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Erschienen in: Diabetologia 7/2017

04.04.2017 | Article

Independent associations between a metabolic syndrome severity score and future diabetes by sex and race: the Atherosclerosis Risk In Communities Study and Jackson Heart Study

verfasst von: Matthew J. Gurka, Sherita H. Golden, Solomon K. Musani, Mario Sims, Abhishek Vishnu, Yi Guo, Michelle Cardel, Thomas A. Pearson, Mark D. DeBoer

Erschienen in: Diabetologia | Ausgabe 7/2017

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Abstract

Aims/hypothesis

The study aimed to assess for an association between the degree of severity of the metabolic syndrome and risk of type 2 diabetes beyond that conferred by the individual components of the metabolic syndrome.

Methods

We assessed HRs for an Adult Treatment Panel III (ATP-III) metabolic syndrome score (ATP-III MetS) and a sex- and race-specific continuous metabolic syndrome severity z score related to incident diabetes over a median of 7.8 years of follow-up among participants of two observational cohorts, the Atherosclerosis Risk in Communities study (n = 10,957) and the Jackson Heart Study (n = 2137).

Results

The ATP-III MetS had an HR for incident diabetes of 4.36 (95% CI 3.83, 4.97), which was attenuated in models that included the individual metabolic syndrome components. By contrast, participants in the fourth quartile of metabolic syndrome severity (compared with the first quartile) had an HR of 17.4 (95% CI 12.6, 24.1) for future diabetes; in models that also included the individual metabolic syndrome components, this remained significant, with an HR of 3.69 (95% CI 2.42, 5.64). There was a race × metabolic syndrome interaction in these models such that HR was greater for black participants (5.30) than white participants (2.24). When the change in metabolic syndrome severity score was included in the hazard models, this conferred a further association, with changes in metabolic syndrome severity score of ≥0.5 having a HR of 2.66 compared with changes in metabolic syndrome severity score of ≤0.

Conclusions/interpretation

Use of a continuous sex- and race-specific metabolic syndrome severity z score provided an additional prediction of risk of diabetes beyond that of the individual metabolic syndrome components, suggesting an added risk conferred by the processes underlying the metabolic syndrome. Increases in this score over time were associated with further risk, supporting the potential clinical utility of following metabolic syndrome severity over time.
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Literatur
1.
Zurück zum Zitat Shulman GI (2014) Ectopic fat in insulin resistance, dyslipidemia, and cardiometabolic disease. N Engl J Med 371:2237–2238CrossRefPubMed Shulman GI (2014) Ectopic fat in insulin resistance, dyslipidemia, and cardiometabolic disease. N Engl J Med 371:2237–2238CrossRefPubMed
2.
Zurück zum Zitat de Ferranti S, Mozaffarian D (2008) The perfect storm: obesity, adipocyte dysfunction, and metabolic consequences. Clin Chem 54:945–955CrossRefPubMed de Ferranti S, Mozaffarian D (2008) The perfect storm: obesity, adipocyte dysfunction, and metabolic consequences. Clin Chem 54:945–955CrossRefPubMed
3.
Zurück zum Zitat DeBoer MD (2013) Obesity, systemic inflammation, and increased risk for cardiovascular disease and diabetes among adolescents: a need for screening tools to target interventions. Nutrition 29:379–386CrossRefPubMed DeBoer MD (2013) Obesity, systemic inflammation, and increased risk for cardiovascular disease and diabetes among adolescents: a need for screening tools to target interventions. Nutrition 29:379–386CrossRefPubMed
4.
Zurück zum Zitat Grundy SM, Cleeman JI, Daniels SR et al (2005) Diagnosis and management of the metabolic syndrome—an American Heart Association/National Heart, Lung, and Blood Institute Scientific Statement. Circulation 112:2735–2752CrossRefPubMed Grundy SM, Cleeman JI, Daniels SR et al (2005) Diagnosis and management of the metabolic syndrome—an American Heart Association/National Heart, Lung, and Blood Institute Scientific Statement. Circulation 112:2735–2752CrossRefPubMed
6.
Zurück zum Zitat Kahn R, Buse J, Ferrannini E, Stern M (2005) The metabolic syndrome: time for a critical appraisal: joint statement from the American Diabetes Association and the European Association for the Study of Diabetes. Diabetes Care 28:2289–2304CrossRefPubMed Kahn R, Buse J, Ferrannini E, Stern M (2005) The metabolic syndrome: time for a critical appraisal: joint statement from the American Diabetes Association and the European Association for the Study of Diabetes. Diabetes Care 28:2289–2304CrossRefPubMed
7.
Zurück zum Zitat Gurka MJ, Ice CL, Sun SS, DeBoer MD (2012) A confirmatory factor analysis of the metabolic syndrome in adolescents: an examination of sex and racial/ethnic differences. Cardiovasc Diabetol 11:128CrossRefPubMedPubMedCentral Gurka MJ, Ice CL, Sun SS, DeBoer MD (2012) A confirmatory factor analysis of the metabolic syndrome in adolescents: an examination of sex and racial/ethnic differences. Cardiovasc Diabetol 11:128CrossRefPubMedPubMedCentral
8.
Zurück zum Zitat Gurka MJ, Lilly CL, Norman OM, DeBoer MD (2014) An examination of sex and racial/ethnic differences in the metabolic syndrome among adults: a confirmatory factor analysis and a resulting continuous severity score. Metabolism 63:218–225CrossRefPubMed Gurka MJ, Lilly CL, Norman OM, DeBoer MD (2014) An examination of sex and racial/ethnic differences in the metabolic syndrome among adults: a confirmatory factor analysis and a resulting continuous severity score. Metabolism 63:218–225CrossRefPubMed
9.
Zurück zum Zitat Lee AM, Gurka MJ, DeBoer MD (2016) A metabolic syndrome severity score to estimate risk in adolescents and adults: current evidence and future potential. Expert Rev Cardiovasc Ther 14:411–413CrossRefPubMedPubMedCentral Lee AM, Gurka MJ, DeBoer MD (2016) A metabolic syndrome severity score to estimate risk in adolescents and adults: current evidence and future potential. Expert Rev Cardiovasc Ther 14:411–413CrossRefPubMedPubMedCentral
10.
Zurück zum Zitat DeBoer MD, Gurka MJ, Woo JG, Morrison JA (2015) Severity of metabolic syndrome as a predictor of cardiovascular disease between childhood and adulthood: the Princeton Lipid Research Cohort Study. J Am Coll Cardiol 66:755–757CrossRefPubMedPubMedCentral DeBoer MD, Gurka MJ, Woo JG, Morrison JA (2015) Severity of metabolic syndrome as a predictor of cardiovascular disease between childhood and adulthood: the Princeton Lipid Research Cohort Study. J Am Coll Cardiol 66:755–757CrossRefPubMedPubMedCentral
11.
Zurück zum Zitat DeBoer MD, Gurka MJ, Woo JG, Morrison JA (2015) Severity of the metabolic syndrome as a predictor of type 2 diabetes between childhood and adulthood: the Princeton Lipid Research Cohort Study. Diabetologia 58:2745–2752CrossRefPubMedPubMedCentral DeBoer MD, Gurka MJ, Woo JG, Morrison JA (2015) Severity of the metabolic syndrome as a predictor of type 2 diabetes between childhood and adulthood: the Princeton Lipid Research Cohort Study. Diabetologia 58:2745–2752CrossRefPubMedPubMedCentral
12.
Zurück zum Zitat DeBoer MD, Gurka MJ, Hill Golden S et al (2016) Independent associations between metabolic syndrome severity and future coronary heart disease by sex and race. J Am Coll Cardiol 69:1204–1205CrossRef DeBoer MD, Gurka MJ, Hill Golden S et al (2016) Independent associations between metabolic syndrome severity and future coronary heart disease by sex and race. J Am Coll Cardiol 69:1204–1205CrossRef
13.
Zurück zum Zitat The ARIC Investigators (1989) The Atherosclerosis Risk in Communities (ARIC) Study: design and objectives. Am J Epidemiol 129: 687–702 The ARIC Investigators (1989) The Atherosclerosis Risk in Communities (ARIC) Study: design and objectives. Am J Epidemiol 129: 687–702
16.
Zurück zum Zitat Taylor HA, Wilson JG, Jones DW et al (2005) Toward resolution of cardiovascular health disparities in African Americans: design and methods of the Jackson Heart Study. Ethn Dis 15:S6-4-17PubMed Taylor HA, Wilson JG, Jones DW et al (2005) Toward resolution of cardiovascular health disparities in African Americans: design and methods of the Jackson Heart Study. Ethn Dis 15:S6-4-17PubMed
17.
Zurück zum Zitat McNeill AM, Schmidt MI, Rosamond WD et al (2005) The metabolic syndrome and 11-year risk of incident cardiovascular disease in the atherosclerosis risk in communities study. Diabetes Care 28:385–390CrossRefPubMed McNeill AM, Schmidt MI, Rosamond WD et al (2005) The metabolic syndrome and 11-year risk of incident cardiovascular disease in the atherosclerosis risk in communities study. Diabetes Care 28:385–390CrossRefPubMed
18.
Zurück zum Zitat DeBoer MD, Gurka MJ (2010) Ability among adolescents for the metabolic syndrome to predict elevations in factors associated with type 2 diabetes and cardiovascular disease: data from the national health and nutrition examination survey 1999–2006. Metab Syndr Relat Disord 8:343–353CrossRefPubMedPubMedCentral DeBoer MD, Gurka MJ (2010) Ability among adolescents for the metabolic syndrome to predict elevations in factors associated with type 2 diabetes and cardiovascular disease: data from the national health and nutrition examination survey 1999–2006. Metab Syndr Relat Disord 8:343–353CrossRefPubMedPubMedCentral
19.
Zurück zum Zitat DeBoer MD, Gurka MJ, Morrison JA, Woo JG (2016) Inter-relationships between the severity of metabolic syndrome, insulin and adiponectin and their relationship to future type 2 diabetes and cardiovascular disease. Int J Obes 40:1353–1359CrossRef DeBoer MD, Gurka MJ, Morrison JA, Woo JG (2016) Inter-relationships between the severity of metabolic syndrome, insulin and adiponectin and their relationship to future type 2 diabetes and cardiovascular disease. Int J Obes 40:1353–1359CrossRef
20.
Zurück zum Zitat Schmidt MI, Duncan BB, Bang H et al (2005) Identifying individuals at high risk for diabetes: the Atherosclerosis Risk in Communities study. Diabetes Care 28:2013–2018CrossRefPubMed Schmidt MI, Duncan BB, Bang H et al (2005) Identifying individuals at high risk for diabetes: the Atherosclerosis Risk in Communities study. Diabetes Care 28:2013–2018CrossRefPubMed
21.
Zurück zum Zitat Effoe VS, Correa A, Chen H, Lacy ME, Bertoni AG (2015) High-sensitivity C-reactive protein is associated with incident type 2 diabetes among African Americans: the Jackson Heart Study. Diabetes Care 38:1694–1700CrossRefPubMedPubMedCentral Effoe VS, Correa A, Chen H, Lacy ME, Bertoni AG (2015) High-sensitivity C-reactive protein is associated with incident type 2 diabetes among African Americans: the Jackson Heart Study. Diabetes Care 38:1694–1700CrossRefPubMedPubMedCentral
22.
Zurück zum Zitat Heagerty PJ, Lumley T, Pepe MS (2000) Time-dependent ROC curves for censored survival data and a diagnostic marker. Biometrics 56:337–344CrossRefPubMed Heagerty PJ, Lumley T, Pepe MS (2000) Time-dependent ROC curves for censored survival data and a diagnostic marker. Biometrics 56:337–344CrossRefPubMed
23.
Zurück zum Zitat Vishnu A, Gurka MJ, DeBoer MD (2015) The severity of the metabolic syndrome increases over time within individuals, independent of baseline metabolic syndrome status and medication use: the Atherosclerosis Risk in Communities Study. Atherosclerosis 243:278–285CrossRefPubMedPubMedCentral Vishnu A, Gurka MJ, DeBoer MD (2015) The severity of the metabolic syndrome increases over time within individuals, independent of baseline metabolic syndrome status and medication use: the Atherosclerosis Risk in Communities Study. Atherosclerosis 243:278–285CrossRefPubMedPubMedCentral
24.
Zurück zum Zitat Aguilar-Salinas CA, Garcia EG, Robles L et al (2008) High adiponectin concentrations are associated with the metabolically healthy obese phenotype. J Clin Endocrinol Metab 93:4075–4079CrossRefPubMed Aguilar-Salinas CA, Garcia EG, Robles L et al (2008) High adiponectin concentrations are associated with the metabolically healthy obese phenotype. J Clin Endocrinol Metab 93:4075–4079CrossRefPubMed
25.
Zurück zum Zitat Hanley AJ, Karter AJ, Williams K et al (2005) Prediction of type 2 diabetes mellitus with alternative definitions of the metabolic syndrome: the Insulin Resistance Atherosclerosis Study. Circulation 112:3713–3721CrossRefPubMed Hanley AJ, Karter AJ, Williams K et al (2005) Prediction of type 2 diabetes mellitus with alternative definitions of the metabolic syndrome: the Insulin Resistance Atherosclerosis Study. Circulation 112:3713–3721CrossRefPubMed
26.
Zurück zum Zitat Sumner AE (2009) Ethnic differences in triglyceride levels and high-density lipoprotein lead to underdiagnosis of the metabolic syndrome in black children and adults. J Pediatr 155:e7–e11CrossRef Sumner AE (2009) Ethnic differences in triglyceride levels and high-density lipoprotein lead to underdiagnosis of the metabolic syndrome in black children and adults. J Pediatr 155:e7–e11CrossRef
27.
Zurück zum Zitat DeBoer MD (2010) Underdiagnosis of metabolic syndrome in non-Hispanic black adolescents: a call for ethnic-specific criteria. Curr Cardiovasc Risk Rep 4:302–310CrossRefPubMedPubMedCentral DeBoer MD (2010) Underdiagnosis of metabolic syndrome in non-Hispanic black adolescents: a call for ethnic-specific criteria. Curr Cardiovasc Risk Rep 4:302–310CrossRefPubMedPubMedCentral
28.
Zurück zum Zitat Cowie CC, Rust KF, Byrd-Holt DD et al (2010) Prevalence of diabetes and high risk for diabetes using A1C criteria in the U.S. population in 1988–2006. Diabetes Care 33:562–568CrossRefPubMedPubMedCentral Cowie CC, Rust KF, Byrd-Holt DD et al (2010) Prevalence of diabetes and high risk for diabetes using A1C criteria in the U.S. population in 1988–2006. Diabetes Care 33:562–568CrossRefPubMedPubMedCentral
29.
Zurück zum Zitat Mozaffarian D, Benjamin EJ, Go AS et al (2016) Heart disease and stroke statistics—2016 update: a report from the American Heart Association. Circulation 133:e38–e360CrossRefPubMed Mozaffarian D, Benjamin EJ, Go AS et al (2016) Heart disease and stroke statistics—2016 update: a report from the American Heart Association. Circulation 133:e38–e360CrossRefPubMed
30.
Zurück zum Zitat Walker SE, Gurka MJ, Oliver MN, Johns DW, DeBoer MD (2012) Racial/ethnic discrepancies in the metabolic syndrome begin in childhood and persist after adjustment for environmental factors. Nutr Metab Cardiovasc Dis 22:141–148CrossRefPubMed Walker SE, Gurka MJ, Oliver MN, Johns DW, DeBoer MD (2012) Racial/ethnic discrepancies in the metabolic syndrome begin in childhood and persist after adjustment for environmental factors. Nutr Metab Cardiovasc Dis 22:141–148CrossRefPubMed
31.
Zurück zum Zitat DeBoer MD, Gurka MJ, Sumner AE (2011) Diagnosis of the metabolic syndrome is associated with disproportionately high levels of high-sensitivity C-reactive protein in non-Hispanic black adolescents: an analysis of NHANES 1999–2008. Diabetes Care 34:734–740CrossRefPubMedPubMedCentral DeBoer MD, Gurka MJ, Sumner AE (2011) Diagnosis of the metabolic syndrome is associated with disproportionately high levels of high-sensitivity C-reactive protein in non-Hispanic black adolescents: an analysis of NHANES 1999–2008. Diabetes Care 34:734–740CrossRefPubMedPubMedCentral
32.
Zurück zum Zitat DeBoer MD, Dong L, Gurka MJ (2011) Racial/ethnic and sex differences in the ability of metabolic syndrome criteria to predict elevations in fasting insulin levels in adolescents. J Pediatr 159:975–981CrossRefPubMedPubMedCentral DeBoer MD, Dong L, Gurka MJ (2011) Racial/ethnic and sex differences in the ability of metabolic syndrome criteria to predict elevations in fasting insulin levels in adolescents. J Pediatr 159:975–981CrossRefPubMedPubMedCentral
33.
Zurück zum Zitat DeBoer MD, Dong L, Gurka MJ (2012) Racial/ethnic and sex differences in the relationship between uric acid and metabolic syndrome in adolescents: an analysis of National Health and Nutrition Survey 1999–2006. Metabolism 61:554–561CrossRefPubMed DeBoer MD, Dong L, Gurka MJ (2012) Racial/ethnic and sex differences in the relationship between uric acid and metabolic syndrome in adolescents: an analysis of National Health and Nutrition Survey 1999–2006. Metabolism 61:554–561CrossRefPubMed
34.
Zurück zum Zitat DeBoer MD (2011) Ethnicity, obesity and the metabolic syndrome: implications on assessing risk and targeting intervention. Expert Rev Endocrinol Metab 6:279–289CrossRefPubMedPubMedCentral DeBoer MD (2011) Ethnicity, obesity and the metabolic syndrome: implications on assessing risk and targeting intervention. Expert Rev Endocrinol Metab 6:279–289CrossRefPubMedPubMedCentral
35.
Zurück zum Zitat Mottillo S, Filion KB, Genest J et al (2010) The metabolic syndrome and cardiovascular risk: a systematic review and meta-analysis. J Am Coll Cardiol 56:1113–1132CrossRefPubMed Mottillo S, Filion KB, Genest J et al (2010) The metabolic syndrome and cardiovascular risk: a systematic review and meta-analysis. J Am Coll Cardiol 56:1113–1132CrossRefPubMed
36.
Zurück zum Zitat Goff DC, Lloyd-Jones DM, Bennett G et al (2014) 2013 ACC/AHA guideline on the assessment of cardiovascular risk: a report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines. Circulation 129:S49–S73CrossRefPubMed Goff DC, Lloyd-Jones DM, Bennett G et al (2014) 2013 ACC/AHA guideline on the assessment of cardiovascular risk: a report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines. Circulation 129:S49–S73CrossRefPubMed
Metadaten
Titel
Independent associations between a metabolic syndrome severity score and future diabetes by sex and race: the Atherosclerosis Risk In Communities Study and Jackson Heart Study
verfasst von
Matthew J. Gurka
Sherita H. Golden
Solomon K. Musani
Mario Sims
Abhishek Vishnu
Yi Guo
Michelle Cardel
Thomas A. Pearson
Mark D. DeBoer
Publikationsdatum
04.04.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
Diabetologia / Ausgabe 7/2017
Print ISSN: 0012-186X
Elektronische ISSN: 1432-0428
DOI
https://doi.org/10.1007/s00125-017-4267-6

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