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Naghavi M, Atlas K, Reeves A, Zhang C, Wasserthal J, Atlas T, Henschke CI, Yankelevitz DF, Zulueta JJ, Budoff MJ, Branch AD, Ma N, Yip R, Fan W, Roy SK, Nasir K, Molloi S, Fayad Z, McConnell MV, Kakadiaris I, Maron DJ, Narula J, Williams K, Shah PK, Abela G, Vliegenthart R, Levy D, Wong ND. AI-enabled opportunistic measurement of liver steatosis in coronary artery calcium scans predicts cardiovascular events and all-cause mortality: an AI-CVD study within the Multi-Ethnic Study of Atherosclerosis (MESA). BMJ Open Diabetes Res Care 2025; 13:e004760. [PMID: 40221147 PMCID: PMC11997824 DOI: 10.1136/bmjdrc-2024-004760] [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: 11/15/2024] [Accepted: 03/06/2025] [Indexed: 04/14/2025] Open
Abstract
INTRODUCTION About one-third of adults in the USA have some grade of hepatic steatosis. Coronary artery calcium (CAC) scans contain more information than currently reported. We previously reported new artificial intelligence (AI) algorithms applied to CAC scans for opportunistic measurement of bone mineral density, cardiac chamber volumes, left ventricular mass, and other imaging biomarkers collectively referred to as AI-cardiovascular disease (CVD). In this study, we investigate a new AI-CVD algorithm for opportunistic measurement of liver steatosis. METHODS We applied AI-CVD to CAC scans from 5702 asymptomatic individuals (52% female, age 62±10 years) in the Multi-Ethnic Study of Atherosclerosis. Liver attenuation index (LAI) was measured using the percentage of voxels below 40 Hounsfield units. We used Cox proportional hazards regression to examine the association of LAI with incident CVD and mortality over 15 years, adjusted for CVD risk factors and the Agatston CAC score. RESULTS A total of 751 CVD and 1343 deaths accrued over 15 years. Mean±SD LAI in females and males was 38±15% and 43±13%, respectively. Participants in the highest versus lowest quartile of LAI had greater incidence of CVD over 15 years: 19% (95% CI 17% to 22%) vs 12% (10% to 14%), respectively, p<0.0001. Individuals in the highest quartile of LAI (Q4) had a higher risk of CVD (HR 1.43, 95% CI 1.08 to 1.89), stroke (HR 1.77, 95% CI 1.09 to 2.88), and all-cause mortality (HR 1.36, 95% CI 1.10 to 1.67) compared with those in the lowest quartile (Q1), independent of CVD risk factors. CONCLUSION AI-enabled liver steatosis measurement in CAC scans provides opportunistic and actionable information for early detection of individuals at elevated risk of CVD events and mortality, without additional radiation.
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Affiliation(s)
| | - Kyle Atlas
- HeartLung Technologies, Houston, Texas, USA
| | | | | | | | | | | | | | | | | | | | - Ning Ma
- Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Rowena Yip
- Mount Sinai Medical Center, New York, New York, USA
| | - Wenjun Fan
- University of California, Irvine, California, USA
| | - Sion K Roy
- The Lundquist Institute, Torrance, California, USA
| | | | - Sabee Molloi
- University of California, Irvine, California, USA
| | - Zahi Fayad
- Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | | | | | - David J Maron
- Stanford University School of Medicine, Stanford, California, USA
| | - Jagat Narula
- The University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Kim Williams
- University of Louisville, Louisville, Kentucky, USA
| | | | - George Abela
- Michigan State University, East Lansing, Michigan, USA
| | | | - Daniel Levy
- National Institutes of Health, Bethesda, Maryland, USA
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Kazibwe R, Chevli PA, Evans JK, Allison M, Michos ED, Wood AC, Ding J, Shapiro MD, Mongraw‐Chaffin M. Association Between Alcohol Consumption and Ectopic Fat in the Multi-Ethnic Study of Atherosclerosis. J Am Heart Assoc 2023; 12:e030470. [PMID: 37681576 PMCID: PMC10547290 DOI: 10.1161/jaha.123.030470] [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: 04/10/2023] [Accepted: 08/11/2023] [Indexed: 09/09/2023]
Abstract
Background The relationship between alcohol consumption and ectopic fat distribution, both known factors for cardiovascular disease, remains understudied. Therefore, we aimed to examine the association between alcohol consumption and ectopic adiposity in adults at risk for cardiovascular disease. Methods and Results In this cross-sectional analysis, we categorized alcohol intake among participants in MESA (Multi-Ethnic Study of Atherosclerosis) as follows (drinks/day): <1 (light drinking), 1 to 2 (moderate drinking), >2 (heavy drinking), former drinking, and lifetime abstention. Binge drinking was defined as consuming ≥5 drinks on 1 occasion in the past month. Visceral, subcutaneous, and intermuscular fat area, pericardial fat volume, and hepatic fat attenuation were measured using noncontrast computed tomography. Using multivariable linear regression, we examined the associations between categories of alcohol consumption and natural log-transformed fat in ectopic depots. We included 6756 MESA participants (62.1±10.2 years; 47.2% women), of whom 6734 and 1934 had chest computed tomography (pericardial and hepatic fat) and abdominal computed tomography (subcutaneous, intermuscular, and visceral fat), respectively. In adjusted analysis, heavy drinking, relative to lifetime abstention, was associated with a higher (relative percent difference) pericardial 15.1 [95% CI, 7.1-27.7], hepatic 3.4 [95% CI, 0.1-6.8], visceral 2.5 [95% CI, -10.4 to 17.2], and intermuscular 5.2 [95% CI, -6.6 to 18.4] fat but lower subcutaneous fat -3.5 [95% CI, -15.5 to 10.2]). The associations between alcohol consumption and ectopic adiposity exhibited a J-shaped pattern. Binge drinking, relative to light-to-moderate drinking, was also associated with higher ectopic fat. Conclusions Alcohol consumption had a J-shaped association with ectopic adiposity. Both heavy alcohol intake and binge alcohol drinking were associated with higher ectopic fat.
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Affiliation(s)
- Richard Kazibwe
- Department of Internal Medicine, Section on Hospital MedicineWake Forest University School of MedicineWinston SalemNCUSA
| | - Parag A. Chevli
- Department of Internal Medicine, Section on Hospital MedicineWake Forest University School of MedicineWinston SalemNCUSA
| | - Joni K. Evans
- Department of Biostatistics and Data ScienceWake Forest University School of MedicineWinston‐SalemNCUSA
| | - Matthew Allison
- Department of Family MedicineUniversity of California San DiegoLa JollaCAUSA
| | - Erin D. Michos
- Division of Cardiology, Department of MedicineJohns Hopkins School of MedicineBaltimoreMDUSA
| | - Alexis C. Wood
- USDA/ARS Children’s Nutrition Research CenterBaylor College of MedicineHoustonTXUSA
| | - Jingzhong Ding
- Department of Internal Medicine, Section on Gerontology and Geriatric MedicineWake Forest School of MedicineWinston‐SalemNCUSA
| | - Michael D. Shapiro
- Center for the Prevention of Cardiovascular Disease Section on Cardiovascular MedicineWake Forest University School of MedicineWinston‐SalemNCUSA
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The association of pericardial fat and peri-aortic fat with severity of nonalcoholic fatty liver disease. Sci Rep 2022; 12:14014. [PMID: 35982232 PMCID: PMC9388488 DOI: 10.1038/s41598-022-18499-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Accepted: 05/10/2022] [Indexed: 11/09/2022] Open
Abstract
Visceral adipose tissue (VAT) is associated with central obesity, insulin resistance and metabolic syndrome. However, the association of body-site specific adiposity and non-alcoholic fatty liver disease (NAFLD) has not been well characterized. We studies 704 consecutive subjects who underwent annual health survey in Taiwan. All subjects have been divided into three groups including normal (341), mild (227) and moderate and severe (136) NAFLD according to ultrasound finding. Pericardial (PCF) and thoracic peri-aortic adipose tissue (TAT) burden was assessed using a non-contrast 16-slice multi-detector computed tomography (MDCT) dataset with off-line measurement (Aquarius 3DWorkstation, TeraRecon, SanMateo, CA, USA). We explored the relationship between PCF/TAT, NAFLD and cardiometabolic risk profiles. Patients with moderate and mild NAFLD have greater volume of PCF (100.7 ± 26.3vs. 77.1 ± 21.3 vs. 61.7 ± 21.6 ml, P < 0.001) and TAT (11.2 ± 4.1 vs. 7.6 ± 2.6 vs. 5.5 ± 2.6 ml, P < 0.001) when compared to the normal groups. Both PCF and TAT remained independently associated with NAFLD after counting for age, sex, triglyceride, cholesterol and other cardiometabolic risk factors. In addition, both PCF and TAT provided incremental prediction value for NAFLD diagnosis. (AUROC: 0.85 and 0.87, 95%, confidence interval: 0.82-0.89 and 0.84-0.90). Both visceral adipose tissues strongly correlated with the severity of NAFLD. Compared to PCF, TAT is more tightly associated with NAFLD diagnosis in a large Asian population.
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Hussain BM, Talegawkar SA, Shivakoti R, Parekh N. A need for diet assessment technology for South Asians living in the USA. Transl Behav Med 2022; 12:761-763. [PMID: 35674338 PMCID: PMC9260057 DOI: 10.1093/tbm/ibac020] [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] [Indexed: 01/20/2023] Open
Abstract
South Asians are among the fastest growing ethnic group in the USA yet remain understudied in epidemiologic studies. Due to their unique disease profile, identifying risk moderators and mitigators, such as dietary patterns and food intake, will help to determine the diet-disease relationship that is specific to this largely immigrant population group in the USA. The aim of this commentary is to highlight the dietary traditions and acculturated practices experienced by South Asians in the USA with a call for a diet assessment instrument that adequately captures their dietary diversity. Specifically, we call for (i) the inclusion of traditional food items, such as herbs and spices, that individualize diet assessment for participants; and (ii) leveraging technology that will enhance the experience of diet assessment for both researchers and participants, tailoring the collection of habitual dietary intake in this diverse population group.
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Affiliation(s)
- Bridget Murphy Hussain
- Department of Epidemiology, School of Global Public Health, New York University, New York, NY, USA
| | - Sameera A Talegawkar
- Departments of Exercise and Nutrition Sciences and Epidemiology, Milken Institute School of Public Health at The George Washington University, Washington D.C., USA
| | - Rupak Shivakoti
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Niyati Parekh
- Public Health Nutrition Program, School of Global Public Health, New York University, New York, NY, USA
- Department of Population Health, NYU Grossman School of Medicine, New York University, New York, NY, USA
- Rory Meyers College of Nursing, New York University, New York, NY, USA
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Rodriguez LA, Kanaya AM, Shiboski SC, Fernandez A, Herrington D, Ding J, Bradshaw PT. Does NAFLD mediate the relationship between obesity and type 2 diabetes risk? evidence from the multi-ethnic study of atherosclerosis (MESA). Ann Epidemiol 2021; 63:15-21. [PMID: 34293421 PMCID: PMC8500945 DOI: 10.1016/j.annepidem.2021.07.005] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2021] [Revised: 07/09/2021] [Accepted: 07/13/2021] [Indexed: 02/08/2023]
Abstract
PURPOSE To estimate the effect of obesity on type 2 diabetes (T2DM) risk and evaluate to what extent non-alcoholic fatty liver disease (NAFLD) mediates this association. METHODS Data came from 4,522 adults ages 45-84 participating in the Multi-Ethnic Study of Atherosclerosis cohort. Baseline obesity was defined using established BMI categories. NAFLD was measured by CT scans at baseline and incident T2DM defined as fasting glucose ≥126 mg/dL or use of diabetes medications. RESULTS Over a median 9.1 years of follow-up between 2000 and 2012, 557 new cases of T2DM occurred. After adjusting for age, sex, race/ethnicity, education, diet and exercise, those with obesity had 4.5 times the risk of T2DM compared to normal weight (hazard ratio [HR] = 4.5, 95% confidence interval [CI]: 3.0, 5.9). The mediation analysis suggested that NAFLD accounted for ~36% (95% CI: 27, 44) of the effect (direct effect HR = 3.2, 95% CI: 2.3, 4.6; indirect effect through NAFLD, HR = 1.4, 95% CI: 1.3, 1.5). CONCLUSIONS These data suggest that the association between obesity and T2DM risk is partially explained by the presence of NAFLD. Future studies should evaluate if NAFLD could be an effective target to reduce the effect of obesity on T2DM.
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Affiliation(s)
- Luis A Rodriguez
- University of California, San Francisco, Department of Epidemiology & Biostatistics, San Francisco, CA; Kaiser Permanente Northern California, Division of Research, Oakland, CA.
| | - Alka M Kanaya
- University of California, San Francisco, Department of Epidemiology & Biostatistics, San Francisco, CA; University of California, San Francisco, Division of General Internal Medicine, San Francisco, CA
| | - Stephen C Shiboski
- University of California, San Francisco, Department of Epidemiology & Biostatistics, San Francisco, CA
| | - Alicia Fernandez
- University of California, San Francisco, Department of Medicine, San Francisco, CA
| | - David Herrington
- Wake Forest School of Medicine, Department of Internal Medicine, Winston-Salem, NC
| | - Jingzhong Ding
- Wake Forest School of Medicine, Sticht Center on Aging, Winston-Salem, NC
| | - Patrick T Bradshaw
- University of California, Berkeley, School of Public Health, Division of Epidemiology & Biostatistics, Berkeley, CA
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Antonopoulos AS, Tsioufis K. Cardiometabolic risk assessment by imaging: current status and future perspectives. Eur J Prev Cardiol 2021; 28:2056-2058. [PMID: 34463722 DOI: 10.1093/eurjpc/zwab139] [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: 08/03/2021] [Accepted: 08/05/2021] [Indexed: 11/14/2022]
Affiliation(s)
- Alexios S Antonopoulos
- 1st Cardiology Department, National and Kapodistrian University of Athens, Vas. Sofias Ave 114, Athens, Greece
| | - Konstantinos Tsioufis
- 1st Cardiology Department, National and Kapodistrian University of Athens, Vas. Sofias Ave 114, Athens, Greece
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Rodriguez LA, Bradshaw PT, Shiboski SC, Fernandez A, Vittinghoff E, Herrington D, Ding J, Kanaya AM. Examining if the relationship between BMI and incident type 2 diabetes among middle-older aged adults varies by race/ethnicity: evidence from the Multi-Ethnic Study of Atherosclerosis (MESA). Diabet Med 2021; 38:e14377. [PMID: 32750175 PMCID: PMC7858695 DOI: 10.1111/dme.14377] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Revised: 06/22/2020] [Accepted: 07/27/2020] [Indexed: 01/03/2023]
Abstract
AIMS Disparities persist on the prevalence of undiagnosed type 2 diabetes in racial/ethnic minorities in the USA. This study evaluated the association between BMI and incident type 2 diabetes risk by racial/ethnic group, to determine whether BMI and presence of type 2 diabetes risk factors may help clinicians better target type 2 diabetes screening. METHODS This prospective cohort analysis included 5659 adults free of type 2 diabetes at baseline from the Multi-Ethnic Study of Atherosclerosis (MESA), a population-based cohort (2000-2011). BMI was measured at baseline and time-updated at subsequent visits. Incident type 2 diabetes was defined as fasting glucose ≥ 7.0 mmol/l, or use of any diabetes medications. RESULTS The mean (sd) age was 62 (10) years and 42% of participants were white, 26% African American, 20% Hispanic and 12% Chinese American. During follow-up, 696 (12%) new type 2 diabetes cases were observed. In age- and sex-adjusted models, in the presence of one or more type 2 diabetes risk factors (the most common scenario), a 10% risk of incident type 2 diabetes was observed at a BMI of 21.7 kg/m2 [95% confidence interval (CI) 20.1 to 22.8] in Chinese Americans, 23.8 kg/m2 (22.7 to 24.9) in Hispanics, 24.7 kg/m2 (23.7 to 25.6) in African Americans and 26.2 kg/m2 (25.1 to 26.9) in white participants. CONCLUSIONS This study supports including BMI and presence of type 2 diabetes risk factors as action points for clinicians to prioritize which adults aged ≥ 45 years should be screened. The application of race/ethnicity-specific BMI thresholds may reduce the disparity of undiagnosed type 2 diabetes observed in minority groups.
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Affiliation(s)
- L A Rodriguez
- Department of Epidemiology & Biostatistics, San Francisco, USA
| | - P T Bradshaw
- School of Public Health, Division of Epidemiology & Biostatistics, University of California, Berkeley, Berkeley, CA, USA
| | - S C Shiboski
- Department of Epidemiology & Biostatistics, San Francisco, USA
| | | | - E Vittinghoff
- Department of Epidemiology & Biostatistics, San Francisco, USA
| | - D Herrington
- Department of Internal Medicine, Winston-Salem, NC, USA
| | - J Ding
- Sticht Center on Aging, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - A M Kanaya
- Department of Epidemiology & Biostatistics, San Francisco, USA
- Division of General Internal Medicine, University of California, San Francisco, San Francisco, USA
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Philip C, Seifried R, Peterson PG, Liotta R, Steel K, Bittencourt MS, Hulten EA. Cardiac MRI for Patients with Increased Cardiometabolic Risk. Radiol Cardiothorac Imaging 2021; 3:e200575. [PMID: 33969314 DOI: 10.1148/ryct.2021200575] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Revised: 02/07/2021] [Accepted: 02/12/2021] [Indexed: 11/11/2022]
Abstract
Cardiac MRI (CMR) has rich potential for future cardiovascular screening even though not approved clinically for routine screening for cardiovascular disease among patients with increased cardiometabolic risk. Patients with increased cardiometabolic risk include those with abnormal blood pressure, body mass, cholesterol level, or fasting glucose level, which may be related to dietary and exercise habits. However, CMR does accurately evaluate cardiac structure and function. CMR allows for effective tissue characterization with a variety of sequences that provide unique insights as to fibrosis, infiltration, inflammation, edema, presence of fat, strain, and other potential pathologic features that influence future cardiovascular risk. Ongoing epidemiologic and clinical research may demonstrate clinical benefit leading to increased future use. © RSNA, 2021.
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Affiliation(s)
- Cynthia Philip
- Department of Medicine, Cardiology Service (C.P., R.S., E.A.H.) and Department of Radiology (P.G.P., R.L.), Walter Reed National Military Medical Center, Bethesda, Md; Department of Radiology and Radiological Sciences, Uniformed Services University of the Health Sciences, Bethesda, Md (C.P., R.S., P.G.P., R.L., E.A.H.); PeaceHealth Medical Group, Bellingham, Wash (K.S.); University Hospital, University of São Paulo School of Medicine, São Paulo, Brazil (M.S.B.); Faculdade Israelita de Ciências da Saúde Albert Einstein, São Paulo, Brazil (M.S.B.); and DASA São Paulo, São Paulo, Brazil (M.S.B.)
| | - Rebecca Seifried
- Department of Medicine, Cardiology Service (C.P., R.S., E.A.H.) and Department of Radiology (P.G.P., R.L.), Walter Reed National Military Medical Center, Bethesda, Md; Department of Radiology and Radiological Sciences, Uniformed Services University of the Health Sciences, Bethesda, Md (C.P., R.S., P.G.P., R.L., E.A.H.); PeaceHealth Medical Group, Bellingham, Wash (K.S.); University Hospital, University of São Paulo School of Medicine, São Paulo, Brazil (M.S.B.); Faculdade Israelita de Ciências da Saúde Albert Einstein, São Paulo, Brazil (M.S.B.); and DASA São Paulo, São Paulo, Brazil (M.S.B.)
| | - P Gabriel Peterson
- Department of Medicine, Cardiology Service (C.P., R.S., E.A.H.) and Department of Radiology (P.G.P., R.L.), Walter Reed National Military Medical Center, Bethesda, Md; Department of Radiology and Radiological Sciences, Uniformed Services University of the Health Sciences, Bethesda, Md (C.P., R.S., P.G.P., R.L., E.A.H.); PeaceHealth Medical Group, Bellingham, Wash (K.S.); University Hospital, University of São Paulo School of Medicine, São Paulo, Brazil (M.S.B.); Faculdade Israelita de Ciências da Saúde Albert Einstein, São Paulo, Brazil (M.S.B.); and DASA São Paulo, São Paulo, Brazil (M.S.B.)
| | - Robert Liotta
- Department of Medicine, Cardiology Service (C.P., R.S., E.A.H.) and Department of Radiology (P.G.P., R.L.), Walter Reed National Military Medical Center, Bethesda, Md; Department of Radiology and Radiological Sciences, Uniformed Services University of the Health Sciences, Bethesda, Md (C.P., R.S., P.G.P., R.L., E.A.H.); PeaceHealth Medical Group, Bellingham, Wash (K.S.); University Hospital, University of São Paulo School of Medicine, São Paulo, Brazil (M.S.B.); Faculdade Israelita de Ciências da Saúde Albert Einstein, São Paulo, Brazil (M.S.B.); and DASA São Paulo, São Paulo, Brazil (M.S.B.)
| | - Kevin Steel
- Department of Medicine, Cardiology Service (C.P., R.S., E.A.H.) and Department of Radiology (P.G.P., R.L.), Walter Reed National Military Medical Center, Bethesda, Md; Department of Radiology and Radiological Sciences, Uniformed Services University of the Health Sciences, Bethesda, Md (C.P., R.S., P.G.P., R.L., E.A.H.); PeaceHealth Medical Group, Bellingham, Wash (K.S.); University Hospital, University of São Paulo School of Medicine, São Paulo, Brazil (M.S.B.); Faculdade Israelita de Ciências da Saúde Albert Einstein, São Paulo, Brazil (M.S.B.); and DASA São Paulo, São Paulo, Brazil (M.S.B.)
| | - Marcio S Bittencourt
- Department of Medicine, Cardiology Service (C.P., R.S., E.A.H.) and Department of Radiology (P.G.P., R.L.), Walter Reed National Military Medical Center, Bethesda, Md; Department of Radiology and Radiological Sciences, Uniformed Services University of the Health Sciences, Bethesda, Md (C.P., R.S., P.G.P., R.L., E.A.H.); PeaceHealth Medical Group, Bellingham, Wash (K.S.); University Hospital, University of São Paulo School of Medicine, São Paulo, Brazil (M.S.B.); Faculdade Israelita de Ciências da Saúde Albert Einstein, São Paulo, Brazil (M.S.B.); and DASA São Paulo, São Paulo, Brazil (M.S.B.)
| | - Edward A Hulten
- Department of Medicine, Cardiology Service (C.P., R.S., E.A.H.) and Department of Radiology (P.G.P., R.L.), Walter Reed National Military Medical Center, Bethesda, Md; Department of Radiology and Radiological Sciences, Uniformed Services University of the Health Sciences, Bethesda, Md (C.P., R.S., P.G.P., R.L., E.A.H.); PeaceHealth Medical Group, Bellingham, Wash (K.S.); University Hospital, University of São Paulo School of Medicine, São Paulo, Brazil (M.S.B.); Faculdade Israelita de Ciências da Saúde Albert Einstein, São Paulo, Brazil (M.S.B.); and DASA São Paulo, São Paulo, Brazil (M.S.B.)
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Larsen B, Bellettiere J, Allison M, McClelland RL, Miljkovic I, Vella CA, Ouyang P, De-Guzman KR, Criqui M, Unkart J. Muscle area and density and risk of all-cause mortality: The Multi-Ethnic Study of Atherosclerosis. Metabolism 2020; 111:154321. [PMID: 32712219 PMCID: PMC8062068 DOI: 10.1016/j.metabol.2020.154321] [Citation(s) in RCA: 47] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/28/2020] [Revised: 06/29/2020] [Accepted: 07/16/2020] [Indexed: 12/12/2022]
Abstract
BACKGROUND Lean muscle plays critical roles in physical functioning and metabolism. However, little is known regarding associations between muscle and mortality in adults. OBJECTIVE The purpose was to evaluate associations between abdominal muscle quantity (area) and quality (density) with risk of all-cause mortality in a diverse cohort free of cardiovascular disease. DESIGN Data were taken from the Abdominal Body Composition, Inflammation, and Cardiovascular Disease ancillary study of the Multi-Ethnic Study of Atherosclerosis prospective cohort study. Participants were adults (45-85 years) free of extant cardiovascular disease, and of Hispanic, African American, Chinese, or Caucasian descent. Of the original 6814 MESA participants, a random, representative sample (n = 1974) participated in the ancillary body composition study. Abdominal muscle area and density were measured from computed tomography scans spanning L2-L4. Muscle density was measured as attenuation in Hounsfield units, and area was quantified as cm2. Gender-stratified cox proportional hazard models assessed the risk of all-cause mortality across gender-specific quartiles of muscle area and density adjusting for confounders, with area and density entered simultaneously. RESULTS At baseline, the mean age for men (n = 946) and women (n = 955) was 61.5 and 62.5 years and median follow-up time was 10.6 and 10.9 years, respectively. Muscle density was inversely associated with mortality, with the highest quartile of density showing a 73% reduction in risk for men (HR = 0.27, 95% CI = 0.14-0.51; p-trend<0.001) and 57% reduction for women (HR = 0.43, 95% CI = 0.18-1.01; p-trend = 0.04) compared to the lowest quartile when adjusting for mortality risk factors, lifestyle, BMI and visceral fat. There was no association between muscle area and all-cause mortality for men (p-trend = 0.58) or women (p-trend = 0.47). CONCLUSIONS Greater abdominal muscle density, but not muscle area, is associated with markedly lower risk of all-cause mortality across a decade of follow up. Muscle quality may be a powerful predictor of mortality in community dwelling adults.
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Affiliation(s)
- Britta Larsen
- Department of Family Medicine and Public Health, University of California, San Diego, San Diego, CA, United States of America.
| | - John Bellettiere
- Department of Family Medicine and Public Health, University of California, San Diego, San Diego, CA, United States of America
| | - Matthew Allison
- Department of Family Medicine and Public Health, University of California, San Diego, San Diego, CA, United States of America
| | - Robyn L McClelland
- Department of Biostatistics, University of Washington, Seattle, WA, United States of America
| | - Iva Miljkovic
- Department of Epidemiology, University of Pittsburg, Pittsburg, PA, United States of America
| | - Chantal A Vella
- Department of Movement Sciences, University of Idaho, Boise, ID, United States of America
| | - Pamela Ouyang
- Department of Medicine, Johns Hopkins School of Medicine, Baltimore, MD, United States of America
| | - Kimberly R De-Guzman
- Department of Family Medicine and Public Health, University of California, San Diego, San Diego, CA, United States of America
| | - Michael Criqui
- Department of Family Medicine and Public Health, University of California, San Diego, San Diego, CA, United States of America
| | - Jonathan Unkart
- Department of Family Medicine and Public Health, University of California, San Diego, San Diego, CA, United States of America
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Miljkovic I, Kuipers AL, Cvejkus RK, Carr JJ, Terry JG, Thyagarajan B, Wheeler VW, Nair S, Zmuda JM. Hepatic and Skeletal Muscle Adiposity Are Associated with Diabetes Independent of Visceral Adiposity in Nonobese African-Caribbean Men. Metab Syndr Relat Disord 2020; 18:275-283. [PMID: 32392448 DOI: 10.1089/met.2019.0097] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Background: Adipose tissue (AT) around and within non-AT organs (i.e., ectopic adiposity) is emerging as a strong risk factor for type 2 diabetes (T2D). Not known is whether major ectopic adiposity depots, such as hepatic, skeletal muscle, and pericardial adiposity (PAT), are associated with T2D independent of visceral adiposity (VAT). More data are particularly needed among high-risk nonobese minority populations, as the race/ethnic gap in T2D risk is greatest among nonobese. Methods: Thus, we measured several ectopic adiposity depots by computed tomography in 718 (mean age = 64 years) African-Caribbean men on the Island of Tobago overall, and stratified by obesity (obese N = 187 and nonobese N = 532). Results: In age, lifestyle risk factors, health status, lipid-lowering medication intake, body mass index and all other adiposity-adjusted regression analyses, and hepatic and skeletal muscle adiposity were associated with T2D among nonobese men only (all P < 0.05), despite no association between VAT and PAT and T2D. Conclusions: Our results support the "ectopic fat syndrome" theory in the pathogenesis of T2D among nonobese African-Caribbean men. Longitudinal studies are needed to clarify the independent role of ectopic adiposity in T2D, and to identify possible biological mechanisms underlying this relationship, particularly in high-risk African ancestry and other nonwhite populations.
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Affiliation(s)
- Iva Miljkovic
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Allison L Kuipers
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Ryan K Cvejkus
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - J Jeffrey Carr
- Department of Radiology, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - James G Terry
- Department of Radiology, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Bharat Thyagarajan
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, Minnesota, USA
| | - Victor W Wheeler
- Tobago Health Studies Office, Scarborough, Tobago, Trinidad & Tobago, West Indies
| | - Sangeeta Nair
- Department of Radiology, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Joseph M Zmuda
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
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11
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Huo Y, Terry JG, Wang J, Nair S, Lasko TA, Freedman BI, Carr JJ, Landman BA. Fully automatic liver attenuation estimation combing CNN segmentation and morphological operations. Med Phys 2019; 46:3508-3519. [PMID: 31228267 DOI: 10.1002/mp.13675] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2019] [Revised: 06/13/2019] [Accepted: 06/15/2019] [Indexed: 12/20/2022] Open
Abstract
PURPOSE Manually tracing regions of interest (ROIs) within the liver is the de facto standard method for measuring liver attenuation on computed tomography (CT) in diagnosing nonalcoholic fatty liver disease (NAFLD). However, manual tracing is resource intensive. To address these limitations and to expand the availability of a quantitative CT measure of hepatic steatosis, we propose the automatic liver attenuation ROI-based measurement (ALARM) method for automated liver attenuation estimation. METHODS The ALARM method consists of two major stages: (a) deep convolutional neural network (DCNN)-based liver segmentation and (b) automated ROI extraction. First, liver segmentation was achieved using our previously developed SS-Net. Then, a single central ROI (center-ROI) and three circles ROI (periphery-ROI) were computed based on liver segmentation and morphological operations. The ALARM method is available as an open source Docker container (https://github.com/MASILab/ALARM). RESULTS Two hundred and forty-six subjects with 738 abdomen CT scans from the African American-Diabetes Heart Study (AA-DHS) were used for external validation (testing), independent from the training and validation cohort (100 clinically acquired CT abdominal scans). From the correlation analyses, the proposed ALARM method achieved Pearson correlations = 0.94 with manual estimation on liver attenuation estimations. When evaluating the ALARM method for detection of nonalcoholic fatty liver disease (NAFLD) using the traditional cut point of < 40 HU, the center-ROI achieved substantial agreements (Kappa = 0.79) with manual estimation, while the periphery-ROI method achieved "excellent" agreement (Kappa = 0.88) with manual estimation. The automated ALARM method had reduced variability compared to manual measurements as indicated by a smaller standard deviation. CONCLUSIONS We propose a fully automated liver attenuation estimation method termed ALARM by combining DCNN and morphological operations, which achieved "excellent" agreement with manual estimation for fatty liver detection. The entire pipeline is implemented as a Docker container which enables users to achieve liver attenuation estimation in five minutes per CT exam.
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Affiliation(s)
- Yuankai Huo
- Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN, 37235, USA
| | - James G Terry
- Department of Radiology and Radiological Sciences, Vanderbilt University Medical Center, Nashville, TN, 37235, USA
| | - Jiachen Wang
- Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN, 37235, USA
| | - Sangeeta Nair
- Department of Radiology and Radiological Sciences, Vanderbilt University Medical Center, Nashville, TN, 37235, USA
| | - Thomas A Lasko
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, 37235, USA
| | - Barry I Freedman
- Department of Internal Medicine-Nephrology, Wake Forest School of Medicine, Winston-Salem, NC, 27157, USA
| | - J Jeffery Carr
- Department of Radiology and Radiological Sciences, Vanderbilt University Medical Center, Nashville, TN, 37235, USA.,Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, 37235, USA.,Department of Cardiovascular Medicine, Vanderbilt University Medical Center, Nashville, TN, 37235, USA
| | - Bennett A Landman
- Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN, 37235, USA.,Department of Radiology and Radiological Sciences, Vanderbilt University Medical Center, Nashville, TN, 37235, USA.,Department of Biomedical Engineering, Vanderbilt University, Nashville, TN, 37235, USA.,Institute of Imaging Science, Vanderbilt University, Nashville, TN, 37235, USA
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12
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Flowers E, Lin F, Kandula NR, Allison M, Carr JJ, Ding J, Shah R, Liu K, Herrington D, Kanaya AM. Body Composition and Diabetes Risk in South Asians: Findings From the MASALA and MESA Studies. Diabetes Care 2019; 42:946-953. [PMID: 30796111 PMCID: PMC6489113 DOI: 10.2337/dc18-1510] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/13/2018] [Accepted: 01/16/2019] [Indexed: 02/03/2023]
Abstract
OBJECTIVE South Asians have a higher prevalence of type 2 diabetes compared with other race/ethnic groups. Body composition is associated with the risk for type 2 diabetes. Differences in body composition between South Asians and other race/ethnic groups are one hypothesized mechanism to explain the disproportionate prevalence of type 2 diabetes in this population. RESEARCH DESIGN AND METHODS This study used data from the Mediators of Atherosclerosis in South Asians Living in America (MASALA) and the Multi-Ethnic Study of Atherosclerosis (MESA) cohorts to determine whether body composition mediated the elevated prevalence of impaired fasting glucose and type 2 diabetes in South Asians. Participants (n = 2,615) with complete body composition data were included. Ordinal logistic regression models were calculated to determine the odds for glycemic impairment in South Asians compared with the MESA cohort. RESULTS In multivariate models, South Asians had a significantly higher prevalence of glycemic impairment and type 2 diabetes compared with all four race/ethnic groups included in the MESA (P < 0.001 for all). In unadjusted and multivariate adjusted models, South Asians had higher odds for impaired fasting glucose and type 2 diabetes compared with all other race/ethnic groups (P < 0.001 for all). The addition of body composition measures did not significantly mitigate this relationship. CONCLUSIONS We did not identify strong evidence that accounting for body composition explains differences in the risk for type 2 diabetes. Future prospective studies of the MESA and MASALA cohorts are needed to understand how adipose tissue impacts the risk for type 2 diabetes and how to best assess this risk.
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Affiliation(s)
- Elena Flowers
- Department of Physiological Nursing, University of California, San Francisco, San Francisco, CA .,Institute for Human Genetics, University of California, San Francisco, San Francisco, CA
| | - Feng Lin
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA
| | - Namratha R Kandula
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Matthew Allison
- Department of Family Medicine and Public Health, University of California, San Diego, San Diego, CA
| | - Jeffrey J Carr
- Department of Radiology and Radiological Sciences, Vanderbilt University, Nashville, TN
| | - Jingzhong Ding
- Department of Internal Medicine, Section of Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC
| | - Ravi Shah
- Division of Cardiology, Massachusetts General Hospital, Boston, MA
| | - Kiang Liu
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - David Herrington
- Department of Internal Medicine, Section on Cardiovascular Medicine, Wake Forest University, Winston-Salem, NC
| | - Alka M Kanaya
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA.,Department of Medicine, Division of General Internal Medicine, University of California, San Francisco, San Francisco, CA
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13
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Obesity and the Obesity Paradox in Heart Failure. Prog Cardiovasc Dis 2018; 61:151-156. [DOI: 10.1016/j.pcad.2018.05.005] [Citation(s) in RCA: 132] [Impact Index Per Article: 18.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/25/2018] [Accepted: 05/25/2018] [Indexed: 01/15/2023]
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14
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Avilés-Santa ML, Colón-Ramos U, Lindberg NM, Mattei J, Pasquel FJ, Pérez CM. From Sea to Shining Sea and the Great Plains to Patagonia: A Review on Current Knowledge of Diabetes Mellitus in Hispanics/Latinos in the US and Latin America. Front Endocrinol (Lausanne) 2017; 8:298. [PMID: 29176960 PMCID: PMC5687125 DOI: 10.3389/fendo.2017.00298] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/19/2017] [Accepted: 10/16/2017] [Indexed: 12/13/2022] Open
Abstract
The past two decades have witnessed many advances in the prevention, treatment, and control of diabetes mellitus (DM) and its complications. Increased screening has led to a greater recognition of type 2 diabetes mellitus (type 2 DM) and prediabetes; however, Hispanics/Latinos, the largest minority group in the US, have not fully benefited from these advances. The Hispanic/Latino population is highly diverse in ancestries, birth places, cultures, languages, and socioeconomic backgrounds, and it populates most of the Western Hemisphere. In the US, the prevalence of DM varies among Hispanic/Latino heritage groups, being higher among Mexicans, Puerto Ricans, and Dominicans, and lower among South Americans. The risk and prevalence of diabetes among Hispanics/Latinos are significantly higher than in non-Hispanic Whites, and nearly 40% of Hispanics/Latinos with diabetes have not been formally diagnosed. Despite these striking facts, the representation of Hispanics/Latinos in pharmacological and non-pharmacological clinical trials has been suboptimal, while the prevalence of diabetes in these populations continues to rise. This review will focus on the epidemiology, etiology and prevention of type 2 DM in populations of Latin American origin. We will set the stage by defining the terms Hispanic, Latino, and Latin American, explaining the challenges identifying Hispanics/Latinos in the scientific literature and databases, describing the epidemiology of diabetes-including type 2 DM and gestational diabetes mellitus (GDM)-and cardiovascular risk factors in Hispanics/Latinos in the US and Latin America, and discussing trends, and commonalities and differences across studies and populations, including methodology to ascertain diabetes. We will discuss studies on mechanisms of disease, and research on prevention of type 2 DM in Hispanics/Latinos, including women with GDM, youth and adults; and finalize with a discussion on lessons learned and opportunities to enhance research, and, consequently, clinical care oriented toward preventing type 2 DM in Hispanics/Latinos in the US and Latin America.
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Affiliation(s)
- M. Larissa Avilés-Santa
- National Heart, Lung, and Blood Institute at the National Institutes of Health, Bethesda, MD, United States
| | - Uriyoán Colón-Ramos
- Department of Global Health, Milken Institute School of Public Health, George Washington University, Washington, DC, United States
| | - Nangel M. Lindberg
- Kaiser Permanente Center for Health Research, Portland, OR, United States
| | - Josiemer Mattei
- Department of Nutrition, Harvard TH Chan School of Public Health, Boston, MA, United States
| | - Francisco J. Pasquel
- Department of Medicine, Emory University School of Medicine, Atlanta, GA, United States
| | - Cynthia M. Pérez
- University of Puerto Rico Graduate School of Public Health, San Juan, Puerto Rico
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15
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Alman AC, Smith SR, Eckel RH, Hokanson JE, Burkhardt BR, Sudini PR, Wu Y, Schauer IE, Pereira RI, Snell-Bergeon JK. The ratio of pericardial to subcutaneous adipose tissues is associated with insulin resistance. Obesity (Silver Spring) 2017; 25:1284-1291. [PMID: 28558132 PMCID: PMC5488713 DOI: 10.1002/oby.21875] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/07/2017] [Revised: 03/17/2017] [Accepted: 04/10/2017] [Indexed: 11/12/2022]
Abstract
OBJECTIVE To examine the association between pericardial adipose tissue (PAT) and the ratio of PAT to subcutaneous adipose tissue (SAT) with insulin resistance in adults with and without type 1 diabetes (T1D). METHODS Data for this report came from a substudy of the Coronary Artery Calcification in Type 1 Diabetes cohort (n = 83; 38 with T1D, 45 without T1D). Insulin resistance was measured by hyperinsulinemic-euglycemic clamp. Abdominal computed tomography (CT) was used to measure visceral adipose tissue (VAT) and SAT. PAT was measured from CT scans of the heart. RESULTS PAT and the ratio of PAT to SAT was higher in males compared to females. After adjustment for demographics, diabetes, blood pressure and lipid factors, BMI, VAT, and log PAT/SAT ratio, log PAT was positively associated with the glucose infusion rate (GIR) in females only (β = 3.36 ± 1.96, P = 0.097, P for sex interaction = 0.055). Conversely, the log PAT/SAT ratio was significantly associated with decreased GIR in both males and females (β = -2.08 ± 1.03, P = 0.047, P for sex interaction = 0.768). CONCLUSIONS A significant association between the PAT/SAT ratio and insulin resistance was found, independent of BMI, VAT, and PAT. These results highlight the importance of considering fat distribution independent of volume.
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Affiliation(s)
- Amy C. Alman
- Department of Epidemiology and Biostatistics, College of Public Health, University of South Florida, Tampa, FL USA
| | - Steven R. Smith
- Translational Research Institute for Metabolism and Diabetes, Florida Hospital, Orlando, FL USA
| | - Robert H. Eckel
- Division of Endocrinology, Metabolism, and Diabetes, Department of Medicine, University of Colorado Denver, Aurora, CO USA
| | - John E. Hokanson
- Department of Epidemiology, Colorado School of Public Health, University of Colorado Denver, Aurora, CO USA
| | - Brant R. Burkhardt
- Department of Cell Biology, Microbiology and Molecular Biology, College of Liberal Arts and Sciences, University of South Florida, Tampa, FL USA
| | - Preethi R. Sudini
- Department of Epidemiology and Biostatistics, College of Public Health, University of South Florida, Tampa, FL USA
| | - Yougui Wu
- Department of Epidemiology and Biostatistics, College of Public Health, University of South Florida, Tampa, FL USA
| | - Irene E. Schauer
- Division of Endocrinology, Metabolism, and Diabetes, Department of Medicine, University of Colorado Denver, Aurora, CO USA
- Denver VA Medical Center, Denver, CO
| | - Rocio I. Pereira
- Division of Endocrinology, Metabolism, and Diabetes, Department of Medicine, University of Colorado Denver, Aurora, CO USA
- Denver Health Medical Center, Denver, CO
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16
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Antonopoulos AS, Tousoulis D. The molecular mechanisms of obesity paradox. Cardiovasc Res 2017; 113:1074-1086. [PMID: 28549096 DOI: 10.1093/cvr/cvx106] [Citation(s) in RCA: 204] [Impact Index Per Article: 25.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2017] [Accepted: 05/24/2017] [Indexed: 01/22/2025] Open
Abstract
Clinical observations suggest a complex relationship between human obesity and cardiovascular disease. Whilst abdominal (visceral) adiposity leads to deleterious metabolic disturbances, subcutaneous fat accumulation has a benign effect on cardiometabolic risk. Notably, an accumulating body of evidence paradoxically links increased body mass index with a better prognosis in patients with established cardiovascular disease, a finding that has been termed the 'obesity paradox'. Whilst this is now acknowledged to be an epidemiological finding, a metabolically healthy obese group associated with low cardiovascular risk has also been identified. The current concept of adipose tissue (AT) biology suggests that AT expansion is feasible without accompanying adipocyte dysfunction. A metabolically healthy obese phenotype can be promoted by exercise, but is also linked with intrinsic AT molecular characteristics such as efficient fat storage and lipid droplet formation, high adipogenesis capacity, low extracellular matrix fibrosis, angiogenesis potential, adipocyte browning and low macrophages infiltration/activation. Such features are associated with a secretomic profile of human AT which is protective for the cardiovascular system. In the present review, we summarize the existing knowledge on the molecular mechanisms underlying the 'obesity paradox' and whether fatness can be healthy too.
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Affiliation(s)
- Alexios S Antonopoulos
- 1 Cardiology Department, Hippokration Hospital, Athens Medical School, Athens, Greece
- RDM Cardiovascular Medicine Division, University of Oxford, OX3 9DU Oxford, UK
| | - Dimitris Tousoulis
- 1st Cardiology Department, Hippokration Hospital, Athens Medical School, Athens, Greece
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17
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Rationale, design, and methods for Canadian alliance for healthy hearts and minds cohort study (CAHHM) - a Pan Canadian cohort study. BMC Public Health 2016; 16:650. [PMID: 27464510 PMCID: PMC4963999 DOI: 10.1186/s12889-016-3310-8] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2016] [Accepted: 07/08/2016] [Indexed: 01/27/2023] Open
Abstract
Background The Canadian Alliance for Healthy Hearts and Minds (CAHHM) is a pan-Canadian, prospective, multi-ethnic cohort study being conducted in Canada. The overarching objective of the CAHHM is to understand the association of socio-environmental and contextual factors (such as societal structure, activity, nutrition, social and tobacco environments, and access to health services) with cardiovascular risk factors, subclinical vascular disease, and cardiovascular and other chronic disease outcomes. Methods/Design Participants between 35 and 69 years of age are being recruited from existing cohorts and a new First Nations Cohort to undergo a detailed assessment of health behaviours (including diet and physical activity), cognitive function, assessment of their local home and workplace environments, and their health services access and utilization. Physical measures including weight, height, waist/hip circumference, body fat percentage, and blood pressure are collected. In addition, eligible participants undergo magnetic resonance imaging (MRI) of the brain, heart, carotid artery and abdomen to detect early subclinical vascular disease and ectopic fat deposition. Discussion CAHHM is a prospective cohort study designed to investigate the impact of community level factors, individual health behaviours, and access to health services, on cognitive function, subclinical vascular disease, fat distribution, and the development of chronic diseases among adults living in Canada. Electronic supplementary material The online version of this article (doi:10.1186/s12889-016-3310-8) contains supplementary material, which is available to authorized users.
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18
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Alman AC, Jacobs DR, Lewis CE, Snell-Bergeon JK, Carnethon MR, Terry JG, Goff DC, Ding J, Carr JJ. Higher pericardial adiposity is associated with prevalent diabetes: The Coronary Artery Risk Development in Young Adults study. Nutr Metab Cardiovasc Dis 2016; 26:326-32. [PMID: 26803596 PMCID: PMC4823150 DOI: 10.1016/j.numecd.2015.12.011] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/22/2015] [Revised: 07/29/2015] [Accepted: 12/17/2015] [Indexed: 12/22/2022]
Abstract
BACKGROUND AND AIMS Pericardial adipose tissue (PAT) is located on both sides of the pericardium. We tested whether PAT was associated with prevalent diabetes at the year 25 exam of the Coronary Artery Risk Development in Young Adults (CARDIA) study. METHODS AND RESULTS The CARDIA Year 25 exam (2010-2011) included complete data for all covariates on 3107 participants. Prevalent diabetes (n = 436) was defined as high fasting (≥126 mg/dl) or 2-h postload glucose (≥200 mg/dl) or HbA1c (≥6.5%) or use of diabetes medications. Volume of PAT was measured from computed tomographic scans. Logistic regression was performed to examine the relationship between quartiles of PAT and diabetes. In regression models adjusted for field center, sex, race, age, systolic blood pressure, total cholesterol, log triglycerides, and treatment with blood pressure and cholesterol lowering medication, PAT volume in the 4th quartile was significantly associated with diabetes status after adjustment for BMI (OR 2.57, 95% CI 1.66, 3.98) or visceral adipose tissue (OR 2.08, 95% CI 1.32, 3.29). PAT volume in the 2nd and 3rd quartiles was not significantly associated with diabetes status relative to the first quartile. CONCLUSIONS Metabolically active pericardial adipose tissue is associated with prevalent diabetes only at higher volumes independent of overall obesity.
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Affiliation(s)
- A C Alman
- Department of Epidemiology and Biostatistics, College of Public Health, University of South Florida, 13201 Bruce B Downs Blvd, MDC 56, Tampa, FL 33612-3805, USA.
| | - D R Jacobs
- Division of Epidemiology & Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - C E Lewis
- Division of Preventive Medicine, University of Alabama at Birmingham, Birmingham, AL, USA
| | - J K Snell-Bergeon
- Barbara Davis Center for Diabetes, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - M R Carnethon
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - J G Terry
- Department of Radiology, Vanderbilt University School of Medicine, Nashville, TN, USA; Department of Biomedical Informatics, Vanderbilt University School of Medicine, Nashville, TN, USA; Department of Cardiovascular Medicine, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - D C Goff
- Colorado School of Public Health, Aurora, CO, USA
| | - J Ding
- Sticht Center on Aging, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - J J Carr
- Department of Radiology, Vanderbilt University School of Medicine, Nashville, TN, USA; Department of Biomedical Informatics, Vanderbilt University School of Medicine, Nashville, TN, USA; Department of Cardiovascular Medicine, Vanderbilt University School of Medicine, Nashville, TN, USA
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19
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Less favorable body composition and adipokines in South Asians compared with other US ethnic groups: results from the MASALA and MESA studies. Int J Obes (Lond) 2015; 40:639-45. [PMID: 26499444 PMCID: PMC4821815 DOI: 10.1038/ijo.2015.219] [Citation(s) in RCA: 116] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/07/2015] [Revised: 09/22/2015] [Accepted: 09/29/2015] [Indexed: 12/02/2022]
Abstract
Background Small studies have shown that South Asians (SAs) have more total body, subcutaneous, visceral and hepatic fat and abnormal adipokine levels compared to Whites. However, comprehensive studies of body composition and adipokines in SAs compared to other ethnic groups are lacking. Methods Using harmonized data, we performed a cross-sectional analysis of two community-based cohorts: Mediators of Atherosclerosis of South Asians Living in America (MASALA, n=906) and Multi-Ethnic Study of Atherosclerosis (MESA which included 2,622 Whites; 803 Chinese Americans; 1,893 African Americans; and 1,496 Latinos). General linear models were developed to assess ethnic differences in ectopic fat (visceral, intermuscular, and pericardial fat; and hepatic attenuation), lean muscle mass, and adipokines (adiponectin and resistin). Models were adjusted for age, sex, site, alcohol use, smoking, exercise, education, household income and BMI. Ectopic fat models were additionally adjusted for hypertension, diabetes, HDL, and triglycerides. Adipokine models were adjusted for subcutaneous, visceral, intermuscular, and pericardial fat; and hepatic attenuation. Results Compared to all ethnic groups in MESA (Whites, Chinese Americans, African Americans, and Latinos), SAs had greater intermuscular fat (pairwise comparisons to each MESA group, p < 0.01), lower hepatic attenuation (p < 0.001), and less lean mass (p < 0.001). SAs had greater visceral fat compared to Chinese Americans, African Americans and Latinos (p < 0.05) and greater pericardial fat compared to African Americans (p < 0.001). SAs had lower adiponectin levels compared to other ethnic groups (p < 0.01; except Chinese Americans) and higher resistin levels than all groups (p < 0.001), even after adjusting for differences in body composition. Conclusion There are significant ethnic differences in ectopic fat, lean mass, and adipokines. A less favorable body composition and adipokine profile in South Asians may partially explain the increased predisposition to cardiometabolic disease. The mechanisms that underlie these differences warrant further investigation.
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20
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Shah RV, Allison MA, Lima JAC, Bluemke DA, Abbasi SA, Ouyang P, Jerosch-Herold M, Ding J, Budoff MJ, Murthy VL. Liver fat, statin use, and incident diabetes: The Multi-Ethnic Study of Atherosclerosis. Atherosclerosis 2015; 242:211-7. [PMID: 26209814 PMCID: PMC4546884 DOI: 10.1016/j.atherosclerosis.2015.07.018] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2015] [Revised: 06/25/2015] [Accepted: 07/07/2015] [Indexed: 01/14/2023]
Abstract
BACKGROUND AND AIMS To balance competing cardiovascular benefits and metabolic risks of statins, markers of type 2 diabetes (T2D) susceptibility are needed. We sought to define a competing risk/benefit of statin therapy on T2D and cardiovascular disease (CVD) events using liver attenuation and coronary artery calcification (CAC). METHODS AND RESULTS 3153 individuals from the Multi-Ethnic Study of Atherosclerosis (MESA) without CVD, T2D/impaired fasting glucose, or baseline statin therapy had CT imaging for CAC and hepatic attenuation (hepatic steatosis). Cox models and rates of CVD and T2D were calculated to assess the role of liver attenuation in T2D and the relative risks/benefits of statins on CVD and T2D. 216 T2D cases were diagnosed at median 9.1 years follow-up. High liver fat and statin therapy were associated with diabetes (HR 2.06 [95%CI 1.52-2.79, P < 0.0001] and 2.01 [95%CI 1.46-2.77, P < 0.0001], respectively), after multivariable adjustment. With low liver fat and CAC = 0, the number needed to treat (NNT) for statin to prevent one CVD event (NNT 218) was higher than the number needed to harm (NNH) with an incident case of T2D (NNH 68). Conversely, those with CAC >100 and low liver fat were more likely to benefit from statins for CVD reduction (NNT 29) relative to T2D risk (NNH 67). Among those with CAC >100 and fatty liver, incremental reduction in CVD with statins (NNT 40) was less than incremental risk increase for T2D (NNH 24). CONCLUSIONS Liver fat is associated with incident T2D and stratifies competing metabolic/CVD risks with statin therapy. Hepatic fat may inform T2D surveillance and lipid therapeutic strategies.
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Affiliation(s)
- Ravi V Shah
- Department of Cardiology and Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, United States
| | - Matthew A Allison
- Department of Family and Preventative Medicine, University of California-San Diego, San Diego, CA, United States
| | - João A C Lima
- Cardiology Division, Johns Hopkins Medical Institute, Baltimore, MD, United States
| | - David A Bluemke
- Radiology and Imaging Sciences, National Institutes of Health Clinical Center, National Institute of Biomedical Imaging and Bioengineering, United States
| | - Siddique A Abbasi
- Department of Cardiology and Medicine, Brown University, Providence, RI, United States
| | - Pamela Ouyang
- Cardiology Division, Johns Hopkins Medical Institute, Baltimore, MD, United States
| | - Michael Jerosch-Herold
- Non-Invasive Cardiovascular Imaging, Brigham and Women's Hospital, Boston, MA, United States
| | - Jingzhong Ding
- Department of Medicine, Wake Forest Baptist Medical Center, Winston-Salem, NC, United States
| | - Matthew J Budoff
- Department of Cardiology and Medicine, University of California-Los Angeles, Los Angeles, CA, United States
| | - Venkatesh L Murthy
- Department of Medicine (Cardiovascular Medicine Division) and Department of Radiology (Nuclear Medicine Division), University of Michigan, Ann Arbor, MI, United States.
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Hong HC, Hwang SY, Park S, Ryu JY, Choi HY, Yoo HJ, Seo JA, Kim SG, Kim NH, Baik SH, Choi DS, Kim S, Choi KM. Implications of Pericardial, Visceral and Subcutaneous Adipose Tissue on Vascular Inflammation Measured Using 18FDG-PET/CT. PLoS One 2015; 10:e0135294. [PMID: 26270050 PMCID: PMC4536214 DOI: 10.1371/journal.pone.0135294] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2015] [Accepted: 07/20/2015] [Indexed: 02/06/2023] Open
Abstract
Objective Pericardial adipose tissue (PAT) is associated with adverse cardiometabolic risk factors and cardiovascular disease (CVD). However, the relative implications of PAT, abdominal visceral and subcutaneous adipose tissue on vascular inflammation have not been explored. Method and Results We compared the association of PAT, abdominal visceral fat area (VFA), and subcutaneous fat area (SFA) with vascular inflammation, represented as the target-to-background ratio (TBR), the blood-normalized standardized uptake value measured using 18F-Fluorodeoxyglucose Positron Emission Tomography (18FDG-PET) in 93 men and women without diabetes or CVD. Age- and sex-adjusted correlation analysis showed that PAT, VFA, and SFA were positively associated with most cardiometabolic risk factors, including systolic blood pressure, LDL-cholesterol, triglycerides, glucose, insulin resistance and high sensitive C-reactive proteins (hsCRP), whereas they were negatively associated with HDL-cholesterol. In particular, the maximum TBR (maxTBR) values were positively correlated with PAT and VFA (r = 0.48 and r = 0.45, respectively; both P <0.001), whereas SFA showed a relatively weak positive relationship with maxTBR level (r = 0.31, P = 0.003). Conclusion This study demonstrated that both PAT and VFA are significantly and similarly associated with vascular inflammation and various cardiometabolic risk profiles.
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Affiliation(s)
- Ho Cheol Hong
- Division of Endocrinology and Metabolism, Department of Internal Medicine, College of Medicine, Korea University, Seoul, Korea
| | - Soon Young Hwang
- Department of Biostatistics, College of Medicine, Korea University, Seoul, Korea
| | - Soyeon Park
- Department of Nuclear Medicine, College of Medicine, Korea University, Seoul, Korea
| | - Ja Young Ryu
- Division of Endocrinology and Metabolism, Department of Internal Medicine, College of Medicine, Korea University, Seoul, Korea
| | - Hae Yoon Choi
- Division of Endocrinology and Metabolism, Department of Internal Medicine, College of Medicine, Korea University, Seoul, Korea
| | - Hye Jin Yoo
- Division of Endocrinology and Metabolism, Department of Internal Medicine, College of Medicine, Korea University, Seoul, Korea
| | - Ji-A Seo
- Division of Endocrinology and Metabolism, Department of Internal Medicine, College of Medicine, Korea University, Seoul, Korea
| | - Sin Gon Kim
- Division of Endocrinology and Metabolism, Department of Internal Medicine, College of Medicine, Korea University, Seoul, Korea
| | - Nan Hee Kim
- Division of Endocrinology and Metabolism, Department of Internal Medicine, College of Medicine, Korea University, Seoul, Korea
| | - Sei Hyun Baik
- Division of Endocrinology and Metabolism, Department of Internal Medicine, College of Medicine, Korea University, Seoul, Korea
| | - Dong Seop Choi
- Division of Endocrinology and Metabolism, Department of Internal Medicine, College of Medicine, Korea University, Seoul, Korea
| | - Sungeun Kim
- Department of Nuclear Medicine, College of Medicine, Korea University, Seoul, Korea
| | - Kyung Mook Choi
- Division of Endocrinology and Metabolism, Department of Internal Medicine, College of Medicine, Korea University, Seoul, Korea
- * E-mail:
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Chen X, Wang R, Lutsey PL, Zee PC, Javaheri S, Alcántara C, Jackson CL, Szklo M, Punjabi N, Redline S, Williams MA. Racial/ethnic differences in the associations between obesity measures and severity of sleep-disordered breathing: the Multi-Ethnic Study of Atherosclerosis. Sleep Med 2015; 26:46-53. [PMID: 26459687 DOI: 10.1016/j.sleep.2015.06.003] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/16/2015] [Revised: 05/25/2015] [Accepted: 06/01/2015] [Indexed: 12/20/2022]
Abstract
OBJECTIVES The objective of this study was to evaluate associations between obesity measures and sleep-disordered breathing severity among White, Black, Hispanic, and Chinese Americans. METHODS The method used in this study was a community-based cross-sectional study of 2053 racially/ethnically diverse adults in the Multi-Ethnic Study of Atherosclerosis. Anthropometry and polysomnography were used to measure obesity and apnea-hypopnea index (AHI). Linear regression models were fitted to investigate associations of body mass index (BMI) and waist circumference with AHI (log transformed) with adjustment for sociodemographics, lifestyle factors, and comorbidities. RESULTS The mean participant age was 68.4 (range: 54-93) years; 53.6% of participants were women. The median AHI was 9.1 events/h. There were significant associations of BMI and waist circumference with AHI in the overall cohort and within each racial/ethnic group. A significant interaction was observed between race/ethnicity and BMI (Pinteraction = 0.017). Models predicted that for each unit increase in BMI (kg/m2), the mean AHI increased by 19.7% for Chinese, 11.6% for Whites and Blacks, and 10.5% for Hispanics. Similarly, incremental changes in waist circumference were associated with larger increases in AHI among Chinese than among other groups. CONCLUSIONS Associations of BMI and waist circumference with AHI were stronger among Chinese than among other racial/ethnic groups. These findings highlight a potential emergence of elevated sleep-disordered breathing prevalence occurring in association with increasing obesity in Asian populations.
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Affiliation(s)
- Xiaoli Chen
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA.
| | - Rui Wang
- Department of Medicine, Harvard Medical School; Brigham and Women's Hospital, Boston, MA 02115, USA; Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Pamela L Lutsey
- Division of Epidemiology, Community Health University of Minnesota, Minneapolis, MN 55454, USA
| | - Phyllis C Zee
- Department of Neurology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | - Sogol Javaheri
- Department of Medicine, Harvard Medical School; Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Carmela Alcántara
- Department of Medicine, Center for Behavioral Cardiovascular Health, Columbia University Medical Center, New York, NY 10032, USA
| | - Chandra L Jackson
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA; Harvard Catalyst, Clinical and Translational Science Center, Harvard Medical School, Boston, MA 02115, USA
| | - Moyses Szklo
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21205, USA
| | - Naresh Punjabi
- Department of Medicine, Division of Pulmonary and Critical Care Medicine, Johns Hopkins Asthma and Allergy Center, Baltimore, MD 21224, USA
| | - Susan Redline
- Department of Medicine, Harvard Medical School; Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Michelle A Williams
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
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Jadhav A, Tiwari S, Lee P, Ndisang JF. The heme oxygenase system selectively enhances the anti-inflammatory macrophage-M2 phenotype, reduces pericardial adiposity, and ameliorated cardiac injury in diabetic cardiomyopathy in Zucker diabetic fatty rats. J Pharmacol Exp Ther 2013; 345:239-49. [PMID: 23442249 DOI: 10.1124/jpet.112.200808] [Citation(s) in RCA: 64] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Cardiac function is adversely affected by pericardial adiposity. We investigated the effects of the heme oxygenase (HO) inducer, hemin on pericardial adiposity, macrophage polarization, and diabetic cardiopathy in Zucker diabetic fatty rats (ZDFs) with use of echocardiographic, quantitative real-time polymerase chain reaction, Western immunoblotting, enzyme immunoassay, and spectrophotometric analysis. In ZDFs, hemin administration increased HO activity; normalized glycemia; potentiated insulin signaling by enhancing insulin receptor substrate 1(IRS-1), phosphatidylinositol-3-kinase (PI3K), and protein kinase B (PKB)/Akt; suppressed pericardial adiposity, cardiac hypertrophy, and left ventricular longitudinal muscle fiber thickness, a pathophysiological feature of cardiomyocyte hypertrophy; and correspondingly reduced systolic blood pressure, total peripheral resistance, and pro-inflammatory/oxidative mediators, including nuclear factor κB (NF-κB), cJNK, c-Jun-N-terminal kinase (cJNK), endothelin (ET-1), tumor necrosis factor α (TNF-α), interleukin (IL)-6, IL-1β, activating protein 1 (AP-1), and 8-isoprostane, whereas the HO inhibitor, stannous mesoporphyrin, nullified the effects. Furthermore, hemin reduced the pro-inflammatory macrophage M1 phenotype, but enhanced the M2 phenotype that dampens inflammation. Because NF-κB activates TNFα, IL-6, and IL-1β and TNF-α, cJNK, and AP-1 impair insulin signaling, the high levels of these cytokines in obesity/diabetes would create a vicious cycle that, together with 8-isoprostane and ET-1, exacerbates cardiac injury, compromising cardiac function. Therefore, the concomitant reduction of pro-inflammatory cytokines and macrophage infiltration coupled to increased expressions of IRS-1, PI3K, and PKB may account for enhanced glucose metabolism and amelioration of cardiac injury and function in diabetic cardiomyopathy. The hemin-induced preferential polarization of macrophages toward anti-inflammatory macrophage M2 phenotype in cardiac tissue with concomitant suppression of pericardial adiposity in ZDFs are novel findings. These data unveil the benefits of hemin against pericardial adiposity, impaired insulin signaling, and diabetic cardiomyopathy and suggest that its multifaceted protective mechanisms include the suppression of inflammatory/oxidative mediators.
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Affiliation(s)
- Ashok Jadhav
- Department of Physiology, College of Medicine, University of Saskatchewan, 107 Wiggins Road, Saskatoon, SK, Canada
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Affiliation(s)
- Jean-Pierre Després
- FAHA, FIAS, Centre de Recherche de l'Institut Universitaire de Cardiologie et de Pneumologie de Québec, Pavilion Marguerite-D'Youville, 4th Floor, 2725 Chemin Ste-Foy, Québec QC G1V 4G5, Canada.
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