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1.
J Diabetes Complications ; 34(4): 107516, 2020 04.
Article in English | MEDLINE | ID: mdl-31924527

ABSTRACT

AIMS: Diabetes-related amputations are typically preceded by a diabetic foot ulcer (DFU) but models to assess the quality of care are lacking. We investigated a model to measure inpatient and outpatient quality. METHODS: Cohort study among adults hospitalized with a DFU to a safety-net hospital during 2016. We measured adherence to DFU-related quality metrics based on guidelines during and 12 months following hospitalization. Inpatient metrics included ankle-brachial index measurement during or 6 months prior to hospitalization, receiving diabetes education and a wound offloading device prior to discharge. Outpatient metrics included wound care ≤30 days of discharge, in addition to hemoglobin A1c (HbA1c) ≤8%, tobacco cessation, and retention in care (≥2 clinic visits ≥90 days apart) 12 months following discharge. RESULTS: 323 patients were included. Regarding inpatient metrics, 8% had an ankle brachial index measurement, 37% received diabetes education, and 20% received offloading prior to discharge. Regarding outpatient metrics, 33% received wound care ≤30 days of discharge. Twelve months following discharge, 34% achieved a HbA1c ≤8%, 13% quit tobacco, and 52% were retained in care. Twelve-month amputation-free survival was 71%. CONCLUSIONS: Our model demonstrated large gaps in DFU guideline-adherent care. Implementing measures to close these gaps could prevent amputations.


Subject(s)
Comprehensive Health Care/organization & administration , Diabetic Foot/therapy , Models, Organizational , Quality of Health Care/organization & administration , Black or African American/statistics & numerical data , Aged , Amputation, Surgical/rehabilitation , Amputation, Surgical/statistics & numerical data , Cohort Studies , Comprehensive Health Care/standards , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/epidemiology , Diabetes Mellitus, Type 2/surgery , Diabetic Foot/epidemiology , Female , Georgia/epidemiology , Hospitalization/statistics & numerical data , Humans , Male , Middle Aged , Outcome Assessment, Health Care , Program Evaluation , Quality of Health Care/standards , Retrospective Studies , Risk Factors
2.
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
3.
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
4.
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
5.
Ann Intern Med ; 135(9): 825-34, 2001 Nov 06.
Article in English | MEDLINE | ID: mdl-11694107

ABSTRACT

Medicine has traditionally focused on relieving patient symptoms. However, in developed countries, maintaining good health increasingly involves management of such problems as hypertension, dyslipidemia, and diabetes, which often have no symptoms. Moreover, abnormal blood pressure, lipid, and glucose values are generally sufficient to warrant treatment without further diagnostic maneuvers. Limitations in managing such problems are often due to clinical inertia-failure of health care providers to initiate or intensify therapy when indicated. Clinical inertia is due to at least three problems: overestimation of care provided; use of "soft" reasons to avoid intensification of therapy; and lack of education, training, and practice organization aimed at achieving therapeutic goals. Strategies to overcome clinical inertia must focus on medical students, residents, and practicing physicians. Revised education programs should lead to assimilation of three concepts: the benefits of treating to therapeutic targets, the practical complexity of treating to target for different disorders, and the need to structure routine practice to facilitate effective management of disorders for which resolution of patient symptoms is not sufficient to guide care. Physicians will need to build into their practice a system of reminders and performance feedback to ensure necessary care.


Subject(s)
Clinical Competence/standards , Patient Care/standards , Chronic Disease , Clinical Protocols , Diabetes Mellitus/therapy , Education, Medical, Continuing , Guideline Adherence , Health Knowledge, Attitudes, Practice , Humans , Hyperlipidemias/therapy , Hypertension/therapy , Patient Compliance , Physicians/standards , Practice Guidelines as Topic , Practice Management, Medical/standards
6.
Arch Intern Med ; 161(13): 1653-9, 2001 Jul 09.
Article in English | MEDLINE | ID: mdl-11434798

ABSTRACT

BACKGROUND: Although hypoglycemia is the most common complication of intensive diabetes therapy, there is little information about risk factors for hypoglycemia in patients with type 2 diabetes mellitus. OBJECTIVE: To determine the prevalence and predisposing factors for hypoglycemia in patients with type 2 diabetes. METHODS: Retrospective, cross-sectional analysis set in an outpatient specialty diabetes clinic. We included those patients who had baseline and follow-up visits from April 1 through October 31, 1999. Hypoglycemia was defined as typical symptoms relieved by eating, and/or blood glucose level of less than 60 mg/dL (<3.3 mmol/L). Univariate and multivariate logistic regression were used to determine the contributions to hypoglycemia of age, sex, diabetes duration, body mass index (calculated as weight in kilograms divided by the square of height in meters), fasting plasma glucose level, glycosylated hemoglobin (HbA(1c)) level, type of therapy, and previous episodes at the follow-up visit. RESULTS: We studied 1055 patients. Prevalence of hypoglycemic symptoms was 12% (9/76) for patients treated with diet alone, 16% (56/346) for those using oral agents alone, and 30% (193/633) for those using any insulin (P<.001). Severe hypoglycemia occurred in only 5 patients (0.5%), all using insulin. Multiple logistic regression analysis demonstrated that insulin therapy, lower HbA(1c) level at follow-up, younger age, and report of hypoglycemia at the baseline visit were independently associated with increased prevalence of hypoglycemia. There were no significant predictors of severe hypoglycemia. CONCLUSIONS: Mild hypoglycemia is common in patients with type 2 diabetes undergoing aggressive diabetes management, but severe hypoglycemia is rare. Concerns about hypoglycemia should not deter efforts to achieve tight glycemic control in most patients with type 2 diabetes.


Subject(s)
Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/therapy , Diet, Diabetic , Hypoglycemia/etiology , Hypoglycemic Agents/adverse effects , Blood Glucose , Body Mass Index , Cross-Sectional Studies , Female , Georgia/epidemiology , Glycated Hemoglobin , Humans , Hypoglycemia/epidemiology , Logistic Models , Male , Middle Aged , Prevalence , Retrospective Studies , Risk Factors
7.
Arch Intern Med ; 161(10): 1295-300, 2001 May 28.
Article in English | MEDLINE | ID: mdl-11371257

ABSTRACT

BACKGROUND: It is commonly believed that good glycemic control is hard to achieve in patients with diabetes mellitus and concurrent chronic illnesses. OBJECTIVE: To determine the impact of comorbidity on glycemic control at presentation and subsequent follow-up in patients with type 2 diabetes. METHODS: We studied 654 consecutive patients who presented to a diabetes clinic in 1997. Comorbidity was rated using the Chronic Disease Score (CDS) index, which is a validated, weighted score that takes into account the patient's age, sex, and classes of medications. Univariate and multivariate linear regressions were used to determine the contribution of age, body mass index (calculated as weight in kilograms divided by the square of height in meters), diabetes duration, type of therapy, and CDS to initial hemoglobin A(1c) (HbA(1c)) level. A similar analysis was performed for the 169 patients with follow-up HbA(1c) levels 6 months after presentation. RESULTS: Patients were 90% African American, and 66% female, with average age of 53 years. Average diabetes duration was 5 years; body mass index, 33; HbA(1c) level, 8.8%; and CDS, 1121 (range, 232-7953). At presentation, patients with higher CDSs tended to be older and to have a lower HbA(1c) level, but multivariate linear regression showed that receiving pharmacological therapy, younger age, and having a lower C-peptide level were the only significant contributors to HbA(1c) level. In the 169 follow-up patients, presenting characteristics were not significantly different from those of the full cohort: average initial HbA(1c) level was 8.8%; CDS, 1073. Their HbA(1c) level at 6 months averaged 7.5% and the CDS had no significant impact on their follow-up HbA(1c) level. CONCLUSION: Comorbidity does not appear to limit achievement of good glycemic control in patients with type 2 diabetes.


Subject(s)
Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/epidemiology , Glycated Hemoglobin/analysis , Hypoglycemic Agents/therapeutic use , Age Distribution , Blood Glucose/analysis , Cardiovascular Diseases/epidemiology , Chronic Disease , Comorbidity , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/metabolism , Diabetic Angiopathies/epidemiology , Diabetic Neuropathies/epidemiology , Female , Follow-Up Studies , Gastrointestinal Diseases/epidemiology , Humans , Infections/epidemiology , Linear Models , Male , Middle Aged , Multivariate Analysis , Obesity/epidemiology , Prevalence , Risk Assessment , Sensitivity and Specificity , Sex Distribution , Statistics, Nonparametric
8.
Diabetes Care ; 24(2): 209-15, 2001 Feb.
Article in English | MEDLINE | ID: mdl-11213867

ABSTRACT

OBJECTIVE: HbA1c levels can be reduced in populations of diabetic patients, but some individuals may exhibit little improvement. To search for reasons underlying differences in HbA1c outcome, we analyzed patients managed in an outpatient diabetes clinic. RESEARCH DESIGN AND METHODS: African-Americans with type 2 diabetes were categorized as responders, intermediate responders or poor responders according to their HbA1c level after 1 year of care. Logistical regression was used to determine baseline characteristics that distinguished poor responders from responders. Therapeutic strategies were examined for each of the response categories. RESULTS: The 447 patients had a mean age and disease duration of 58 and 5 years, respectively, and BMI of 32 kg/m2. Overall, the mean HbA1c level fell from 9.6 to 8.1% after 12 months. Mean HbA1c levels improved from 8.8 to 6.2% in responders, and from 9.5 to 7.9% in intermediate responders. In poor responders, the average HbA1c level was 10.8% on presentation and 10.9% at 1 year. The odds of being a poor responder were significantly increased with longer disease duration, higher initial HbA1c level, and greater BMI. Although doses of oral agents and insulin were significantly higher among poor responders at most visits, the acceleration of insulin therapy did not occur until late in the follow-up period. CONCLUSIONS: Clinical diabetes programs need to devise methods to identify patients who are at risk for persistent hyperglycemia. Whereas patient characteristics explain some heterogeneity of HbA1c outcome (and may aid in earlier identification of patients who potentially may not respond to conventional treatment), insufficient intensification of therapy may also be a component underlying the failure to achieve glycemic goals.


Subject(s)
Ambulatory Care , Black People , Diabetes Mellitus, Type 2/therapy , Treatment Outcome , Urban Population , Adult , Aged , Blood Pressure , Body Mass Index , C-Peptide/blood , Cholesterol/blood , Diabetes Mellitus, Type 2/blood , Diet , Female , Glycated Hemoglobin/analysis , Humans , Hypoglycemic Agents/administration & dosage , Hypoglycemic Agents/therapeutic use , Insulin/administration & dosage , Insulin/therapeutic use , Logistic Models , Male , Middle Aged , Sulfonylurea Compounds/therapeutic use , Triglycerides/blood
9.
Am J Kidney Dis ; 36(5): 903-13, 2000 Nov.
Article in English | MEDLINE | ID: mdl-11054346

ABSTRACT

We conducted a cross-sectional analysis to describe the prevalence of and risk factors for microalbuminuria among blacks with newly diagnosed type 2 diabetes. Black adults with diagnosed type 2 diabetes mellitus of 2 years' duration or less who presented for care to the Grady Diabetes Clinic (Atlanta, GA) between January 1, 1994, and December 31, 1996, were eligible (n = 1,167). Information obtained at the initial visit included age; sex; body mass index (BMI); serum total cholesterol, high-density lipoprotein cholesterol, low-density lipoprotein cholesterol, triglyceride, C-peptide, serum creatinine, and hemoglobin A1c (HbA(1c)) levels; and seated systolic and diastolic blood pressures. Outcome was urine albumin-creatinine (Alb/Cr) ratio at the initial visit. Alb/Cr ratios were categorized as normal (Alb/Cr <25 microgram/mg), microalbuminuric (Alb/Cr, 25 to 250 microgram/mg), and macroalbuminuric (Alb/Cr >250 microgram/mg). Patients with macroalbuminuria or creatinine levels of 2 mg/dL or greater were excluded. We used multiple linear regression to assess the joint association between HbA(1c) level, mean arterial pressure (MAP), and log-transformed Alb/Cr, controlling for other covariates. Of 1,044 patients studied, macroalbuminuria was present in 3.8%, and microalbuminuria, in 23.4%. Alb/Cr was independently associated with increased HbA(1c) level (P = 0.0070), MAP (P = 0.0001), BMI (P = 0.0156), log-transformed triglyceride levels (P = 0.0031), C-peptide level of 6.5 ng/mL or greater (P = 0.0007), serum creatinine level (P: = 0.0068), and male sex (P = 0.0220). The relationship between HbA(1c) level and microalbuminuria was stronger in patients with lower BMIs. Microalbuminuria prevalence was high in this population of urban blacks with newly diagnosed type 2 diabetes. Risk factors associated with increased Alb/Cr included male sex, poor glycemic control, endogenous hyperinsulinemia, high blood pressure, elevated triglyceride levels, and obesity.


Subject(s)
Albuminuria/etiology , Black or African American , Diabetes Mellitus, Type 2/complications , Diabetic Nephropathies/complications , Aged , Analysis of Variance , Creatinine/urine , Diabetes Mellitus/urine , Diabetes Mellitus, Type 2/urine , Diabetic Nephropathies/urine , Female , Humans , Male , Middle Aged , Multivariate Analysis , Obesity , Risk Factors
10.
Diabetes Care ; 23(6): 820-5, 2000 Jun.
Article in English | MEDLINE | ID: mdl-10841003

ABSTRACT

OBJECTIVE: To develop a prediction rule that will identify patients who will require pharmacological therapy within 6 months of first presentation to a diabetes clinic. RESEARCH DESIGN AND METHODS: Among the patients who came to the Grady Diabetes Clinic between 1991 and 1997, we randomized 557 frequent attenders to a development group and 520 frequent attenders to a validation group. Using multiple logistical regression, we derived a prediction rule in the development group to project whether patients would require pharmacological intervention to achieve HbA1c levels <7% after 6 months. The utility of the prediction rule was then confirmed in the validation group and tested prospectively on an additional group of 93 patients who presented from 1997 to 1998. Performance of the prediction rule was assessed using receiver operating characteristic (ROC) curves. RESULTS: The rule (-4.469 + 1.932 x sulfonylurea Rx + 1.334 x insulin Rx + 0.196 x duration + 0.468 x fasting glucose, where "Rx" indicates a prescription) predicted the need for pharmacological intervention in the development group (P < 0.0001). Use of insulin or sulfonylurea therapy at presentation, duration of diabetes, and fasting glucose levels were significant predictors of the future need for pharmacological management. The prediction rule also performed well in the validation group (positive predictive value 90%, correlation between predicted and observed need for medical management 0.99). ROC curves confirmed the value of the prediction rule (area under the curves was 0.91 for the development group, 0.85 for the validation group, and 0.81 for the prospective group). CONCLUSIONS: Early identification of individuals who will require pharmacological intervention to achieve national standards for glycemic control can be achieved with high probability, thus allowing for more efficient management of diabetes.


Subject(s)
Black or African American , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/drug therapy , Hypoglycemic Agents/therapeutic use , Urban Population/statistics & numerical data , Black People , Georgia/epidemiology , Humans , Insulin/therapeutic use , Middle Aged , Odds Ratio , Probability , Prognosis , ROC Curve , Reproducibility of Results , Sulfonylurea Compounds/therapeutic use , Time Factors
11.
Diabetes Care ; 23(3): 319-24, 2000 Mar.
Article in English | MEDLINE | ID: mdl-10868858

ABSTRACT

OBJECTIVE: To analyze lipid profiles from a large sample of African-American patients with type 2 diabetes who receive care at an urban outpatient diabetes clinic. RESEARCH DESIGN AND METHODS: Fasting serum lipid profiles of 4,014 African-Americans and 328 Caucasians with type 2 diabetes were retrieved from a computerized registry. American Diabetes Association criteria were applied to classify LDL cholesterol, HDL cholesterol, and triglyceride (TG) levels into risk categories. The proportion of patients who had none, one, two, and three lipoprotein concentrations outside of recommended clinical targets was examined. Multiple logistical regression analyses were performed to determine the influence of sex and race on the probability of having a lipid level outside of the recommended target. RESULTS: The percentages of African-Americans with high-, borderline-, and low-risk LDL cholesterol concentrations were 58, 26, and 16%, respectively, and the percentages for Caucasians were 54, 29, and 16%, respectively (P = 0.51). For HDL cholesterol, 41, 33, and 26% of African-Americans were in the high-, borderline-, and low-risk categories, respectively, compared with 73, 18, and 9% of Caucasians, respectively (P < 0.0001). Nearly 81% of African-Americans had TG concentrations that were in the low-risk category compared with only 50% of Caucasians. More women than men had high-risk LDL and HDL cholesterol profiles. The most common pattern of dyslipidemia was an LDL cholesterol level above target combined with an HDL cholesterol level below target, which was detected in nearly 50% of African-Americans and 42% of Caucasians. African-Americans had lower odds of having an HDL cholesterol or TG level outside of target. African-American women, compared to men, had greater probabilities of having abnormal levels of LDL and HDL, but a lower likelihood of having a TG level above goal. CONCLUSIONS: In a large sample of urban type 2 diabetic patients receiving care at a diabetes treatment program, race and sex differences in serum lipid profiles were present. Because hypertriglyceridemia was rare among African-American subjects, interventions will need to focus primarily on improving their LDL and HDL cholesterol levels. Further studies are required regarding how to best adapt these observed differences into more effective strategies to optimize lipid levels for this population of diabetic patients and to determine whether similar patterns of dyslipidemia occur in other clinical settings.


Subject(s)
Black People , Diabetes Mellitus, Type 2/complications , Hyperlipidemias/complications , Hyperlipidemias/epidemiology , Black or African American , Blood Glucose/analysis , Cholesterol/blood , Cholesterol, HDL/blood , Cholesterol, LDL/blood , Cross-Cultural Comparison , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/epidemiology , Female , Georgia/epidemiology , Glycated Hemoglobin/analysis , Humans , Hyperlipidemias/blood , Male , Middle Aged , Risk Factors , Sex Factors , Triglycerides/blood , Urban Population , White People
12.
Diabetes Care ; 22(10): 1617-20, 1999 Oct.
Article in English | MEDLINE | ID: mdl-10526724

ABSTRACT

OBJECTIVE: To determine whether health care providers appropriately identify patients with poor glycemic control and to investigate reasons why providers may fail to intensify therapy in these patients. RESEARCH DESIGN AND METHODS: Our management protocol calls for providers to advance diabetes therapy in patients with fasting plasma glucose levels > 7.8 mmol/l or random plasma glucose levels > 10.0 mmol/l. During a 3-month period, providers completed a questionnaire at the end of individual patient visits by asking whether the patient was well controlled and whether therapy was advanced. If therapy was not advanced in patients perceived to have poor control, providers were asked to provide a justification. RESULTS: Providers appropriately identified 88% of well-controlled patients and 94% of patients with poor glycemic control. Out of 1,144 patient visits, control was reported to be good in 508 and poor in 636. In these 636 visits, therapy was advanced in 490 but not in 146 visits. The dominant reasons for failure to intensify therapy were the perception by the provider that control was improving (34%) or the belief that the patient was not compliant with diet or medications (25%). Less common reasons included acute illness, patient refusal, and recurrent hypoglycemia. Based on fasting glucose levels, protocol adherence was 55% before the questionnaire, 64% during the questionnaire (P = 0.006), and 63% afterwards. CONCLUSIONS: Providers in a specialty diabetes clinic appropriately classified patients according to glycemic control and tended to intensify therapy when indicated in most poorly controlled patients. Provider self-survey of behavior and decision making may be an effective strategy to improve adherence to management protocols.


Subject(s)
Black or African American , Blood Glucose/metabolism , Diabetes Mellitus/blood , Diabetes Mellitus/therapy , Physician-Patient Relations , Urban Population/statistics & numerical data , Black People , Diabetes Mellitus/psychology , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/therapy , Diet, Diabetic , Fasting , Female , Georgia , Humans , Hypoglycemic Agents/therapeutic use , Insulin/therapeutic use , Male , Middle Aged , Treatment Refusal
13.
Diabetes Care ; 22(9): 1415-21, 1999 Sep.
Article in English | MEDLINE | ID: mdl-10480502

ABSTRACT

OBJECTIVE: To assess the impact of rapid-turnaround HbA1c results on providers' clinical decision-making and on follow-up HbA1c levels. RESEARCH DESIGN AND METHODS: The research design was a randomized clinical trial in which rapid HbA1c results were made available to providers on even days of the month (rapid, n = 575), but delayed by 24 h on odd days (conventional, n = 563). Adjustment of therapy for patients with type 2 diabetes was considered appropriate if therapy was intensified for HbA1c values >7% or not intensified for HbA1c values < or =7%. A post-hoc analysis was also performed using patients (n = 574) who returned for follow-up 2-7 months later to ascertain the effect of rapid HbA1c availability on subsequent glycemic control. RESULTS: Rapid HbA1c availability resulted in more appropriate management compared with conventional HbA1c availability (79 vs. 71%, P = 0.003). This difference was due mainly to less frequent intensification when HbA1c levels were < or =7% (10 vs. 22%, P < 0.0001) and slightly to more frequent intensification for patients with HbA1c values >7% (67 vs. 63%, P = 0.33). For both groups, intensification was greatest for patients on insulin (51%) compared with patients on oral agents (35%) and diet alone (14%) (P < 0.0001). Regression analysis confirmed that providers receiving conventional HbA1c results were more likely to intensify therapy in patients who already had HbA1c levels < or =7%. Over 2-7 months of follow-up, HbA1c rose more in patients with conventional HbA1c results compared with rapid results (0.8 vs. 0.4%, P = 0.02). In patients with initial HbA1c >7%, rapid HbA1c results had a favorable impact on follow-up HbA1c independent of the decision to intensify therapy (P = 0.03). CONCLUSIONS: Availability of rapid HbA1c determinations appears to facilitate diabetes management. The more favorable follow-up HbA1c profile in the rapid HbA1c group occurs independently of the decision to intensify therapy, suggesting the involvement of other factors such as enhanced provider and/or patient motivation.


Subject(s)
Black People/genetics , Decision Making , Diabetes Mellitus, Type 2/diagnosis , Glycated Hemoglobin/metabolism , Diabetes Mellitus, Type 2/physiopathology , Diabetes Mellitus, Type 2/therapy , Female , Humans , Logistic Models , Male , Middle Aged , Regression Analysis , Time Factors , Urban Health
14.
Diabetes Care ; 22(9): 1494-500, 1999 Sep.
Article in English | MEDLINE | ID: mdl-10480515

ABSTRACT

OBJECTIVE: Diabetes care can be limited by clinical inertia-failure of the provider to intensify therapy when glucose levels are high. Although disease management programs have been proposed as a means to improve diabetes care, there are few studies examining their effectiveness in patient populations that have traditionally been underserved. We examined the impact of our management program in the Grady Diabetes Unit, which provides care primarily to urban African-American patients with type 2 diabetes. RESEARCH DESIGN AND METHODS: We assessed glycemic outcomes in patients with type 2 diabetes who had an intake evaluation between 1992 and 1996 and who were identified on the basis of compliance with keeping the recommended number of return visits. For 698 patients, we analyzed changes in HbA1c values between baseline and follow-up visits at 6 and 12 months, and the proportion of patients achieving a target value of < or =7.0% at 12 months. Since a greater emphasis on therapeutic intensification began in 1995, we also compared HbA1c values and clinical management in 1995-1996 with that of 1992-1994. RESULTS: HbA1c averaged 9.3% on presentation. After 12 months of care, HbA1c values averaged 8.2, 8.4, 8.5, 7.7, and 7.3% for the 1992-1996 cohorts, respectively, and were significantly lower compared with values on presentation (P < 0.0025); the average fall in HbA1c was 1.4%. The percentage of patients achieving a target HbA1c < or =7.0% improved progressively from 1993 to 1996, with 57% of the patients attaining this goal in 1996. Mean HbA1c after 12 months was 7.6% in 1995-1996, significantly improved over the level of 8.4% in 1992-1994 (P < 0.0001). HbA1c levels after 12 months of care were lower in 1995-1996 versus 1992-1994, whether patients were managed with diet alone, oral agents, or insulin (P < 0.02). Improved HbA1c in 1995-1996 versus 1992-1994 was associated with increased use of pharmacologic therapy CONCLUSIONS: Structured programs can improve glycemic control in urban African-Americans with diabetes. Self-examination of performance focused on overcoming clinical inertia is essential to progressive upgrading of care.


Subject(s)
Black People/genetics , Blood Glucose/metabolism , Diabetes Mellitus, Type 2/therapy , Body Mass Index , Diabetes Mellitus, Type 2/genetics , Female , Glycated Hemoglobin/metabolism , Humans , Male , Middle Aged , Registries , Retrospective Studies , Treatment Outcome , Urban Health
15.
Am J Epidemiol ; 149(1): 55-63, 1999 Jan 01.
Article in English | MEDLINE | ID: mdl-9883794

ABSTRACT

The pathogenesis, treatment, and outcomes of type 1 and type 2 diabetes differ. Current surveys derive population-based estimates of diabetes prevalence by type using limited clinical information and applying classification rules developed in white populations. How well these rules perform when deriving similar estimates in African American populations is unknown. For this study, data were collected on a group of African Americans with diabetes who enrolled at the Diabetes Unit of Grady Memorial Hospital in Atlanta, Georgia, from April 16, 1991, to November 1, 1996. The data were used to develop some simple classification rules for African Americans based on a classification tree and a logistic regression model. Sensitivities and specificities, in which fasting C-peptide was used as the gold standard, were determined for these rules and for two current rules developed in mostly white, non-Hispanic populations. Rules that yielded precise (minimum variance unbiased) estimates of the prevalence of type 1 diabetes were preferred. The authors found that a rule based on the logistic regression model was best for estimating type 1 prevalences ranging from 1% to 17%. They concluded that simple classification rules can be used to estimate prevalence of diabetes by type in African American populations and that the optimal rule differs somewhat from the current rules.


Subject(s)
Black People , Diabetes Mellitus, Type 1/epidemiology , Diabetes Mellitus, Type 2/epidemiology , Adult , Aged , C-Peptide/analysis , Diabetes Mellitus, Type 1/classification , Diabetes Mellitus, Type 2/classification , Female , Humans , Logistic Models , Male , Middle Aged , Prevalence
17.
Obes Res ; 6(3): 238-45, 1998 May.
Article in English | MEDLINE | ID: mdl-9618129

ABSTRACT

OBJECTIVE: Abdominal obesity is associated with insulin resistance and cardiovascular risk factors, but there has been little information published to advance the use of abdominal anthropometry in the care of diabetic patients. RESEARCH METHODS AND PROCEDURES: A cross-sectional survey of municipal hospital outpatients recently diagnosed with type 2 diabetes (73 men and 142 women of whom 89% were African Americans). Age-adjusted linear regression was used to compare the supine sagittal abdominal diameter (SAD), supine waist circumference, four anthropometric ratios, and the body mass index (kg/m2) for their ability to predict serum fasting C-peptide and lipid levels. RESULTS: The best predictor of log-transformed C-peptide was SAD/height (p<0.0001 for men; p=0.0003 for women). SAD/thigh circumference was the best predictor of log-transformed triglycerides for men (p=0.002) and of total cholesterol/HDL cholesterol for women (p=0.043). The body mass index was less able to predict C-peptide, HDL cholesterol and total cholesterol/HDL cholesterol than was SAD/height or SAD/thigh circumference or waist circumference/height. DISCUSSION: Anthropometric indices of abdominal obesity appear to be correlated with insulin production and lipid risk factors among municipal-hospital, type 2 diabetic patients much as they are in other studied populations. Since anthropometric data are inexpensively obtained and immediately available to the practitioner, their utility for preliminary clinical assessment deserves to be tested in prospective outcome studies.


Subject(s)
Abdomen , Anthropometry , Black People , Body Constitution , Diabetes Mellitus, Type 2/blood , Obesity/blood , Adult , Body Mass Index , C-Peptide/blood , Cholesterol, HDL/blood , Diabetes Mellitus, Type 2/etiology , Diabetes Mellitus, Type 2/physiopathology , Female , Humans , Insulin Resistance , Linear Models , Lipids/blood , Male , Middle Aged , Obesity/complications , Obesity/physiopathology , Supine Position , Triglycerides/blood , United States
18.
Diabetes Care ; 21(4): 501-5, 1998 Apr.
Article in English | MEDLINE | ID: mdl-9571331

ABSTRACT

OBJECTIVE: African-Americans have an increased prevalence of both diabetes and diabetes complications, creating an imperative for improved metabolic control. Because American Diabetes Association guidelines recommend that action be taken when HbA1c is > 8.0%, but access to rapid-turnaround HbA1c assays remains limited, we tested the utility of fasting and random plasma glucose cutoffs as indicators of HbA1c > 8.0%. RESEARCH DESIGN AND METHODS: Using receiver operating characteristics (ROC) analysis, we evaluated the sensitivity, specificity, and predictive value of fasting and random plasma glucose measurements in identifying an HbA1c > 8.0% (fasting n = 974, random n = 552). The population studied was predominantly African-American, middle-aged, and non-insulin-dependent. RESULTS: Fasting plasma glucose was a significant indicator of HbA1c > 8.0%, both in the whole group and in subgroups for diet, sulfonylureas, and insulin; the corresponding areas under the ROC curve were 0.87, 0.90, 0.87, and 0.84, respectively (all P < 0.0001). A fasting plasma glucose cutoff of > 9.2 mmol/l (165 mg/dl) provided a sensitivity of 80% and a specificity of 83% for the whole group and a 77% positive predictive value. Random plasma glucose was also a good indicator of HbA1c > 8.0%, both in the whole group and in subgroups for diet, sulfonylureas, and insulin; the corresponding areas under the ROC curve were 0.85, 0.91, 0.85, and 0.77, respectively (all P < 0.0001). A cutoff > 9.8 mmol/l (177 mg/dl) provided a sensitivity of 78% and a specificity of 77% for the whole group and a 78% positive predictive value. Overall, a plasma glucose > 11.1 mmol/l (200 mg/dl) identified an HbA1c > 8.0% with a predictive value of approximately 90% if done while fasting and a predictive value of approximately 80-85% if random. The utility of both fasting and random plasma glucose cutoffs was subsequently confirmed in a prospective study of another 2,309 and 1,396 patients, respectively. CONCLUSIONS: Although glucose levels cannot replace HbA1c determinations, measurement of fasting or random plasma glucose may be used during a clinic visit to identify poorly controlled type 2 patients with reasonable certainty and allow timely patient education and therapeutic intervention.


Subject(s)
Black or African American , Blood Glucose/metabolism , Diabetes Mellitus, Type 1/blood , Diabetes Mellitus, Type 2/blood , Fasting , Glycated Hemoglobin/analysis , Patient Compliance , Urban Health , Black People , Female , Humans , Male , Middle Aged , Random Allocation , Retrospective Studies , Urban Population
20.
Diabetes Educ ; 23(5): 563-8, 1997.
Article in English | MEDLINE | ID: mdl-9355373

ABSTRACT

Functional health literacy was assessed in 63 patients from the diabetes outpatient clinic, 20 from the general medicine clinic, and a total of 48 from two satellite medical clinics. All patients received a demographic questionnaire, visual screening, and the Test of Functional Health Literacy in Adults, an instrument with good validity and internal consistency used to measure the ability to read and understand medical instructions. Functional health literacy was adequate in only 47% of new patients at the diabetes clinic and only 25% of established patients at all sites. There were no significant differences in functional health literacy among established patients across all sites. Overall, patients' mean functional health literacy level was inadequate to marginal. Of the patients with inadequate functional health literacy, 43% denied difficulty in reading. Patient education strategies and materials are needed to address this important barrier to healthcare delivery.


Subject(s)
Black or African American/psychology , Diabetes Mellitus, Type 2/ethnology , Diabetes Mellitus, Type 2/prevention & control , Educational Status , Outpatients/psychology , Patient Education as Topic/standards , Urban Population , Adult , Aged , Female , Hospitals, Municipal , Humans , Male , Middle Aged , Surveys and Questionnaires
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