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1.
Int J Obes (Lond) ; 42(3): 295-301, 2018 03.
Article in English | MEDLINE | ID: mdl-28990591

ABSTRACT

BACKGROUND: Some obese adults are not afflicted by the metabolic abnormalities often associated with obesity (the 'metabolically healthy obese' (MHO)); however, they may be at increased risk of developing cardiometabolic abnormalities in the future. Little is known about the relative incidence of individual components of metabolic syndrome (MetSyn). METHODS: We used data from a multicenter, community-based cohort aged 45-64 years at recruitment (the Atherosclerosis Risk In Communities study) to examine the first appearance of any MetSyn component, excluding waist circumference. Body mass index (BMI, kg m-2) and cardiometabolic data were collected at four triennial visits. Our analysis included 3969 adults who were not underweight and free of the components of MetSyn at the initial visit. Participants were classified as metabolically healthy normal weight (MHNW), overweight (MHOW) and MHO at each visit. Adjusted hazard ratios (HR) and 95% confidence intervals were estimated with proportional hazards regression models. RESULTS: The relative rate of developing each risk factor was higher among MHO than MHNW, with the strongest association noted for elevated fasting glucose (MHO vs MHNW, HR: 2.33 (1.77, 3.06)). MHO was also positively associated with elevated triglycerides (HR: 1.63 (1.27, 2.09)), low high-density lipoprotein-cholesterol (HR: 1.68 (1.32, 2.13)) and elevated blood pressure (HR: 1.54 (1.26, 1.88)). A similar, but less pronounced pattern was noted among the MHOW vs MHNW. CONCLUSIONS: We conclude that even among apparently healthy individuals, obesity and overweight are related to more rapid development of at least one cardiometabolic risk factor, and that elevations in blood glucose develop most rapidly.


Subject(s)
Atherosclerosis/epidemiology , Metabolic Syndrome/epidemiology , Obesity/epidemiology , Blood Glucose/analysis , Blood Pressure/physiology , Female , Follow-Up Studies , Humans , Incidence , Lipids/blood , Male , Middle Aged , Risk Factors , United States/epidemiology
2.
Diabetes Obes Metab ; 18(9): 899-906, 2016 09.
Article in English | MEDLINE | ID: mdl-27161077

ABSTRACT

AIMS: To develop a prediction equation for 10-year risk of a combined endpoint (incident coronary heart disease, stroke, heart failure, chronic kidney disease, lower extremity hospitalizations) in people with diabetes, using demographic and clinical information, and a panel of traditional and non-traditional biomarkers. METHODS: We included in the study 654 participants in the Atherosclerosis Risk in Communities (ARIC) study, a prospective cohort study, with diagnosed diabetes (visit 2; 1990-1992). Models included self-reported variables (Model 1), clinical measurements (Model 2), and glycated haemoglobin (Model 3). Model 4 tested the addition of 12 blood-based biomarkers. We compared models using prediction and discrimination statistics. RESULTS: Successive stages of model development improved risk prediction. The C-statistics (95% confidence intervals) of models 1, 2, and 3 were 0.667 (0.64, 0.70), 0.683 (0.65, 0.71), and 0.694 (0.66, 0.72), respectively (p < 0.05 for differences). The addition of three traditional and non-traditional biomarkers [ß-2 microglobulin, creatinine-based estimated glomerular filtration rate (eGFR), and cystatin C-based eGFR] to Model 3 significantly improved discrimination (C-statistic = 0.716; p = 0.003) and accuracy of 10-year risk prediction for major complications in people with diabetes (midpoint percentiles of lowest and highest deciles of predicted risk changed from 18-68% to 12-87%). CONCLUSIONS: These biomarkers, particularly those of kidney filtration, may help distinguish between people at low versus high risk of long-term major complications.


Subject(s)
Coronary Disease/epidemiology , Diabetes Complications/epidemiology , Diabetes Mellitus/epidemiology , Heart Failure/epidemiology , Renal Insufficiency, Chronic/epidemiology , Stroke/epidemiology , Aged , Alanine Transaminase/blood , Aspartate Aminotransferases/blood , Biomarkers/blood , C-Reactive Protein/metabolism , Cohort Studies , Creatinine/blood , Cystatin C/blood , Diabetes Mellitus/metabolism , Diabetic Angiopathies/epidemiology , Diabetic Nephropathies/epidemiology , Diabetic Nephropathies/metabolism , Female , Fructosamine/blood , Glomerular Filtration Rate , Glycated Hemoglobin/metabolism , Glycation End Products, Advanced , Hospitalization/statistics & numerical data , Humans , Male , Middle Aged , Natriuretic Peptide, Brain/blood , Peptide Fragments/blood , Prospective Studies , Renal Insufficiency, Chronic/metabolism , Risk Assessment , Self Report , Serum Albumin/metabolism , Troponin T/blood , beta 2-Microglobulin/blood , gamma-Glutamyltransferase/blood , Glycated Serum Albumin
3.
BMC Gastroenterol ; 15: 88, 2015 Jul 28.
Article in English | MEDLINE | ID: mdl-26215323

ABSTRACT

BACKGROUND: Coffee consumption has been associated with reduced risk of developing type 2 diabetes mellitus (T2DM) however, the mechanism for this association has yet to be elucidated. Non-alcoholic fatty liver disease (NAFLD) characterizes and predicts T2DM yet the relationship of coffee with this disorder remains unclear. Our aim was to investigate the associations of coffee with markers of liver injury in 1005 multi-ethnic, non-diabetic adults in the Insulin Resistance Atherosclerosis Study. METHODS: Dietary intake was assessed using a validated 114-item food frequency questionnaire. Alanine aminotransferase (ALT), aspartate aminotransferase (AST) and fetuin-A were determined in fasting blood samples and the validated NAFLD liver fat score was calculated. Multivariate linear regression assessed the contribution of coffee to variation in markers of liver injury. RESULTS: Caffeinated coffee showed significant inverse associations with ALT (ß = -0.08, p = 0.0111), AST (ß = -0.05, p = 0.0155) and NAFLD liver fat score (ß = -0.05, p = 0.0293) but not with fetuin-A (ß = 0.04, p = 0.17). When the highest alcohol consumers were excluded, these associations remained (ALT ß = -0.11, p = 0.0037; AST ß = -0.05, p = 0.0330; NAFLD liver fat score ß = -0.06, p = 0.0298). With additional adjustment for insulin sensitivity, the relationship with ALT remained significant (ALT ß = -0.08, p = 0.0400; AST ß = -0.03, p = 0.20; NAFLD liver fat score ß = -0.03, p = 0.27). There were no significant associations of decaffeinated coffee with liver markers. CONCLUSIONS: These analyses indicate a beneficial impact of caffeinated coffee on liver morphology and/or function, and suggest that this relationship may mediate the well-established inverse association of coffee with risk of T2DM.


Subject(s)
Alanine Transaminase/blood , Aspartate Aminotransferases/blood , Coffee , Diabetes Mellitus, Type 2 , Liver/pathology , alpha-2-HS-Glycoprotein/metabolism , Biomarkers/blood , Caffeine , Diabetes Mellitus, Type 2/blood , Female , Humans , Insulin Resistance , Linear Models , Liver Function Tests , Male , Middle Aged , Non-alcoholic Fatty Liver Disease/blood , Protective Factors , Surveys and Questionnaires
4.
J Clin Endocrinol Metab ; 98(10): 4152-9, 2013 Oct.
Article in English | MEDLINE | ID: mdl-23884776

ABSTRACT

CONTEXT: ß-Cell function (BCF) declines over the course of type 2 diabetes, but little is known about BCF changes across glucose tolerance status (GTS) categories, and comparisons of direct vs surrogate measures. OBJECTIVE: To assess longitudinal changes in BCF across GTS. DESIGN: The Insulin Resistance Atherosclerosis Study is a multicenter, observational, epidemiologic study. SETTING: Four clinical centers in the US that could identify subjects likely to have impaired fasting glucose (IFG) or impaired glucose tolerance (IGT). PATIENTS: We compared longitudinal changes in BCF in 1052 subjects over 5 years. Subjects were categorized according to baseline GTS: normal glucose tolerance (NGT: n = 547), impaired fasting glucose or impaired glucose tolerance (IFG/IGT: n = 341), and newly diagnosed type 2 diabetes (n = 164). INTERVENTIONS: None. MAIN OUTCOME MEASURES: BCF was assessed from a frequently sampled iv glucose tolerance test (AIR, acute insulin response), and the homeostasis model assessment of BCF (HOMA B). RESULTS: NGT and IFG/IGT subjects increased their insulin secretion over time, whereas those with type 2 diabetes experienced either decline or little change in BCF. After adjustment for demographic variables and change in insulin resistance, change in HOMA B underestimated the magnitude of changes in BCF, as assessed by change in AIR. Relative to NGT, the 5-year change in insulin secretion in IFG/IGT and type 2 diabetes was 31% and 70% lower (by HOMA B) and 50% and 80% lower (by AIR). CONCLUSIONS: The decline in BCF over time in IFG/IGT and type 2 diabetes may be more pronounced than previously estimated; HOMA B may underestimate this decline significantly.


Subject(s)
Diabetes Mellitus, Type 2/physiopathology , Glucose Intolerance/physiopathology , Insulin Resistance/physiology , Insulin-Secreting Cells/physiology , Prediabetic State/physiopathology , Adult , Aged , Atherosclerosis/physiopathology , Blood Glucose , Fasting/physiology , Female , Glucose Tolerance Test , Humans , Longitudinal Studies , Male , Middle Aged
5.
Int J Obes (Lond) ; 37(12): 1545-52, 2013 Dec.
Article in English | MEDLINE | ID: mdl-23628854

ABSTRACT

BACKGROUND: Genome-wide association studies have provided new insights into the genetic factors that contribute to the development of obesity. We hypothesized that these genetic markers would also predict magnitude of weight loss and weight regain after initial weight loss. METHODS: Established obesity risk alleles available on the Illumina CARe iSelect (IBC) chip were characterized in 3899 overweight or obese participants with type 2 diabetes from the Look AHEAD (Action for Health in Diabetes), a randomized trial to determine the effects of intensive lifestyle intervention (ILI) and diabetes support and education (DSE) on cardiovascular morbidity and mortality. Primary analyses examined the interaction between 13 obesity risk polymorphisms in eight genes and randomized treatment arm in predicting weight change at year 1, and weight regain at year 4 among individuals who lost 3% or more of their baseline weight by year 1. RESULTS: No single-nucleotide polymorphisms (SNPs) were significantly associated with magnitude of weight loss or interacted with treatment arm at year 1. However, fat mass and obesity associated gene (FTO) rs3751812 predicted weight regain within DSE (1.56 kg per risk allele, P=0.005), but not ILI (P=0.761), resulting in SNP × treatment arm interaction (P=0.009). In a partial replication of prior research, the obesity risk (G) allele at BDNF rs6265 was associated with greater weight regain across treatment arms (0.773 kg per risk allele), although results were of borderline statistical significance (P=0.051). CONCLUSIONS: Variations in the FTO and BDNF loci may contribute risk of weight regain after weight loss.


Subject(s)
Brain-Derived Neurotrophic Factor/genetics , Diabetes Mellitus, Type 2/epidemiology , Obesity/diagnosis , Polymorphism, Single Nucleotide , Proteins/genetics , Weight Gain/genetics , Weight Loss/genetics , Black or African American/genetics , Aged , Alpha-Ketoglutarate-Dependent Dioxygenase FTO , Asian/genetics , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/genetics , Female , Genome-Wide Association Study , Hispanic or Latino/genetics , Humans , Male , Middle Aged , Native Hawaiian or Other Pacific Islander/genetics , Obesity/complications , Obesity/epidemiology , Obesity/genetics , Predictive Value of Tests , Risk Reduction Behavior , White People/genetics
6.
Diabetes Obes Metab ; 15(5): 441-7, 2013 May.
Article in English | MEDLINE | ID: mdl-23216702

ABSTRACT

AIMS: Cross-sectional evidence indicates that abdominal adiposity, hypertension, dyslipidaemia and glycaemia are associated with reduced metabolic clearance rate of insulin (MCRI). Little is known about the progression of MCRI and whether components of metabolic syndrome are associated with the change in MCRI. In this study, we examined the association between components of metabolic syndrome and the 5-year change of MCRI. METHODS: At baseline and 5-year follow-up, we measured fasting plasma triglycerides (TG), high-density lipoprotein (HDL) cholesterol, blood pressure (BP), waist circumference (WC) and fasting blood glucose (FBG) in 784 non-diabetic participants in the Insulin Resistance Atherosclerosis Study. MCRI, insulin sensitivity (SI ) and acute insulin response (AIR) were determined from frequently sampled intravenous glucose tolerance tests. RESULTS: We observed a 29% decline of MCRI at follow-up. TG, systolic BP and WC at baseline were inversely associated with a decline of MCRI regression models adjusted for age, sex, ethnicity, smoking, alcohol consumption, energy expenditure, family history of diabetes, BMI, SI and AIR [ß = -0.057 (95% confidence interval, CI: -0.11, -0.0084) for TG, ß = -0.0019 (95% CI: -0.0035, -0.00023) for systolic BP and ß = -0.0084 (95% CI: -0.013, -0.0039) for WC; all p < 0.05]. Higher HDL cholesterol at baseline was associated with an increase in MCRI [multivariable-adjusted ß = 0.0029 (95% CI: 0.0010, 0.0048), p = 0.002]. FBG at baseline was not associated with MCRI at follow-up [multivariable-adjusted ß = 0.0014 (95% CI: -0.0026, 0.0029)]. CONCLUSIONS: MCRI declined progressively over 5 years in a non-diabetic cohort. Components of metabolic syndrome at baseline were associated with a significant change in MCRI.


Subject(s)
Atherosclerosis/blood , Cholesterol, HDL/blood , Insulin Resistance , Insulin/blood , Metabolic Syndrome/blood , Triglycerides/blood , Adiposity , Adult , Aged , Atherosclerosis/epidemiology , Atherosclerosis/metabolism , Biomarkers/blood , Blood Glucose/metabolism , Blood Pressure , Body Mass Index , Cross-Sectional Studies , Disease Progression , Dyslipidemias/blood , Female , Follow-Up Studies , Glucose Tolerance Test , Glycated Hemoglobin/metabolism , Humans , Male , Metabolic Clearance Rate , Metabolic Syndrome/epidemiology , Metabolic Syndrome/metabolism , Middle Aged , Predictive Value of Tests , Risk Factors , United States/epidemiology , Waist Circumference
7.
Diabetologia ; 56(1): 112-20, 2013 Jan.
Article in English | MEDLINE | ID: mdl-23052060

ABSTRACT

AIMS/HYPOTHESIS: Insulin clearance may decline as an early mechanism compensating for deteriorating insulin sensitivity. However, no previous studies have investigated the association between subclinical inflammation or impaired fibrinolysis and insulin clearance. We examined the association between plasminogen activator inhibitor (PAI)-1, C-reactive protein (CRP), TNF-α, leptin and fibrinogen and the progression of metabolic clearance rate of insulin (MCRI) over time. METHODS: We studied 784 non-diabetic white, Hispanic and African-American individuals in the Insulin Resistance Atherosclerosis Study (IRAS). Insulin sensitivity, acute insulin response and MCRI were determined from frequently sampled intravenous glucose tolerance tests at baseline and at 5-year follow-up. Inflammatory and fibrinolytic proteins were measured in fasting plasma at baseline. RESULTS: MCRI had declined significantly by 29% at the 5-year follow-up. We observed a significant association between higher plasma PAI-1 levels and the decline in MCRI in multivariable-adjusted regression models (ß = -0.045 [95% CI -0.081, -0.0091]). Higher plasma CRP and leptin levels were associated with a decline in MCRI in unadjusted models, but these associations were non-significant after adjusting for BMI and waist circumference (ß = -0.016 [95% CI -0.041, 0.0083] for CRP; ß = -0.044 [95% CI -0.10, 0.011] for leptin). A higher plasma TNF-α concentration was associated with a decline in MCRI in unadjusted (ß = -0.071 [95% CI -0.14, -0.00087]) but not in multivariable-adjusted (ß = -0.056 [95% CI -0.13, 0.017]) models. Plasma fibrinogen level was not associated with the change in MCRI. CONCLUSIONS/INTERPRETATION: We identified that higher plasma PAI-1 (but not CRP, TNF-α, leptin or fibrinogen) levels independently predicted the progressive decline of insulin clearance in the multiethnic cohort of the IRAS.


Subject(s)
Atherosclerosis/etiology , Hypoglycemic Agents/pharmacokinetics , Insulin Resistance , Insulin/pharmacokinetics , Overweight/physiopathology , Plasminogen Activator Inhibitor 1/blood , Prediabetic State/etiology , Atherosclerosis/epidemiology , Body Mass Index , Cohort Studies , Diabetic Angiopathies/blood , Diabetic Angiopathies/epidemiology , Diabetic Angiopathies/immunology , Diabetic Angiopathies/metabolism , Female , Fibrinogen/analysis , Follow-Up Studies , Humans , Hypoglycemic Agents/blood , Inflammation Mediators/blood , Insulin/blood , Leptin/blood , Male , Metabolic Clearance Rate , Middle Aged , Overweight/blood , Overweight/immunology , Overweight/metabolism , Prediabetic State/epidemiology , Prospective Studies , Risk Factors , United States/epidemiology
8.
Diabet Med ; 29(11): 1399-406, 2012 Nov.
Article in English | MEDLINE | ID: mdl-22413950

ABSTRACT

AIMS: Insulin sensitivity and acute insulin response measure key components of Type 2 diabetes aetiology that contribute independently to risk in the Insulin Resistance Atherosclerosis Study. As insulin sensitivity and acute insulin response are not routinely measured in a clinical setting, we evaluated three fasting biomarker models, homeostasis model assessment of insulin sensitivity (HOMA-%S), ß-cell function (HOMA-%B) and a Diabetes Risk Score, as potential surrogates for risk associated with insulin sensitivity, acute insulin response and the interaction of these two measures, the disposition index. METHODS: Models were calculated from baseline plasma biomarker concentrations for 664 participants who underwent a frequently sampled intravenous glucose tolerance test. To assess relationships among biomarker models and test measures, we calculated improvement in risk estimation gained by combining each fasting measure with each frequently sampled intravenous glucose tolerance test measure using logistic regression. RESULTS: The strongest correlates of acute insulin response, insulin sensitivity and disposition index were HOMA-%B (r(s)(2) = 0.23), HOMA-%S (r(s)(2) = 0.48) and Diabetes Risk Score (r(s)(2) = 0.34), respectively. Individual areas under the curves for prediction of diabetes were 0.549 (HOMA-%B), 0.694 (HOMA-%S), 0.700 (insulin sensitivity), 0.714 (acute insulin response), 0.756 (Diabetes Risk Score) and 0.817 (disposition index). Models combining acute insulin response with Diabetes Risk Score (area under the curve 0.798) or HOMA-%S (area under the curve 0.805) nearly equalled disposition index, outperforming other individual measures (P < 0.05). Insulin sensitivity plus Diabetes Risk Score (area under the curve 0.760) was better than insulin sensitivity (P = 0.03), but not better than Diabetes Risk Score alone. HOMA-%S plus insulin sensitivity (area under the curve 0.704) was not significantly better than either alone. CONCLUSIONS: The Diabetes Risk Score and HOMA-%S were excellent surrogates for insulin sensitivity, capturing the predictive power of insulin sensitivity. Diabetes Risk Score captured some of the additional predictive power of acute insulin response, but the HOMA models did not. No fasting model was as predictive as disposition index, but the Diabetes Risk Score was the best surrogate.


Subject(s)
Atherosclerosis/blood , Blood Glucose/metabolism , Diabetes Mellitus, Type 2/blood , Insulin Resistance , Insulin/blood , Atherosclerosis/etiology , Atherosclerosis/physiopathology , Biomarkers/blood , Cross-Sectional Studies , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/physiopathology , Fasting/blood , Female , Glucose Tolerance Test , Humans , Insulin/metabolism , Insulin Secretion , Male , Middle Aged , Predictive Value of Tests , Risk Factors , Sensitivity and Specificity
9.
Int J Obes (Lond) ; 36(3): 465-73, 2012 Mar.
Article in English | MEDLINE | ID: mdl-21750520

ABSTRACT

OBJECTIVE: Recent genome-wide association studies (GWAS) have identified multiple novel loci associated with adiposity in European-derived study populations. Limited study of these loci has been reported in African Americans. Here we examined the effects of these previously identified adiposity loci in African Americans. METHODS: A total of 46 representative single-nucleotide polymorphisms (SNPs) in 19 loci that were previously reported in GWAS in Europeans (including FTO and MC4R) were genotyped in 4992 subjects from six African-American cohorts. These SNPs were tested for association with body mass index (BMI) after adjustment for age, gender, disease status and population structure in each cohort. Meta-analysis was conducted to combine the results. RESULTS: Meta-analysis of 4992 subjects revealed seven SNPs near four loci, including NEGR1, TMEM18, SH2B1 /ATP2A1 and MC4R, showing significant association at 0.005

Subject(s)
Black or African American/genetics , Body Weight/genetics , Diabetes Mellitus, Type 2/genetics , Obesity/genetics , White People/genetics , Adaptor Proteins, Signal Transducing/genetics , Adiposity/genetics , Alpha-Ketoglutarate-Dependent Dioxygenase FTO , Cell Adhesion Molecules, Neuronal/genetics , Diabetes Mellitus, Type 2/epidemiology , Female , GPI-Linked Proteins/genetics , Genetic Predisposition to Disease , Genetic Variation , Genome-Wide Association Study , Genotype , Humans , Male , Membrane Proteins/genetics , Middle Aged , Obesity/epidemiology , Polymorphism, Single Nucleotide , Proteins/genetics , Receptor, Melanocortin, Type 4/genetics , Transcription Factors
10.
Diabetologia ; 54(12): 3047-54, 2011 Dec.
Article in English | MEDLINE | ID: mdl-21959959

ABSTRACT

AIMS: Associations of proinsulin-to-insulin ratios with incident type 2 diabetes have been inconsistent. The use of C-peptide as the denominator in the ratio may allow for better prediction because C-peptide concentration is not affected by hepatic insulin clearance. The objective of this paper was to compare fasting intact and split proinsulin-to-insulin ratios (PI/I, SPI/I) with intact and split proinsulin-to-C-peptide ratios (PI/C-pep, SPI/C-pep) in the prediction of type 2 diabetes. METHODS: Prospective data on 818 multi-ethnic adults without diabetes at baseline from the Insulin Resistance Atherosclerosis Study (IRAS) were used. Insulin sensitivity (S(I)) and acute insulin response (AIR) were determined from frequently sampled intravenous glucose tolerance tests, and fasting intact and split proinsulin were measured using specific two-site monoclonal antibody-based immunoradiometric assays. Associations of proinsulin ratios with type 2 diabetes were determined using logistic regression and differences in prediction were assessed by comparing areas under the receiver operating characteristic curve (AROCs). RESULTS: In logistic regression analyses, PI/C-pep and SPI/C-pep were more strongly associated with incident type 2 diabetes (n = 128) than PI/I and SPI/I, and were significantly better predictors of diabetes in AROC analyses (PI/C-pep = 0.662 vs PI/I = 0.603, p = 0.02; SPI/C-pep = 0.690 vs SPI/I = 0.631, p = 0.01). Both PI/C-pep and SPI/C-pep were associated with type 2 diabetes after adjustment for age, sex, ethnicity, waist circumference, impaired glucose tolerance, lipids and S(I). Both PI/C-pep and SPI/C-pep were significantly associated with incident type 2 diabetes in models that included AIR. CONCLUSIONS: Proinsulin-to-C-peptide ratios were stronger predictors of diabetes in comparison with proinsulin-to-insulin ratios. These findings support the use of C-peptide as the denominator for proinsulin ratios, to more accurately reflect the degree of disproportional hyperproinsulinaemia.


Subject(s)
Atherosclerosis/blood , C-Peptide/blood , Insulin Resistance , Insulin/blood , Prediabetic State/blood , Proinsulin/blood , Fasting , Female , Humans , Male , Middle Aged , Predictive Value of Tests , Prospective Studies , ROC Curve , Waist Circumference
11.
Diabetes Metab ; 37(5): 452-5, 2011 Nov.
Article in English | MEDLINE | ID: mdl-21665509

ABSTRACT

AIM: Non-alcoholic fatty liver disease (NAFLD) is commonly diagnosed in patients with obesity and type 2 diabetes mellitus (T2DM), and has been associated with the single nucleotide polymorphism (SNP) rs738409 in the PNPLA3 gene. This association remains to be investigated in African Americans with T2DM, a group at lower risk for hepatic steatosis relative to European Americans with T2DM. METHODS: We examined 422 African Americans with T2DM (40.3% male; age: 56.4±9.6 years; Body Mass Index: 35.2±8.2 kg/m(2)), all with measures of liver density reflecting hepatic fat content on abdominal computed tomography, and blood glucose and lipid profiles. Associations between rs738409 and phenotypes of interest were determined using SOLAR, assuming an additive model of inheritance with covariates age, sex, BMI and use of lipid-lowering medications. RESULTS: Mean±SD liver density was 55.4±10.2 Hounsfield Units. SNP rs738409 in PNPLA3 was significantly associated with liver density (P=0.0075) and hepatic steatosis (P=0.0350), but not with blood glucose, HbA(1c), total cholesterol, triglycerides, high-density or low-density lipoprotein levels or liver function tests (P=0.15-0.96). CONCLUSION: These findings provide evidence that the PNPLA3 SNP rs738409 contributes to risk for increased liver fat content in African Americans with T2DM, an effect that appears to be independent from serum lipids. Although African Americans are less susceptible to fatty liver than European Americans, PNPLA3 appears to be a risk locus for hepatic steatosis in diabetic African Americans.


Subject(s)
Black or African American/genetics , Diabetes Mellitus, Type 2/genetics , Fatty Liver/genetics , Lipase/genetics , Membrane Proteins/genetics , Polymorphism, Single Nucleotide/genetics , Black or African American/statistics & numerical data , Aged , Diabetes Mellitus, Type 2/ethnology , Fatty Liver/diagnostic imaging , Fatty Liver/ethnology , Female , Humans , Liver/diagnostic imaging , Male , Middle Aged , Non-alcoholic Fatty Liver Disease , North Carolina/epidemiology , Risk Factors , Tomography, X-Ray Computed
12.
Diabetologia ; 54(2): 320-8, 2011 Feb.
Article in English | MEDLINE | ID: mdl-21046357

ABSTRACT

AIMS/HYPOTHESIS: Although protective relationships between coffee consumption and type 2 diabetes mellitus have consistently been observed, few studies have examined the relationships between coffee consumption and underlying pathophysiological defects that characterise diabetes aetiology. The aim of this study was to explore the associations between caffeinated and decaffeinated coffee consumption and measures of insulin sensitivity and secretion. METHODS: The study population included 954 multi-ethnic non-diabetic adults from the Insulin Resistance Atherosclerosis Study (IRAS). Multiple regression analyses were performed to examine the cross-sectional relationships between caffeinated and decaffeinated coffee intake and insulin sensitivity and acute insulin response, measured by a frequently sampled intravenous glucose tolerance test, 2 h postload glucose measured by OGTT, fasting insulin, and proinsulin to C-peptide ratios. RESULTS: Caffeinated coffee intake was positively associated with insulin sensitivity (ß = 0.054; SE = 0.026; p = 0.04) and inversely related to 2 h postload glucose (ß = -0.37; SE = 0.10; p = 0.0003) in fully adjusted models. Caffeinated coffee intake was not associated with acute insulin response or proinsulin ratios. Decaffeinated coffee intake was inversely related to 2 h postload glucose (ß = -0.47; SE = 0.18; p = 0.0096) and positively related to acute insulin response (ß = 0.191; SE = 0.077; p = 0.0132). Decaffeinated coffee intake was inversely related to the ratios of both intact and split proinsulin to C-peptide (ß = -0.150; SE = 0.061; p = 0.0148; ß = -0.254; SE = 0.068; p = 0.0002, respectively). CONCLUSIONS/INTERPRETATION: In this cross-sectional study, caffeinated coffee was positively related to insulin sensitivity and decaffeinated coffee was favourably related to measures of beta cell function. These results provide pathophysiological insight as to how coffee could impact the risk of type 2 diabetes mellitus.


Subject(s)
Caffeine , Coffee , Insulin-Secreting Cells/metabolism , Adult , Aged , Blood Glucose/physiology , Cross-Sectional Studies , Female , Humans , Insulin Resistance/physiology , Male , Middle Aged , Prospective Studies , Regression Analysis , Surveys and Questionnaires
13.
Int J Obes (Lond) ; 35(9): 1173-82, 2011 Sep.
Article in English | MEDLINE | ID: mdl-21102551

ABSTRACT

OBJECTIVE: Previous studies have replicated the association of variants within FTO (fat mass- and obesity-associated) intron 1 with obesity and adiposity quantitative traits in populations of European ancestry. Non-European populations, however, have not been so intensively studied. The goal of this investigation was to examine the association of FTO single-nucleotide polymorphisms (SNPs), prominent in the literature in a multiethnic sample of non-Hispanic White American (n=458), Hispanic American (n=373) and African American (n=288) subjects from the Insulin Resistance Atherosclerosis Study (IRAS). This cohort provides the unique ability to evaluate how variation within FTO influences measures of adiposity and glucose homeostasis in three different ethnicities, which were ascertained and examined using a common protocol. DESIGN: A total of 26 FTO SNPs were genotyped, including those consistently associated in the literature (rs9939609, rs8050136, rs1121980, rs1421085, rs17817449 and rs3751812), and tested for association with adiposity and glucose homeostasis traits. RESULTS: For the adiposity phenotypes, these and other SNPs were associated with body mass index (BMI) in both non-Hispanic Whites (P-values ranging from 0.015 to 0.048) and Hispanic Americans (P-values ranging from 7.1 × 10(-6) to 0.027). In Hispanic Americans, four other SNPs (rs8047395, rs10852521, rs8057044 and rs8044769) still showed evidence of association after multiple comparisons adjustment (P-values ranging from 5.0 × 10(-5) to 5.2 × 10(-4)). The historically associated BMI SNPs were not associated in the African Americans, but rs1108102 was associated with BMI (P-value of 5.4 × 10(-4)) after accounting for multiple comparisons. For glucose homeostasis traits, associations were seen with acute insulin response in non-Hispanic Whites and African Americans. However, all associations with glucose homeostasis measures were no longer significant after adjusting for multiple comparisons. CONCLUSION: These results replicate the association of FTO intron 1 variants with BMI in non-Hispanic Whites and Hispanic Americans but show little evidence of association in African Americans, suggesting that the effect of FTO variants on adiposity phenotypes shows genetic heterogeneity dependent on ethnicity.


Subject(s)
Adiposity/genetics , Atherosclerosis/genetics , Blood Glucose/metabolism , Insulin Resistance/genetics , Obesity/genetics , Adiposity/ethnology , Adult , Black or African American/genetics , Aged , Atherosclerosis/ethnology , Body Mass Index , Female , Genetic Predisposition to Disease , Genotype , Hispanic or Latino/ethnology , Hispanic or Latino/genetics , Homeostasis , Humans , Insulin Resistance/ethnology , Male , Middle Aged , Obesity/blood , Obesity/ethnology , Polymorphism, Single Nucleotide , White People/genetics
14.
Diabetologia ; 53(5): 866-74, 2010 May.
Article in English | MEDLINE | ID: mdl-20143044

ABSTRACT

AIMS/HYPOTHESIS: Elevated fasting NEFAs are thought to promote type 2 diabetes. Three prospective studies support this concept, showing increased diabetes risk associated with fasting NEFA. However, these prospective associations may be confounded by strong cross-sectional correlations between fasting NEFA and metabolic predictors of diabetes. To examine this assumption, we used cohort data from the Insulin Resistance Atherosclerosis Study (IRAS). METHODS: Within the IRAS cohort (n = 902, 145 incident cases), we examined nine metabolic variables for their confounding effect on the fasting NEFA-diabetes association: 2 h glucose; fasting plasma glucose; body mass index; waist circumference; waist-to-hip ratio; weight; insulin sensitivity (S (I)); fasting insulin; and acute insulin response. We compared odds ratios for fasting NEFA (log( e ) transformed and adjusted for age, sex, ethnicity and clinic) before and after inclusion of each metabolic variable into a logistic regression model. RESULTS: Three variables (2 h glucose, BMI and S (I)) cross-sectionally correlated with fasting NEFA (r > or = 0.1, p < 0.05). Unadjusted for metabolic predictors, fasting NEFA levels were positively associated with diabetes risk: OR 1.37 (95% CI 0.87-2.15) per unit on a log scale. All metabolic variables except AIR showed confounding. Inclusion of 2 h glucose reversed the positive association (OR 0.50 [95% CI 0.30-0.82]), whereas other predictors reduced the association to the null. The final model included the variables correlated with baseline fasting NEFA (2 h glucose, BMI and S (I)) and the demographic variables resulting in OR 0.47 (95% CI 0.27-0.81). CONCLUSIONS/INTERPRETATION: Our results indicate that 2 h glucose strongly confounds the prospective association between fasting NEFA and diabetes; carefully adjusted fasting NEFA levels are inversely associated with diabetes risk.


Subject(s)
Blood Glucose , Diabetes Mellitus, Type 2/blood , Fasting/blood , Fatty Acids, Nonesterified/blood , Body Mass Index , Body Weight/physiology , Cohort Studies , Glucose Tolerance Test , Humans , Insulin/blood , Insulin Resistance/physiology , Models, Biological , Odds Ratio , Regression Analysis , Risk Assessment/methods , Waist Circumference/physiology , Waist-Hip Ratio
15.
Diabetologia ; 52(10): 2079-86, 2009 Oct.
Article in English | MEDLINE | ID: mdl-19641896

ABSTRACT

AIMS/HYPOTHESIS: Central obesity, insulin resistance and beta cell dysfunction are independent risk factors for incident type 2 diabetes, although few studies have used detailed measures of these disorders. Our objective was to study the association of directly measured visceral and subcutaneous adipose tissue (VAT, SAT), insulin sensitivity (S (I)) and the acute insulin response (AIR) with incident type 2 diabetes. METHODS: Participants were 1,230 Hispanic-Americans and African-Americans in the Insulin Resistance Atherosclerosis Study (IRAS) Family Study who were free of type 2 diabetes at baseline (2000-2002). S (I) and AIR were determined from frequently sampled IVGTTs with minimal model analysis. VAT and SAT were determined by computed tomography. Impaired fasting glucose and type 2 diabetes were defined according to American Diabetes Association criteria. RESULTS: Incident type 2 diabetes was diagnosed in 90 participants after 5 years. After adjustment for age, sex, ethnicity, centre, impaired fasting glucose, triacylglycerol, HDL-cholesterol and systolic BP, both S(I) and AIR were inversely associated with type 2 diabetes (S (I), OR 0.53, 95% CI 0.39-0.73; AIR, OR 0.22, 95% CI 0.14-0.34 per SD; both p < 0.001), while both VAT and SAT were positively associated with type 2 diabetes (VAT, OR 1.68, 95% CI 1.22-2.33; SAT, OR 1.49, 95% CI 1.13-1.99; both p < 0.01). In a model including all four factors, S (I) and AIR (S (I), OR 0.55, 95% CI 0.37-0.80; AIR, OR 0.21, 95% CI 0.13-0.33; both p < 0.01) were significant predictors of type 2 diabetes, although associations with VAT and SAT were no longer significant. A significant sex x VAT interaction indicated a stronger association of VAT with type 2 diabetes in women than in men. CONCLUSIONS/INTERPRETATION: Insulin resistance, beta cell dysfunction and VAT predicted incident type 2 diabetes, with evidence of a stronger association of VAT with type 2 diabetes among women.


Subject(s)
Adiposity/physiology , Diabetes Mellitus, Type 2/epidemiology , Insulin Resistance/physiology , Insulin-Secreting Cells/pathology , Intra-Abdominal Fat/pathology , Adult , Black or African American , Diabetes Mellitus, Type 2/ethnology , Diabetes Mellitus, Type 2/etiology , Female , Hispanic or Latino , Humans , Insulin/metabolism , Insulin/physiology , Insulin-Secreting Cells/metabolism , Male , Middle Aged , Sex Factors
16.
Diabetologia ; 52(7): 1326-33, 2009 Jul.
Article in English | MEDLINE | ID: mdl-19430760

ABSTRACT

AIMS/HYPOTHESIS: This study sought to identify genes and regions in the human genome that are associated with the acute insulin response to glucose (AIRg), an important predictor of type 2 diabetes, in Hispanic-American participants from the Insulin Resistance Atherosclerosis Family Study (IRAS FS). METHODS: A two-stage genome-wide association scan (GWAS) was performed in IRAS FS Hispanic-American samples. In the first stage, 317K single nucleotide polymorphisms (SNPs) were assessed in 229 Hispanic-American DNA samples from 34 families from San Antonio, TX, USA. SNPs with the most significant associations with AIRg were genotyped in the entire set of IRAS FS Hispanic-American samples (n = 1,190). In chromosomal regions with evidence of association, additional SNPs were genotyped to capture variation in genes. RESULTS: No individual SNP achieved genome-wide levels of significance (p < 5 x 10(-7)); however, two regions (chromosomes 6p21 and 20p11) had multiple highly ranked SNPs that were associated with AIRg. Additional genotyping in these regions supported the initial evidence of variants contributing to variation in AIRg. One region resides in a gene desert between PXT1 and KCTD20 on 6p21, while the region on 20p11 has several viable candidate genes (ENTPD6, PYGB, GINS1 and RP4-691N24.1). CONCLUSIONS/INTERPRETATION: A GWAS in Hispanic-American samples identified several candidate genes and loci that may be associated with AIRg. These associations explain a small component of variation in AIRg. The genes identified are involved in phosphorylation and ion transport, and provide preliminary evidence that these processes are important in beta cell response.


Subject(s)
Atherosclerosis , Genome-Wide Association Study , Hispanic or Latino/genetics , Insulin Resistance/ethnology , Insulin Resistance/genetics , Adult , Atherosclerosis/ethnology , Atherosclerosis/genetics , Atherosclerosis/metabolism , Blood Glucose/metabolism , Female , Genetic Predisposition to Disease/ethnology , Genotype , Humans , Insulin/blood , Insulin-Secreting Cells/physiology , Male , Middle Aged , Polymorphism, Single Nucleotide , Risk Factors , Texas/epidemiology
17.
Ann Hum Genet ; 72(Pt 5): 598-610, 2008 Sep.
Article in English | MEDLINE | ID: mdl-18460048

ABSTRACT

A genome-wide linkage scan of 357 European American (EA) and 72 African American (AA) pedigrees multiplex for type 2 diabetes mellitus (T2DM) was performed with multipoint nonparametric QTL linkage analysis. Four subclinical measures of cardiovascular disease (CVD): coronary artery (CCP), carotid artery (CarCP), and abdominal aortic calcified plaque (AACP) and carotid artery intima-media thickness (IMT) were mapped. Analyses were adjusted for age, gender, body mass index, and (if appropriate) ethnicity and diabetes status. Evidence for linkage was observed in EA T2DM subjects to CarCP near 16p13 (LOD=4.39 at 8.4 cM; P = 0.00001). When all EA subjects were included, the LOD score was 2.52, suggesting an amplification of the linkage by diabetes. Linkage analysis of a principal components measure of vascular calcium (LOD = 3.85 at 9.3 cM on 16p in EA T2DM subjects) and bivariate analysis of CarCP X IMT (LOD = 3.77 at 9.3 cM on 16p in EA T2DM subjects) were consistent with this linkage. In addition, evidence for linkage was observed with CCP near D15S1515 (LOD = 2.34) in EAs. Additional loci on chromosomes 1, 2, 7, 10, 13, and 21 had LODs > 2.0. The identification of trait-determining polymorphisms underlying these linkages will help delineate risk factors for CVD in T2DM and the general population.


Subject(s)
Cardiovascular Diseases/genetics , Diabetes Mellitus, Type 2/genetics , Black or African American/genetics , Cardiovascular Diseases/complications , Cardiovascular Diseases/diagnostic imaging , Cardiovascular Diseases/epidemiology , Coronary Artery Disease/complications , Coronary Artery Disease/diagnostic imaging , Coronary Artery Disease/epidemiology , Coronary Artery Disease/genetics , DNA/genetics , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/epidemiology , Female , Genotype , Humans , Lod Score , Male , Molecular Epidemiology , North Carolina/epidemiology , Pedigree , Quantitative Trait Loci , Tomography, X-Ray Computed , White People/genetics
18.
Diabet Med ; 25(3): 268-76, 2008 Mar.
Article in English | MEDLINE | ID: mdl-18307454

ABSTRACT

AIMS/HYPOTHESIS: Glomerular filtration rate (GFR), end-stage renal disease and albuminuria are highly heritable. We performed a genome-wide linkage scan in 416 Diabetes Heart Study (DHS) families to detect loci that contributed to renal function and albuminuria. MATERIALS AND METHODS: A total of 1067 individuals (900 with Type 2 diabetes mellitus) from 348 European American and 68 African American DHS families had measures of urine albumin : creatinine ratio (ACR), serum creatinine concentration and Modification of Diet in Renal Disease estimated GFR (eGFR). Variance components quantitative trait linkage analysis (using SOLAR) was computed. RESULTS: Participants had mean +/- sd age 61.4 +/- 9.4 years; diabetes duration 10.5 +/- 7.4 years; eGFR 1.15 +/- 0.32 ml/sec; and urine ACR 15.8 +/- 67.2 mmol/l (median 1.4). In all families, significant evidence for linkage of GFR was observed on chromosome 2p16 (log of the odds; LOD = 4.31 at 72.0 cM, ATA47C04P/D2S1352) and 1p36 (LOD = 3.81 at 45.0 cM, D1S3669/D1S3720), with suggestive evidence on 7q21 (LOD = 2.42 at 99.0 cM, D7S820/D7S821) and 13q13 (LOD = 2.28 at 28.0 cM, D13S1493/D13S894). The evidence for linkage to ACR was far weaker, on 13q21-q22 (LOD = 1.84 at 50 cM, D13S1807/D13S800), 3p24-p23 (LOD = 1.81 at 58 cM, D3S3038/D3S2432) and 10p11 (LOD = 1.78 at 71.0 cM, D10S1208/D10S1221). CONCLUSIONS/INTERPRETATIONS: The eGFR linkage peaks on 2p16, 7q21 and 13q13 closely overlap with nephropathy peaks identified in family studies enriched for severe kidney disease. These diabetes-enriched families provide an opportunity to map genes regulating renal function, potentially leading to the identification of genes producing nephropathy susceptibility in subjects with Type 2 diabetes.


Subject(s)
Albuminuria/genetics , Diabetes Mellitus, Type 2/genetics , Diabetic Nephropathies/genetics , Genetic Linkage/genetics , Genome, Human/genetics , Aged , Female , Genetic Predisposition to Disease , Glomerular Filtration Rate , Humans , Male , Middle Aged
19.
Diabet Med ; 23(7): 763-7, 2006 Jul.
Article in English | MEDLINE | ID: mdl-16842481

ABSTRACT

AIMS: Increased levels of inflammatory biomarkers, especially C-reactive protein (CRP), are associated with increased risk for cardiovascular disease (CVD) events, such as myocardial infarction, stroke, peripheral vascular disease, and sudden cardiac death. Medical interventions that increase CRP levels, such as hormone replacement therapy (HRT) in post-menopausal women, are under increasing scrutiny. The effect of HRT on CRP levels in women with Type 2 diabetes (T2DM) is not well documented, and conflicting conclusions have been reported. The aim of this study was to determine the influence of HRT on women with diabetes in a large cross-sectional study. METHODS: Three hundred and twenty-seven post-menopausal women with T2DM from the Diabetes Heart Study participated. Current use of HRT was determined and serum CRP levels were measured using a high-sensitivity ELISA kit. Generalized estimating equation methods were used to assess the relationship of multiple clinical and lifestyle (e.g. smoking) measures on CRP levels including differences between women taking HRT (HRT+) and not taking HRT (HRT-). RESULTS: Overall serum CRP levels were strongly associated with body mass index (P < 0.0001) and age (P < 0.0001). Of the women, 243 were not using HRT and 84 were using HRT. HRT+ and HRT- women did not differ significantly in measures of clinical traits, with the exception of higher mean low-density lipoprotein cholesterol in HRT- women (P = 0.004). In all models tested, HRT+ women had significantly higher circulating CRP levels, with P-values ranging from 0.0045 to 0.010. CONCLUSIONS: In this study of serum CRP concentration as a function of HRT in women with Type 2 diabetes, there was consistent evidence for increased circulating CRP levels in women receiving oestrogen-containing HRT. Whether HRT-induced increases in CRP can account for the adverse cardiovascular effects of HRT remains to be established; however, based on these data, there is little reason to believe that diabetic women would be spared from such an effect.


Subject(s)
C-Reactive Protein/metabolism , Estrogen Replacement Therapy/adverse effects , Body Mass Index , Cholesterol, LDL/blood , Cross-Sectional Studies , Diabetes Mellitus, Type 2/blood , Female , Humans , Middle Aged , Postmenopause/drug effects
20.
Int J Obes (Lond) ; 30(9): 1433-41, 2006 Sep.
Article in English | MEDLINE | ID: mdl-16520807

ABSTRACT

OBJECTIVE: Obesity is widely accepted to be influenced by both environmental and genetic factors. Several recent studies have used the positional cloning approach in an attempt to discover genes contributing to obesity. In the IRAS Family Study a genomewide scan was performed on 1425 individuals of Hispanic descent (90 extended pedigree families) to identify regions of the genome linked to obesity phenotypes. METHODS: Nonparametric QTL linkage analysis was performed using a variance components approach. The genome scan was performed in two phases: an initial genome scan in 45 families and a replication scan in 45 families. Fine mapping and candidate gene analyses were also performed. General estimating equations (GEE1) and quantitative pedigree disequilibrium tests (QPDT) were used for association analysis of single SNP and haplotype data. RESULTS: Evidence for linkage to obesity traits was observed in each scan on the long arm of chromosome 17. When data from both scans was combined, a region on chromosome 17q was identified with evidence of linkage to visceral adipose tissue (VAT; LOD 3.11), waist circumference (WAIST) (LOD 2.5) and body mass index (BMI) (LOD 2.81). Nine additional microsatellite markers were identified and genotyped on all Hispanic individuals, with a mean marker density of approximately 1 marker/3 cM. Evidence of linkage remained significant with LOD 3.05 for VAT, LOD 2.44 for BMI and LOD 1.92 for WAIST. Fine mapping analyses suggest the possibility of two different obesity loci. In addition, the LOD - 1 interval of the major VAT peak decreased from 83-108 to 95-111 cM. Three positional candidate genes under the peak: somatostatin receptor 2 (SSTR2), galanin receptor 2 (GALR2), and growth hormone bound protein receptor 2 (GRB2) were chosen for detailed evaluation. Multiple polymorphisms within each candidate were genotyped and tested for association with the obesity phenotypes. Little evidence of association was detected between polymorphisms and obesity traits. CONCLUSION: In conclusion, replication of linkage and fine mapping suggest that a region on chromosome 17q contains a gene (or genes) that contributes to the genetic etiology of obesity with the strongest evidence for linkage to VAT. Candidate genes in the region do not appear to account for the evidence of linkage. Additional studies are necessary to identify the obesity-related polymorphisms.


Subject(s)
Chromosomes, Human, Pair 17/genetics , Hispanic or Latino/genetics , Obesity/genetics , Adult , Chromosome Mapping/methods , Cohort Studies , Female , Humans , Male , Microsatellite Repeats , Phenotype , Polymorphism, Single Nucleotide , Rural Health , Urban Health
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