang L. The role of coffee and potential mediators in subclinical atherosclerosis: insights from Mendelian randomization study. Front Nutr 2024; 11:1405353. [PMID: 39119461 PMCID: PMC11309031 DOI: 10.3389/fnut.2024.1405353] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2024] [Accepted: 07/15/2024] [Indexed: 08/10/2024] Open
Abstract
Background and aims Coffee contains many bioactive compounds, and its inconsistent association with subclinical atherosclerosis has been reported in observational studies. In this Mendelian randomization study, we investigated whether genetically predicted coffee consumption is associated with subclinical atherosclerosis, as well as the role of potential mediators. Methods We first conducted a two-sample Mendelian randomization analysis to examine the causal effect of coffee and its subtypes on subclinical atherosclerosis inferred from coronary artery calcification (CAC). Next, the significant results were validated using another independent dataset. Two-step Mendelian randomization analyses were utilized to evaluate the causal pathway from coffee to subclinical atherosclerosis through potential mediators, including blood pressure, blood lipids, body mass index, and glycated hemoglobin. Mendelian randomization analyses were performed using the multiplicative random effects inverse-variance weighted method as the main approach, followed by a series of complementary methods and sensitivity analyses. Results Coffee, filtered coffee, and instant coffee were associated with the risk of CAC (β = 0.79, 95% CI: 0.12 to 1.47, p = 0.022; β = 0.66, 95% CI: 0.17 to 1.15, p = 0.008; β = 0.66, 95% CI: 0.20 to 1.13, p = 0.005; respectively). While no significant causal relationship was found between decaffeinated coffee and CAC (β = -1.32, 95% CI: -2.67 to 0.04, p = 0.056). The association between coffee and CAC was validated in the replication analysis (β = 0.27, 95% CI: 0.07 to 0.48, p = 0.009). Body mass index mediated 39.98% of the effect of coffee on CAC (95% CI: 9.78 to 70.19%, p = 0.009), and 5.79% of the effect of instant coffee on CAC (95% CI: 0.54 to 11.04%, p = 0.030). Conclusion Our study suggests that coffee other than decaffeinated coffee increases the risk of subclinical atherosclerosis inferred from CAC. Body mass index mediated 39.98 and 5.79% of the causal effects of coffee and instant coffee on CAC, respectively. Coffee should be consumed with caution, especially in individuals with established cardiovascular risk factors, and decaffeinated coffee appears to be a safer choice.
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Affiliation(s)
- Qiwen Yang
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
- Department of Cardiology, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Yue Yuan
- Food Science Editorial Department, Beijing Academy of Food Science, Beijing, China
| | - Diyang Lyu
- Department of Cardiology, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Rui Zhuang
- Department of Cardiology, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Donghua Xue
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
- Department of Cardiology, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Chaofeng Niu
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
- Department of Cardiology, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Liyong Ma
- Department of Cardiology, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Lijing Zhang
- Department of Cardiology, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
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Masrouri S, Tamehri Zadeh SS, Afaghi S, Hadaegh F, Khalili D, Shapiro MD. Association of Anthropometric Indices With Midlife Cardiovascular Risk in Young Individuals Without Obesity and Traditional Risk Factors. J Am Heart Assoc 2024; 13:e033355. [PMID: 38842274 PMCID: PMC11255689 DOI: 10.1161/jaha.123.033355] [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: 01/22/2024] [Accepted: 05/09/2024] [Indexed: 06/07/2024]
Abstract
BACKGROUND The aim of this study was to assess how early-adulthood body mass index (BMI) and waist circumference (WC) relate to long-term cardiovascular structure, function, and prognosis in individuals without obesity and with low cardiovascular risk factor (CVRF) burden. METHODS AND RESULTS A total of 2024 participants aged 18 to 30 from the CARDIA (Coronary Artery Risk Development in Young Adults) study, without obesity and with low CVRFs defined as the absence of cardiovascular disease (CVD), diabetes, hypertension, current smoking, and dyslipidemia were included. A CVRF-optimal subgroup was also defined, with blood pressure<120/80 mm Hg, fasting glucose <100 mg/dL, total cholesterol <200, low-density lipoprotein cholesterol <130, and women with high-density lipoprotein cholesterol ≥50 mg/dL. Coronary artery calcification, carotid intima-media thickness, left ventricular mass, left ventricular ejection fraction, longitudinal peak systolic strain, and diastolic function were assessed in midlife. Cox regression was used to calculate hazard ratios of BMI and WC for all-cause death and CVD events. Logistic regression was used to estimate odds ratios for subclinical CVD. Over 33.9 years (median follow-up), 5.2% (n=105) died, and 2.6% (n=52) had CVD events. Each 1-SD BMI increase was associated with 27% (95% CI, 1.10-1.47), 24% (1.08-1.43), 42% (1.20-1.68), 28% (1.05-1.57), 51% (1.20-1.90), and 49% (1.10-2.02) higher odds of coronary artery calcification presence, increased carotid intima-media thickness, left ventricular hypertrophy, reduced left ventricular ejection fraction, low longitudinal peak systolic strain, and diastolic dysfunction, respectively, in the CVRF-low group. Generally, similar associations were found for WC and in the CVRF-optimal subgroup. No significant associations between BMI and WC with CVD and death were found. CONCLUSIONS Elevations in BMI and WC among young low-risk individuals, even within the nonobesity range, are associated with midlife cardiovascular health.
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Affiliation(s)
- Soroush Masrouri
- Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine SciencesShahid Beheshti University of Medical SciencesTehranIran
| | - Seyed Saeed Tamehri Zadeh
- Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine SciencesShahid Beheshti University of Medical SciencesTehranIran
| | - Siamak Afaghi
- Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine SciencesShahid Beheshti University of Medical SciencesTehranIran
| | - Farzad Hadaegh
- Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine SciencesShahid Beheshti University of Medical SciencesTehranIran
| | - Davood Khalili
- Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine SciencesShahid Beheshti University of Medical SciencesTehranIran
| | - Michael D. Shapiro
- Center for Prevention of Cardiovascular Disease, Section on Cardiovascular MedicineWake Forest University School of MedicineWinston SalemNCUSA
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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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Kim K, Di Giovanna E, Jung H, Bethineedi LD, Jun TJ, Kim YH. Association of metabolic health and obesity with coronary heart disease in adult cancer survivors. Eur J Clin Invest 2024; 54:e14161. [PMID: 38239087 DOI: 10.1111/eci.14161] [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: 10/06/2023] [Revised: 12/26/2023] [Accepted: 01/05/2024] [Indexed: 04/17/2024]
Abstract
BACKGROUND The metabolically healthy obese (MHO) phenotype is associated with an increased risk of coronary heart disease (CHD) in the general population. However, association of metabolic health and obesity phenotypes with CHD risk in adult cancer survivors remains unclear. We aimed to investigate the associations between different metabolic health and obesity phenotypes with incident CHD in adult cancer survivors. METHODS We used National Health Insurance Service (NHIS) to identify a cohort of 173,951 adult cancer survivors aged more than 20 years free of cardiovascular complications. Metabolically healthy nonobese (MHN), MHO, metabolically unhealthy nonobese (MUN), metabolically unhealthy obese (MUO) phenotypes were created using as at least three out of five metabolic health criteria along with obesity (body mass index ≥ 25.0 kg/m2). We used Cox proportional hazards model to assess CHD risk in each metabolic health and obesity phenotypes. RESULTS During 1,376,050 person-years of follow-up, adult cancer survivors with MHO phenotype had a significantly higher risk of CHD (hazard ratio [HR] = 1.52; 95% confidence intervals [CI]: 1.41 to 1.65) as compared to those without obesity and metabolic abnormalities. MUN (HR = 1.81; 95% CI: 1.59 to 2.06) and MUO (HR = 1.92; 95% CI: 1.72 to 2.15) phenotypes were also associated with an increased risk of CHD among adult cancer survivors. CONCLUSIONS Adult cancer survivors with MHO phenotype had a higher risk of CHD than those who are MHN. Metabolic health status and obesity were jointly associated with CHD risk in adult cancer survivors.
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Affiliation(s)
- Kyuwoong Kim
- National Cancer Control Institute, National Cancer Center, Goyang, Republic of Korea
- Graduate School of Cancer Science and Policy, National Cancer Center, Goyang, Republic of Korea
| | - Edvige Di Giovanna
- Department of Diagnostic and Interventional Radiology, Ammerland-Klinik, Westerstede, Lower Saxony, Germany
| | - Hyeyun Jung
- Department of Computing, Newcastle University, Newcastle upon Tyne, UK
| | | | - Tae Joon Jun
- Big Data Research Center, Asan Institute for Life Science, Asan Medical Center, Seoul, Republic of Korea
| | - Young-Hak Kim
- Big Data Research Center, Asan Institute for Life Science, Asan Medical Center, Seoul, Republic of Korea
- Department of Cardiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
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Masrouri S, Shapiro MD, Khalili D, Hadaegh F. Impact of coronary artery calcium on mortality and cardiovascular events in metabolic syndrome and diabetes among younger adults. Eur J Prev Cardiol 2024; 31:744-753. [PMID: 38323650 DOI: 10.1093/eurjpc/zwae039] [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: 10/11/2023] [Revised: 01/11/2024] [Accepted: 01/28/2024] [Indexed: 02/08/2024]
Abstract
AIMS Whether coronary artery calcium (CAC) testing in younger individuals with metabolic syndrome (MetS) and diabetes mellitus (DM) helps predict cardiovascular disease (CVD) and death independent of traditional risk factors (RFs) remains less clear. METHODS AND RESULTS We pooled data obtained from 5174 individuals aged 38-55 years from the CARDIA (Coronary Artery Risk Development in Young Adults; n = 3047, year 20) and MESA (Multi-Ethnic Study of Atherosclerosis; n = 2127, Visit 1) studies who completed computed tomography of CAC. The mean age (SD) of participants (44.7% men) was 47.3 (4.2) years. Multivariable Cox proportional hazards regression models were used to estimate hazard ratios (HRs) of CVD, coronary heart disease (CHD), and all-cause death. There were 1085 participants (21.0%) with prevalent CAC at baseline. A total of 461 (8.9%) had DM, 1025 (19.8%) had MetS without DM, and 3688 (71.3%) had neither condition. Over a median follow-up of 14.2 years, 256 (5.0%) participants died, and 304 (5.9%) CVD and 188 (3.6%) CHD events occurred. The CAC score was independently associated with incident CVD in those with DM (HR: 95% CI; 1.22: 1.08-1.38), MetS (1.18: 1.08-1.31), and neither condition (1.36: 1.26-1.46). The corresponding HRs for CAC ≥ 100 were 2.70 (1.25-5.83), 3.29 (1.87-5.79), and 6.30 (4.02-9.86), respectively. Similar associations for CHD and death were found. The impact of CAC ≥ 100 on CVD and CHD was lower in the presence of DM (P interaction < 0.05). The association of CAC with all outcomes in individuals with DM remained significant after adjusting with haemoglobin A1c levels. CONCLUSION Coronary artery calcium score is independently associated with cardiovascular events and death over nearly 15 years after screening at ages 38-55 years, with a less pronounced impact on CVD and CHD events in the presence of DM.
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Affiliation(s)
- Soroush Masrouri
- Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, No. 24, Yamen Street, Velenjak, Tehran 1985717413, Iran
| | - Michael D Shapiro
- Center for Prevention of Cardiovascular Disease, Section on Cardiovascular Medicine, Wake Forest University School of Medicine, 1 Medical Center Boulevard, Winston Salem, North Carolina 27157, USA
| | - Davood Khalili
- Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, No. 24, Yamen Street, Velenjak, Tehran 1985717413, Iran
| | - Farzad Hadaegh
- Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, No. 24, Yamen Street, Velenjak, Tehran 1985717413, Iran
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Park JM, Lee HS, Yang J, Jung DH, Lee JW. Metabolic Obesity Phenotypes and Incident Cardiovascular Outcomes in Middle-Aged and Older Korean Adults: A Longitudinal 10-Year Analysis of the Korean Genome and Epidemiology Study. Metab Syndr Relat Disord 2024; 22:232-239. [PMID: 38603765 DOI: 10.1089/met.2023.0170] [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: 04/13/2024] Open
Abstract
Background: This study investigated the association of four metabolic obesity phenotypes with incident coronary artery disease and stroke in a large-scale, community population-based, prospective Korean cohort observed for over 10 years. Methods: The study participants included 7374 adults aged 40-69 years, drawn from the Korean Genome and Epidemiology Study. Participants with different metabolic obesity phenotypes were categorized according to body weight and metabolic health status into four groups: metabolically healthy nonobese (MHNO), metabolically healthy obese (MHO), metabolically unhealthy nonobese (MUHNO), and metabolically unhealthy obese (MUHO). Combined cardiovascular events were defined as coronary artery disease and stroke. We used multivariate Cox proportional hazards regression models to prospectively assess hazard ratios (HRs) with 95% confidence intervals (CIs) for incident coronary artery disease or stroke over 10 years after the baseline survey. Results: During the follow-up period, newly developed coronary artery disease, stroke, and combined cardiovascular events were diagnosed in 151 (2.0%), 137 (1.9%), and 283 (3.8%) participants, respectively. After adjusting for confounding variables, the HRs (95% CIs) for incident combined cardiovascular events were 1.81 (1.34-2.46) in the MUHO group, 1.29 (0.92-1.81) in the MUHNO group, and 1.21 (0.81-1.79) in the MHO group compared with those in the MHNO group. Conclusions: This study revealed distinct risks associated with four metabolic obesity phenotypes concerning incident coronary artery disease and stroke. After adjusting for potential confounding variables, the results indicated that MUHO, but not MUHNO or MHO, showed a higher risk of developing coronary artery disease and stroke than MHNO.
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Affiliation(s)
- Jae-Min Park
- Department of Family Medicine, Uijeongbu Eulji Medical Center, Eulji University, Uijeongbu, Korea
- Department of Medicine, Graduate School of Medicine, Yonsei University, Seoul, Republic of Korea
| | - Hye Sun Lee
- Biostatistics Collaboration Unit, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Juyeon Yang
- Biostatistics Collaboration Unit, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Dong-Hyuk Jung
- Department of Family Medicine, Yongin Severance Hospital, Yonsei University College of Medicine, Gyeonggi-do, Republic of Korea
| | - Ji-Won Lee
- Department of Family Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
- Institute for Innovation in Digital Healthcare, Yonsei University, Seoul, Republic of Korea
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Huang Y, Ren Y, Yang H, Ding Y, Liu Y, Yang Y, Mao A, Yang T, Wang Y, Xiao F, He Q, Zhang Y. Using a machine learning-based risk prediction model to analyze the coronary artery calcification score and predict coronary heart disease and risk assessment. Comput Biol Med 2022; 151:106297. [PMID: 36435054 DOI: 10.1016/j.compbiomed.2022.106297] [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: 08/07/2022] [Revised: 10/12/2022] [Accepted: 11/06/2022] [Indexed: 11/16/2022]
Abstract
OBJECTIVES To calculate the coronary artery calcification score (CACS) obtained from coronary artery computed tomography angiography (CCTA) examination and combine it with the influencing factors of coronary artery calcification (CAC), which is then analyzed by machine learning (ML) to predict the probability of coronary heart disease(CHD). METHODS All patients who were admitted to the Affiliated Hospital of Traditional Chinese Medicine of Southwest Medical University from January 2019 to March 2022, suspected of CHD, and underwent CCTA inspection were retrospectively selected. The degree of CAC was quantified based on the Agatston score. To compare the correlation between the CACS and clinical-related factors, we collected 31 variables, including hypertension, diabetes, smoking, hyperlipidemia, among others. ML models containing the random forest (RF), radial basis function neural network (RBFNN),support vector machine (SVM),K-Nearest Neighbor algorithm (KNN) and kernel ridge regression (KRR) were used to assess the risk of CHD based on CACS and clinical-related factors. RESULTS Among the five ML models, RF achieves the best performance about accuracy (ACC) (78.96%), sensitivity (SN) (93.86%), specificity(Spe) (51.13%), and Matthew's correlation coefficient (MCC) (0.5192).It also has the best area under the receiver operator characteristic curve (ROC) (0.8375), which is far superior to the other four ML models. CONCLUSION Computer ML model analysis confirmed the importance of CACS in predicting the occurrence of CHD, especially the outstanding RF model, making it another advancement of the ML model in the field of medical analysis.
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Affiliation(s)
- Yue Huang
- Department of Anesthesiology, Hospital (T.C.M) Affiliated to Southwest Medical University, Luzhou, 646000, Sichuan, China
| | - YingBo Ren
- Department of Anesthesiology, Hospital (T.C.M) Affiliated to Southwest Medical University, Luzhou, 646000, Sichuan, China
| | - Hai Yang
- Department of Anesthesiology, Hospital (T.C.M) Affiliated to Southwest Medical University, Luzhou, 646000, Sichuan, China
| | - YiJie Ding
- Yangtze Delta Region Institute (Quzhou), University of Electronic Science and Technology of China, 324000, Quzhou, Zhejiang, China
| | - Yan Liu
- Department of Anesthesiology, Hospital (T.C.M) Affiliated to Southwest Medical University, Luzhou, 646000, Sichuan, China
| | - YunChun Yang
- Department of Anesthesiology, Hospital (T.C.M) Affiliated to Southwest Medical University, Luzhou, 646000, Sichuan, China
| | - AnQiong Mao
- Department of Anesthesiology, Hospital (T.C.M) Affiliated to Southwest Medical University, Luzhou, 646000, Sichuan, China
| | - Tan Yang
- Department of Cardiac and Vascular Surgery, Hospital (T.C.M) Affiliated to Southwest Medical University, Luzhou, 646000, Sichuan, China
| | - YingZi Wang
- Southwest Medical University, Luzhou, 646099, Sichuan, China
| | - Feng Xiao
- Southwest Medical University, Luzhou, 646099, Sichuan, China
| | - QiZhou He
- Department of Radiology,Hospital (T.C.M) Affiliated to Southwest Medical University, Luzhou, 646000, Sichuan, China.
| | - Ying Zhang
- Department of Anesthesiology, Hospital (T.C.M) Affiliated to Southwest Medical University, Luzhou, 646000, Sichuan, China.
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García-Vega D, González-Juanatey JR, Eiras S. Diabesity in Elderly Cardiovascular Disease Patients: Mechanisms and Regulators. Int J Mol Sci 2022; 23:7886. [PMID: 35887234 PMCID: PMC9318065 DOI: 10.3390/ijms23147886] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 07/13/2022] [Accepted: 07/15/2022] [Indexed: 12/04/2022] Open
Abstract
Cardiovascular disease (CVD) is the leading cause of death in the world. In 2019, 550 million people were suffering from CVD and 18 million of them died as a result. Most of them had associated risk factors such as high fasting glucose, which caused 134 million deaths, and obesity, which accounted for 5.02 million deaths. Diabesity, a combination of type 2 diabetes and obesity, contributes to cardiac, metabolic, inflammation and neurohumoral changes that determine cardiac dysfunction (diabesity-related cardiomyopathy). Epicardial adipose tissue (EAT) is distributed around the myocardium, promoting myocardial inflammation and fibrosis, and is associated with an increased risk of heart failure, particularly with preserved systolic function, atrial fibrillation and coronary atherosclerosis. In fact, several hypoglycaemic drugs have demonstrated a volume reduction of EAT and effects on its metabolic and inflammation profile. However, it is necessary to improve knowledge of the diabesity pathophysiologic mechanisms involved in the development and progression of cardiovascular diseases for comprehensive patient management including drugs to optimize glucometabolic control. This review presents the mechanisms of diabesity associated with cardiovascular disease and their therapeutic implications.
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Affiliation(s)
- David García-Vega
- Cardiology and Intensive Cardiac Care Department, University Hospital, 15706 Santiago de Compostela, Spain;
- Cardiology Group, Health Research Institute, 15706 Santiago de Compostela, Spain
| | - José Ramón González-Juanatey
- Cardiology and Intensive Cardiac Care Department, University Hospital, 15706 Santiago de Compostela, Spain;
- Cardiology Group, Health Research Institute, 15706 Santiago de Compostela, Spain
- CIBERCV, 28029 Madrid, Spain
| | - Sonia Eiras
- CIBERCV, 28029 Madrid, Spain
- Translational Cardiology Group (Laboratory 6), Health Research Institute, 15706 Santiago de Compostela, Spain
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