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1.
Diabet Med ; 37(11): 1935-1943, 2020 11.
Article in English | MEDLINE | ID: mdl-32449198

ABSTRACT

AIM: To evaluate the U.S. population-level impact of two alternatives for initial type 2 diabetes screening [opportunistic random plasma glucose (RPG) > 6.7 mmol/l and a 1-h 50-g glucose challenge test (GCT) > 8.9 mmol/l] compared with American Diabetes Association (ADA)-recommended tests. METHODS: Using a sample (n = 1471) from the National Health and Nutrition Examination Survey (NHANES) 2013-2014 that represented 145 million U.S. adults at high risk for developing type 2 diabetes, we simulated a two-test screening process. We compared ADA-recommended screening tests [fasting plasma glucose (FPG), 2-h 75-g oral glucose tolerance test (OGTT), HbA1c ] vs. initial screening with opportunistic RPG or GCT (followed by FPG, OGTT or HbA1c ). After simulation, participants were entered into an individual-level Monte Carlo-based Markov lifetime outcomes model. Primary outcomes were representative number of U.S. adults correctly identified with type 2 diabetes, societal lifetime costs and quality-adjusted life years (QALYs). RESULTS: In NHANES 2013-2014, 100 individuals had undiagnosed diabetes [weighted estimate: 8.4 million, standard error (se): 1.1 million]. Among ADA-recommended screening tests, FPG followed by OGTT (FPG-OGTT) was most sensitive, identifying 35 individuals with undiagnosed diabetes (weighted estimate: 3.2 million, se: 0.9 million). Four alternative screening strategies performed superior to FPG-OGTT, with RPG followed by OGTT being the most sensitive overall, identifying 72 individuals with undiagnosed diabetes (weighted estimate: 6.1 million, se: 1.0 million). There was no increase in average lifetime costs and comparable QALYs. CONCLUSIONS: Initial screening using opportunistic RPG or a GCT may identify more U.S. adults with type 2 diabetes without increasing societal costs.


Subject(s)
Blood Glucose/metabolism , Diabetes Mellitus, Type 2/diagnosis , Glucose Tolerance Test , Mass Screening/methods , Undiagnosed Diseases/diagnosis , Diabetes Mellitus, Type 2/epidemiology , Diabetes Mellitus, Type 2/metabolism , Fasting , Glycated Hemoglobin/metabolism , Health Care Costs , Humans , Markov Chains , Middle Aged , Monte Carlo Method , Quality-Adjusted Life Years , Undiagnosed Diseases/epidemiology , Undiagnosed Diseases/metabolism , United States/epidemiology
2.
Diabet Med ; 37(6): 1049-1057, 2020 06.
Article in English | MEDLINE | ID: mdl-32125000

ABSTRACT

AIMS: To examine the association of HbA1c and glucose levels with incident diabetic retinopathy according to black African or white European ancestry. METHODS: In this retrospective cohort study of 202 500 US Veterans with diabetes (2000-2014), measures included HbA1c , outpatient random serum/plasma glucose, and incident retinopathy [conversion from negative to ≥2 positive evaluations (ICD-9 codes), without a subsequent negative]. RESULTS: At baseline, the study population had a mean age of 59.3 years, their mean BMI was 31.9 kg/m2 , HbA1c level was 57 mmol/mol (7.4%) and glucose level was 8.8 mmol/l, and 77% were of white European ancestry (white individuals) and 21% of black African ancestry (black individuals). HbA1c was 0.3% higher in black vs white individuals (P < 0.001), adjusting for baseline age, sex, BMI, estimated glomerular filtration rate (eGFR), haemoglobin, and average systolic blood pressure and glucose. Over 11 years, incident retinopathy occurred in 9% of black and 7% of white individuals, but black individuals had higher HbA1c , glucose, and systolic blood pressure (all P < 0.001); adjusted for these factors, incident retinopathy was reduced in black vs white individuals (P < 0.001). The population incidence of retinopathy (7%) was associated with higher mean baseline HbA1c in individuals with black vs white ancestry [63 mmol/mol (7.9%) vs 58 mmol/mol (7.5%); P < 0.001)], but with similar baseline glucose levels (9.0 vs 9.0 mmol/l; P = 0.660, all adjusted for baseline age, sex and BMI). CONCLUSIONS: Since retinopathy occurs at higher HbA1c levels in black people for a given level of average plasma glucose, strategies may be needed to individualize the interpretation of HbA1c measurements.


Subject(s)
Black or African American , Diabetes Mellitus/metabolism , Diabetic Retinopathy/ethnology , Glycated Hemoglobin/metabolism , White People , Aged , Black People , Blood Glucose , Diabetic Retinopathy/epidemiology , Diabetic Retinopathy/etiology , Diabetic Retinopathy/metabolism , Female , Humans , Incidence , Male , Middle Aged , United States/epidemiology , United States Department of Veterans Affairs
3.
Diabet Med ; 37(4): 689-696, 2020 04.
Article in English | MEDLINE | ID: mdl-31721287

ABSTRACT

AIMS: To determine whether HbA1c mismatches (HbA1c levels that are higher or lower than expected for the average glucose levels in different individuals) could lead to errors if diagnostic classification is based only on HbA1c levels. METHODS: In a cross-sectional study, 3106 participants without known diabetes underwent a 75-g oral glucose tolerance test (fasting glucose and 2-h glucose) and a 50-g glucose challenge test (1-h glucose) on separate days. They were classified by oral glucose tolerance test results as having: normal glucose metabolism; prediabetes; or diabetes. Predicted HbA1c was determined from the linear regression modelling the relationship between observed HbA1c and average glucose (mean of fasting glucose and 2-h glucose from the oral glucose tolerance test, and 1-h glucose from the glucose challenge test) within oral glucose tolerance test groups. The haemoglobin glycation index was calculated as [observed - predicted HbA1c ], and divided into low, intermediate and high haemoglobin glycation index mismatch tertiles. RESULTS: Those participants with higher mismatches were more likely to be black, to be men, to be older, and to have higher BMI (all P<0.001). Using oral glucose tolerance test criteria, the distribution of normal glucose metabolism, prediabetes and diabetes was similar across mismatch tertiles; however, using HbA1c criteria, the participants with low mismatches were classified as 97% normal glucose metabolism, 3% prediabetes and 0% diabetes, i.e. mostly normal, while those with high mismatches were classified as 13% normal glucose metabolism, 77% prediabetes and 10% diabetes, i.e. mostly abnormal (P<0.001). CONCLUSIONS: Measuring only HbA1c could lead to under-diagnosis in people with low mismatches and over-diagnosis in those with high mismatches. Additional oral glucose tolerance tests and/or fasting glucose testing to complement HbA1c in diagnostic classification should be performed in most individuals.


Subject(s)
Blood Glucose/analysis , Diabetes Mellitus, Type 2/diagnosis , Glycated Hemoglobin/analysis , Prediabetic State/diagnosis , Adolescent , Adult , Aged , Aged, 80 and over , Blood Glucose/metabolism , Cohort Studies , Cross-Sectional Studies , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/classification , Female , Georgia , Glucose Intolerance/blood , Glucose Intolerance/classification , Glucose Intolerance/diagnosis , Glucose Tolerance Test/methods , Glucose Tolerance Test/standards , Glycated Hemoglobin/metabolism , Humans , Male , Middle Aged , Prediabetic State/blood , Prediabetic State/classification , Predictive Value of Tests , Reproducibility of Results , Young Adult
4.
Diabet Med ; 36(10): 1234-1242, 2019 10.
Article in English | MEDLINE | ID: mdl-31187544

ABSTRACT

AIM: To characterize differences between black and white people in optimal HbA1c thresholds for diagnoses of diabetes and prediabetes. METHODS: Data were included from the National Health and Nutrition Examination Survey, 2005-2014. Black and white adults (age 18-70 years) who underwent an oral glucose tolerance test and had available fasting plasma glucose, 2-h plasma glucose and HbA1c measurements were eligible for inclusion. Diabetes or prediabetes status was defined by fasting plasma glucose and 2-h plasma glucose using American Diabetes Association criteria. Classification of diabetes, prediabetes and dysglycaemia by HbA1c was evaluated for a range of HbA1c thresholds, with optimal thresholds defined as those values that maximized the sum of sensitivity and specificity (Youden's index). RESULTS: In 5324 black (32.3%) and white (67.7%) individuals, Youden's index (optimal) thresholds for HbA1c were ≥42 mmol/mol (6.0%) and ≥39 mmol/mol (5.7%) for discriminating diabetes vs non-diabetes, ≥ 44 mmol/mol (6.2%) and ≥39 mmol/mol (5.7%) for discriminating diabetes vs prediabetes (excluding normoglycaemia), ≥39 mmol/mol (5.7%) and ≥37 mmol/mol (5.5%) for discriminating dysglycaemia vs normoglycaemia, and ≥39 mmol/mol (5.7%) and ≥37 mmol/mol (5.5%) for discriminating prediabetes vs normoglycaemia (excluding diabetes), in black and white people, respectively. CONCLUSIONS: Consistently higher optimal HbA1c thresholds in black people than in white people suggest a need to individualize HbA1c relative to glucose levels if HbA1c is used to diagnose diabetes and prediabetes.


Subject(s)
Diabetes Mellitus/blood , Diabetes Mellitus/ethnology , Glycated Hemoglobin/analysis , Prediabetic State/blood , Prediabetic State/ethnology , Racial Groups , Adult , Black People , Blood Glucose/analysis , Fasting , Female , Glucose Intolerance/blood , Glucose Intolerance/ethnology , Glucose Tolerance Test , Humans , Male , Nutrition Surveys , Reference Values , Sensitivity and Specificity , White People
5.
Diabet Med ; 34(5): 716-724, 2017 05.
Article in English | MEDLINE | ID: mdl-27727467

ABSTRACT

AIMS: To test the hypothesis that a 50-g oral glucose challenge test with 1-h glucose measurement would have superior performance compared with other opportunistic screening methods. METHODS: In this prospective study in a Veterans Health Administration primary care clinic, the following test performances, measured by area under receiver-operating characteristic curves, were compared: 50-g oral glucose challenge test; random glucose; and HbA1c level, using a 75-g oral glucose tolerance test as the 'gold standard'. RESULTS: The study population was comprised of 1535 people (mean age 56 years, BMI 30.3 kg/m2 , 94% men, 74% black). By oral glucose tolerance test criteria, diabetes was present in 10% and high-risk prediabetes was present in 22% of participants. The plasma glucose challenge test provided area under receiver-operating characteristic curves of 0.85 (95% CI 0.78-0.91) to detect diabetes and 0.76 (95% CI 0.72-0.80) to detect high-risk dysglycaemia (diabetes or high-risk prediabetes), while area under receiver-operating characteristic curves for the capillary glucose challenge test were 0.82 (95% CI 0.75-0.89) and 0.73 (95% CI 0.69-0.77) for diabetes and high-risk dysglycaemia, respectively. Random glucose performed less well [plasma: 0.76 (95% CI 0.69-0.82) and 0.66 (95% CI 0.62-0.71), respectively; capillary: 0.72 (95% CI 0.65-0.80) and 0.64 (95% CI 0.59-0.68), respectively], and HbA1c performed even less well [0.67 (95% CI 0.57-0.76) and 0.63 (95% CI 0.58-0.68), respectively]. The cost of identifying one case of high-risk dysglycaemia with a plasma glucose challenge test would be $42 from a Veterans Health Administration perspective, and $55 from a US Medicare perspective. CONCLUSIONS: Glucose challenge test screening, followed, if abnormal, by an oral glucose tolerance test, would be convenient and more accurate than other opportunistic tests. Use of glucose challenge test screening could improve management by permitting earlier therapy.


Subject(s)
Blood Glucose/analysis , Diabetes Mellitus, Type 2/diagnosis , Glucose/pharmacology , Mass Screening/methods , Prediabetic State/diagnosis , Adult , Aged , Blood Glucose/metabolism , Cost-Benefit Analysis , Diabetes Mellitus, Type 2/blood , Early Diagnosis , Female , Glucose Tolerance Test/economics , Glucose Tolerance Test/methods , Humans , Male , Mass Screening/economics , Middle Aged , Prediabetic State/blood , ROC Curve
6.
Diabet Med ; 31(8): 927-35, 2014 08.
Article in English | MEDLINE | ID: mdl-24698119

ABSTRACT

AIM: To determine whether using HbA1c for screening and management could be confounded by age differences, whether age effects can be explained by unrecognized diabetes and prediabetes, insulin resistance or postprandial hyperglycaemia, and whether the effects of aging have an impact on diagnostic accuracy. METHODS: We conducted a cross-sectional analysis in adults without known diabetes in the Screening for Impaired Glucose Tolerance (SIGT) study 2005-2008 (n=1573) and the National Health and Nutrition Examination Survey (NHANES) 2005-2006 (n=1184). RESULTS: Both glucose intolerance and HbA(1c) levels increased with age. In univariate analyses including all subjects, HbA(1c) levels increased by 0.93 mmol/mol (0.085%) per 10 years of age in the SIGT study and by 1.03 mmol/mol (0.094%) per 10 years in the NHANES; in both datasets, the HbA(1c) increase was 0.87 mmol/mol (0.08%) per 10 years in subjects without diabetes, and 0.76 mmol/mol (0.07%) per 10 years in subjects with normal glucose tolerance, all P<0.001. In multivariate analyses of subjects with normal glucose tolerance, the relationship between age and HbA(1c) remained significant (P<0.001) after adjustment for covariates including race, BMI, waist circumference, sagittal abdominal diameter, triglyceride/HDL ratio, and fasting and 2-h plasma glucose and other glucose levels, as assessed by an oral glucose tolerance test. In both datasets, the HbA(1c) of an 80-year-old individual with normal glucose tolerance would be 3.82 mmol/mol (0.35%) greater than that of a 30-year-old with normal glucose tolerance, a difference that is clinically significant. Moreover, the specificity of HbA(1c) -based diagnostic criteria for prediabetes decreased substantially with increasing age (P<0.0001). CONCLUSIONS: In two large datasets, using different methods to measure HbA(1c), the association of age with higher HbA(1c) levels: was consistent and similar; was both statistically and clinically significant; was unexplained by features of aging; and reduced diagnostic specificity. Age should be taken into consideration when using HbA(1c) for the diagnosis and management of diabetes and prediabetes.


Subject(s)
Aging/blood , Blood Glucose/analysis , Glycated Hemoglobin/analysis , Insulin Resistance , Up-Regulation , Adult , Aged , Aged, 80 and over , Aging/metabolism , Cross-Sectional Studies , Female , Glucose Intolerance/blood , Glucose Intolerance/diagnosis , Glucose Intolerance/epidemiology , Glucose Intolerance/metabolism , Humans , Hyperglycemia/blood , Hyperglycemia/diagnosis , Hyperglycemia/epidemiology , Hyperglycemia/metabolism , Male , Mass Screening , Middle Aged , Nutrition Surveys , Prediabetic State/blood , Prediabetic State/diagnosis , Prediabetic State/epidemiology , Prediabetic State/metabolism , Prevalence , Sensitivity and Specificity , United States/epidemiology
7.
Diabetologia ; 52(9): 1798-807, 2009 Sep.
Article in English | MEDLINE | ID: mdl-19557386

ABSTRACT

AIMS/HYPOTHESIS: Diabetes prevention and care are limited by lack of screening. We hypothesised that screening could be done with a strategy similar to that used near-universally for gestational diabetes, i.e. a 50 g oral glucose challenge test (GCT) performed at any time of day, regardless of meal status, with one 1 h sample. METHODS: At a first visit, participants had random plasma and capillary glucose measured, followed by the GCT with plasma and capillary glucose (GCTplasma and GCTcap, respectively). At a second visit, participants had HbA(1c) measured and a diagnostic 75 g OGTT. RESULTS: The 1,573 participants had mean age of 48 years, BMI 30.3 kg/m(2) and 58% were women and 58% were black. Diabetes (defined by WHO) was present in 4.6% and prediabetes (defined as impaired glucose tolerance [2 h glucose 7.8-11.1 (140-199 mg/dl) with fasting glucose

Subject(s)
Blood Glucose/analysis , Diabetes Mellitus/diagnosis , Diabetes, Gestational/diagnosis , Glycated Hemoglobin/analysis , Prediabetic State/diagnosis , Adolescent , Adult , Black People , Costs and Cost Analysis , Diabetes Mellitus/blood , Diabetes, Gestational/blood , Female , Georgia , Glucose Intolerance/blood , Glucose Intolerance/diagnosis , Glucose Tolerance Test , Humans , Male , Mass Screening/economics , Mass Screening/methods , Middle Aged , Prediabetic State/blood , Pregnancy , White People , Young Adult
8.
Diabet Med ; 25(11): 1361-5, 2008 Nov.
Article in English | MEDLINE | ID: mdl-19046230

ABSTRACT

AIMS: To understand the metabolic and temporal links in the relationship between diabetes and depression, we determined the association between depressive symptoms and unrecognized glucose intolerance. METHODS: In a cross-sectional study, 1047 subjects without known diabetes were screened for diabetes or pre-diabetes using the oral glucose tolerance test and for depressive symptoms using the Patient Health Questionnaire (PHQ). RESULTS: Mean age was 48 years, body mass index 30 kg/m(2); 63% were female, 54% black, 11% previously treated for depression and 10% currently treated; 5% had diabetes and 34% pre-diabetes. Median PHQ score was 2 (interquartile range 0-5). Depressive symptoms did not increase with worsening glucose tolerance, after adjusting for age, sex, ethnicity, body mass index, family history, exercise, education and depression treatment. CONCLUSIONS: There is no association between depressive symptoms and unrecognized glucose intolerance. However, it remains possible that diagnosed diabetes, with its attendant health concerns, management issues, and/or biological changes, may be a risk for subsequent development of depression. Thus, patients with newly diagnosed diabetes should be counselled appropriately and monitored for the development of depression.


Subject(s)
Depressive Disorder/etiology , Diabetic Angiopathies/prevention & control , Glucose Intolerance/diagnosis , Prediabetic State/diagnosis , Blood Glucose/metabolism , Body Mass Index , Cross-Sectional Studies , Depressive Disorder/psychology , Diabetic Angiopathies/psychology , Female , Glucose Intolerance/psychology , Humans , Life Style , Male , Mass Screening , Middle Aged , Prediabetic State/psychology , Risk Factors
9.
Diabet Med ; 23(11): 1174-9, 2006 Nov.
Article in English | MEDLINE | ID: mdl-17054591

ABSTRACT

AIMS: Ageing increases the likelihood of developing diabetes, with associated cardiovascular disease. In a cross-sectional study, we sought to determine whether age is associated with an increase in glucose concentrations 1 h after an oral glucose challenge (1-h OGTT), even when glucose tolerance is normal (NGT). METHODS: Among subjects in the NHANES II database, 2591 subjects with NGT and documented 1-h OGTT glucose concentrations were studied. The relationship between age and 1-h OGTT glucose concentrations was assessed in a multivariable linear regression analysis. RESULTS: In a multivariable linear regression analysis, each 10-year increase in age conferred an additional 0.20 mmol/l increase in the 1-h OGTT glucose (P < 0.0001). Moreover, an interaction between age and gender was found such that 1-h OGTT glucose concentrations rose more rapidly with increasing age in men than in women. The impact of age on 1-h OGTT glucose was independent of both fasting and 2-h OGTT glucose concentrations. CONCLUSIONS: One-hour OGTT glucose concentrations rise significantly with age even in subjects with NGT. Further investigation is warranted to explore the pathophysiological significance of such age-related impairment of glucose handling, which might increase the risk of cardiovascular disease even when patients do not meet criteria for the diagnosis of diabetes or prediabetes.


Subject(s)
Blood Glucose/metabolism , Diabetes Mellitus/blood , Glucose Intolerance/metabolism , Adolescent , Adult , Age Factors , Aged , Child , Child, Preschool , Cross-Sectional Studies , Diabetes Mellitus/diagnosis , Diabetes Mellitus/epidemiology , Female , Humans , Infant , Male , Middle Aged , Risk Factors , Time Factors
10.
Eat Weight Disord ; 3(4): 153-61, 1998 Dec.
Article in English | MEDLINE | ID: mdl-10728165

ABSTRACT

OBJECTIVE: The purposes of the present study were to estimate the proportion of subjects with a high score on the Korean version of Eating Attitudes Test--26 (KEAT-26), which may provide preliminary data regarding the prevalence rate of eating disorders in the Korean general population, and to further examine the sociocultural hypothesis of eating disorders. METHOD: Using a multi-stage questionnaire sampling method, we surveyed 3062 subjects (1249 males, 1813 females) from 3896 Korean adults in a nationwide area. RESULTS: 8.5% (260/3062) of subjects scored above the cut-off on the KEAT-26. Their demographic correlates, eating traits, and other characteristics relating to general psychopathology were similar to those of patients with eating disorders and female Caucasian controls in Western countries. DISCUSSION: These results suggest that changes in various sociocultural aspects have increased the risk of developing eating disorders in Korea, and support the sociocultural hypothesis of eating disorders.


Subject(s)
Cross-Cultural Comparison , Feeding and Eating Disorders/epidemiology , Personality Inventory/statistics & numerical data , Adult , Cross-Sectional Studies , Feeding and Eating Disorders/diagnosis , Feeding and Eating Disorders/psychology , Female , Humans , Incidence , Korea/epidemiology , Male , Middle Aged , Psychometrics , Reproducibility of Results , Risk Factors
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