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Impact of A1C screening criterion on the diagnosis of pre-diabetes among U.S. adults

Mann, Devin M; Carson, April P; Shimbo, Daichi; Fonseca, Vivian; Fox, Caroline S; Muntner, Paul
OBJECTIVE: New clinical practice recommendations include A1C as an alternative to fasting glucose as a diagnostic test for identifying pre-diabetes. The impact of these new recommendations on the diagnosis of pre-diabetes is unknown. RESEARCH DESIGN AND METHODS: Data from the National Health and Nutrition Examination Survey 1999-2006 (n = 7,029) were analyzed to determine the percentage and number of U.S. adults without diabetes classified as having pre-diabetes by the elevated A1C (5.7-6.4%) and by the impaired fasting glucose (IFG) (fasting glucose 100-125 mg/dl) criterion separately. Test characteristics (sensitivity, specificity, and positive and negative predictive values) using IFG as the reference standard were calculated. RESULTS: The prevalence of pre-diabetes among U.S. adults was 12.6% by the A1C criterion and 28.2% by the fasting glucose criterion. Only 7.7% of U.S. adults, reflecting 61 and 27% of those with pre-diabetes by A1C and fasting glucose, respectively, had pre-diabetes according to both definitions. A1C used alone would reclassify 37.6 million Americans with IFG to not having pre-diabetes and 8.9 million without IFG to having pre-diabetes (46.5 million reclassified). Using IFG as the reference standard, pre-diabetes by the A1C criterion has 27% sensitivity, 93% specificity, 61% positive predictive value, and 77% negative predictive value. CONCLUSIONS: Using A1C as the pre-diabetes criterion would reclassify the pre-diabetes diagnosis of nearly 50 million Americans. It is imperative that clinicians and health systems understand the differences and similarities in using A1C or IFG in diagnosis of pre-diabetes.
PMCID:2945159
PMID: 20628087
ISSN: 1935-5548
CID: 2173562

Predictors of nonadherence to statins: a systematic review and meta-analysis

Mann, Devin M; Woodward, Mark; Muntner, Paul; Falzon, Louise; Kronish, Ian
BACKGROUND: Nonadherence to statins limits the benefits of this common drug class. Individual studies assessing predictors of nonadherence have produced inconsistent results. OBJECTIVE: To identify reliable predictors of nonadherence to statins through systematic review and meta-analysis. METHODS: Multiple databases, including MEDLINE, EMBASE, and PsycINFO, were searched (from inception through February 2009) to identify studies that evaluated predictors of nonadherence to statins. Studies were selected using a priori defined criteria, and each study was reviewed by 2 authors who abstracted data on study characteristics and outcomes. Relative risks were then pooled, using an inverse-variance weighted random-effects model. RESULTS: Twenty-two cohort studies met inclusion criteria. Age had a U-shaped association with adherence; the oldest (>/=70 years) and youngest (<50 years) subjects had lower adherence than the middle-aged (50-69 years) subjects. Women and patients with lower incomes were more likely to be nonadherent than were men (odds of nonadherence 1.07; 95% CI 1.04 to 1.11) and those with higher incomes (odds of nonadherence 1.18; 95% CI 1.10 to 1.28), respectively. A history of cardiovascular disease predicted better adherence to statins (odds of nonadherence 0.68; 95% CI 0.66 to 0.78). Similarly, a diagnosis of hypertension or diabetes was associated with better adherence. Although there were too few studies for quantitative pooling, increased testing of lipid levels and lower out-of-pocket costs appeared to be associated with better adherence. There was substantial (I(2) range 68.7-96.3%) heterogeneity between studies across factors. CONCLUSIONS: Several sociodemographic, medical, and health-care utilization characteristics are associated with statin nonadherence. These factors may be useful guides for targeting statin adherence interventions.
PMCID:3641194
PMID: 20702755
ISSN: 1542-6270
CID: 2173552

The Statin Choice decision aid in primary care: a randomized trial

Mann, Devin M; Ponieman, Diego; Montori, Victor M; Arciniega, Jacqueline; McGinn, Thomas
OBJECTIVE: To assess the impact of a decision aid on perceived risk of heart attacks and medication adherence among urban primary care patients with diabetes. METHODS: We randomly allocated 150 patients with diabetes to participate in a usual primary care visit either with or without the Statin Choice tool. Participants completed a questionnaire at baseline and telephone follow-up at 3 and 6 months. RESULTS: Intervention patients were more likely to accurately perceive their underlying risk for a heart attack without taking a statin (OR: 1.9, CI: 1.0-3.8) and with taking a statin (OR: 1.4, CI: 0.7-2.8); a decline in risk overestimation among patients receiving the decision aid accounts for this finding. There was no difference in statin adherence at 3 or 6 months. CONCLUSION: A decision aid about using statins to reduce coronary risk among patients with diabetes improved risk communication, beliefs, and decisional conflict, but did not improve adherence to statins. PRACTICE IMPLICATIONS: Decision aid enhanced communication about the risks and benefits of statins improved patient risk perceptions but did not alter adherence among patients with diabetes.
PMID: 19959322
ISSN: 1873-5134
CID: 2173602

Preventing diabetes complications: are we too glucocentric? [Comment]

Mann, D M; Woodward, M; Muntner, P
PMID: 20642704
ISSN: 1742-1241
CID: 2349692

Comparison of the Framingham Heart Study hypertension model with blood pressure alone in the prediction of risk of hypertension: the Multi-Ethnic Study of Atherosclerosis

Muntner, Paul; Woodward, Mark; Mann, Devin M; Shimbo, Daichi; Michos, Erin D; Blumenthal, Roger S; Carson, April P; Chen, Haiying; Arnett, Donna K
A prediction model, developed in the Framingham Heart Study (FHS), has been proposed for use in estimating a given individual's risk of hypertension. We compared this model with systolic blood pressure (SBP) alone and age-specific diastolic blood pressure categories for the prediction of hypertension. Participants in the Multi-Ethnic Study of Atherosclerosis, without hypertension or diabetes mellitus (n=3013), were followed for the incidence of hypertension (SBP > or =140 mm Hg and/or diastolic blood pressure > or =90 mm Hg and/or the initiation of antihypertensive medication). The predicted probability of developing hypertension among 4 adjacent study examinations, with a median of 1.6 years between examinations, was determined. The mean (SD) age of participants was 58.5 (9.7) years, and 53% were women. During follow-up, 849 incident cases of hypertension occurred. The c statistic for the FHS model was 0.788 (95% CI: 0.773 to 0.804) compared with 0.768 (95% CI: 0.751 to 0.785; P=0.096 compared with the FHS model) for SBP alone and 0.699 (95% CI: 0.681 to 0.717; P<0.001 compared with the FHS model) for age-specific diastolic blood pressure categories. The relative integrated discrimination improvement index for the FHS model versus SBP alone was 10.0% (95% CI: -1.7% to 22.7%) and versus age-specific diastolic blood pressure categories was 146.0% (95% CI: 116.0% to 181.0%). Using the FHS model, there were significant differences between observed and predicted hypertension risks (Hosmer-Lemeshow goodness of fit: P<0.001); recalibrated and best-fit models produced a better model fit (P=0.064 and 0.245, respectively). In this multiethnic cohort of US adults, the FHS model was not substantially better than SBP alone for predicting hypertension.
PMCID:3023992
PMID: 20439822
ISSN: 1524-4563
CID: 2173572

Comparative validity of 3 diabetes mellitus risk prediction scoring models in a multiethnic US cohort: the Multi-Ethnic Study of Atherosclerosis

Mann, Devin M; Bertoni, Alain G; Shimbo, Daichi; Carnethon, Mercedes R; Chen, Haiying; Jenny, Nancy Swords; Muntner, Paul
Several models for estimating risk of incident diabetes in US adults are available. The authors aimed to determine the discriminative ability and calibration of published diabetes risk prediction models in a contemporary multiethnic cohort. Participants in the Multi-Ethnic Study of Atherosclerosis without diabetes at baseline (2000-2002; n = 5,329) were followed for a median of 4.75 years. The predicted risk of diabetes was calculated using published models from the Framingham Offspring Study, the Atherosclerosis Risk in Communities (ARIC) Study, and the San Antonio Heart Study. The mean age of participants was 61.6 years (standard deviation, 10.2); 29.3% were obese, 53.1% had hypertension, 34.9% had a family history of diabetes, 27.5% had high triglyceride levels, 33.8% had low high density lipoprotein cholesterol levels, and 15.3% had impaired fasting glucose. There were 446 incident cases of diabetes (fasting glucose level >or=126 mg/dL or initiation of antidiabetes medication use) diagnosed during follow-up. C statistics were 0.78, 0.84, and 0.83 for the Framingham, ARIC, and San Antonio risk prediction models, respectively. There were significant differences between observed and predicted diabetes risks (Hosmer-Lemeshow goodness-of-fit chi-squared test for each model: P < 0.001). The recalibrated and best-fit models achieved sufficient goodness of fit (each P > 0.10). The Framingham, ARIC, and San Antonio models maintained high discriminative ability but required recalibration in a modern, multiethnic US cohort.
PMCID:2877477
PMID: 20375194
ISSN: 1476-6256
CID: 2173582

Endothelial dysfunction and the risk of hypertension: the multi-ethnic study of atherosclerosis

Shimbo, Daichi; Muntner, Paul; Mann, Devin; Viera, Anthony J; Homma, Shunichi; Polak, Joseph F; Barr, R Graham; Herrington, David; Shea, Steven
Hypertension is associated with impaired endothelial function in cross-sectional studies. However, few longitudinal data exist on whether endothelial dysfunction precedes the development of hypertension. We examined the cross-sectional and longitudinal relationships between endothelial-dependent brachial artery flow-mediated dilation (FMD) and hypertension prevalence and incidence in 3500 participants from the Multi-Ethnic Study of Atherosclerosis, an ethnically diverse, community-based cohort study. At baseline, the prevalence ratios (95% CI) of hypertension from the highest to the lowest quartile of FMD were 1.00 (referent), 1.26 (1.12 to 1.40), 1.35 (1.21 to 1.52), and 1.68 (1.50 to 1.87; linear trend P<0.001). This association remained (P=0.017) after adjustment for demographics (age, sex, and ethnicity), Multi-Ethnic Study of Atherosclerosis site, and other risk factors. Of the 1869 participants without hypertension at baseline, 584 (31.3%) developed hypertension over a median follow-up of 4.8 years. The unadjusted relative risks (95% CI) of incident hypertension from the highest to the lowest quartile of FMD were 1.00 (referent), 1.38 (1.14 to 1.67), 1.44 (1.19 to 1.74), and 1.64 (1.36 to 1.97; linear trend P<0.001). However, after adjustment for demographics and Multi-Ethnic Study of Atherosclerosis site, the relationship between FMD and incident hypertension was attenuated and not statistically significant: 1.00 (referent), 1.26 (1.04 to 1.52), 1.19 (0.98 to 1.44), and 1.18 (0.97 to 1.44). The longitudinal results also did not appreciably change after adjustment for additional risk factors and baseline blood pressure levels. In this sample, reduced FMD was not an independent predictor of hypertension incidence, suggesting that impaired endothelial function does not play a major role in the development of hypertension.
PMCID:2896877
PMID: 20308612
ISSN: 1524-4563
CID: 2173592

Combined role of reduced estimated glomerular filtration rate and microalbuminuria on the prevalence of peripheral arterial disease

Baber, Usman; Mann, Devin; Shimbo, Daichi; Woodward, Mark; Olin, Jeffrey W; Muntner, Paul
Chronic kidney disease (CKD), defined by either microalbuminuria (MA) or a reduced estimated glomerular filtration rate (eGFR), is associated with an increased risk of peripheral arterial disease (PAD). The presence of both abnormalities might identify a subgroup of adults at particularly high risk of PAD. Accordingly, we sought to evaluate the combined effect of a reduced eGFR and MA on the prevalence of PAD among United States adults. United States adults >or=40 years old (n = 6,951) participating in the 1999 to 2004 National Health and Nutrition Examination Survey were cross-classified into 4 groups according to the presence or absence of MA (urinary albumin/creatinine ratio >or=30 mg/g) and reduced eGFR (<60 mL/min/1.73 m(2)). PAD was defined as an ankle-brachial index of <0.9. The prevalence of PAD among adults without MA or a reduced eGFR was 3.6% compared to 9.7%, 14.8%, and 25.4% among adults with MA alone, reduced eGFR alone, and both reduced eGFR and MA, respectively. After multivariate adjustment, the odds ratio for prevalent PAD associated with MA alone, reduced eGFR alone, and both reduced eGFR and MA compared to those without MA or reduced eGFR was 1.72 (95% confidence interval 1.16 to 2.55), 1.58 (95% confidence interval 1.09 to 2.29), and 2.26 (95% confidence interval 1.30 to 3.94), respectively. In conclusion, the coexistence of MA and reduced eGFR was associated with a high prevalence of PAD and might be useful in identifying patients with vascular disease.
PMID: 19892066
ISSN: 1879-1913
CID: 2173612

Trends in medication use among US adults with diabetes mellitus: glycemic control at the expense of controlling cardiovascular risk factors [Letter]

Mann, Devin M; Woodward, Mark; Ye, Fen; Krousel-Wood, Marie; Muntner, Paul
PMID: 19822830
ISSN: 1538-3679
CID: 2173632

Assessing the validity of self-reported medication adherence among inner-city asthmatic adults: the Medication Adherence Report Scale for Asthma

Cohen, Jessica L; Mann, Devin M; Wisnivesky, Juan P; Home, Robert; Leventhal, Howard; Musumeci-Szabo, Tamara J; Halm, Ethan A
BACKGROUND: A validated tool to assess adherence with inhaled corticosteroids (ICS) could help physicians and researchers determine whether poor asthma control is due to poor adherence or severe intrinsic asthma. OBJECTIVE: To assess the performance of the Medication Adherence Report Scale for Asthma (MARS-A), a 10-item, self-reported measure of adherence with ICS. METHODS: We interviewed 318 asthmatic adults receiving care at 2 inner-city clinics. Self-reported adherence with ICS was measured by MARS-A at baseline and 1 and 3 months. ICS adherence was measured electronically in 53 patients. Electronic adherence was the percentage of days patients used ICS. Patients with a mean MARS-A score of 4.5 or higher or with electronic adherence of more than 70% were defined as good adherers. We assessed internal validity (Cronbach alpha, test-retest correlations), criterion validity (associations between self-reported adherence and electronic adherence), and construct validity (correlating self-reported adherence with ICS beliefs). RESULTS: The mean patient age was 47 years; 40% of patients were Hispanic, 40% were black, and 18% were white; 53% had prior asthma hospitalizations; and 70% had prior oral steroid use. Electronic substudy patients were similar to the rest of the cohort in age, sex, race, and asthma severity. MARS-A had good interitem correlation in English and Spanish (Cronbach alpha = 0.85 and 0.86, respectively) and good test-retest reliability (r = 0.65, P < .001). According to electronic measurements, patients used ICS 52% of days. Continuous MARS-A scores correlated with continuous electronic adherence (r = 0.42, P<.001), and dichotomized high self-reported adherence predicted high electronic adherence (odds ratio, 10.6; 95% confidence interval, 2.5-44.5; P < .001). Construct validity was good, with self-reported adherence higher in those saying daily ICS use was important and ICS were controller medications (P = .04). CONCLUSIONS: MARS-A demonstrated good psychometric performance as a self-reported measure of adherence with ICS among English- and Spanish-speaking, low-income, minority patients with asthma.
PMID: 19852197
ISSN: 1081-1206
CID: 2173622