ArticleDiabetes care1997
Comparison of fasting and 2-hour glucose and HbA1c levels for diagnosing diabetes. Diagnostic criteria and performance revisited.
Article in Diabetes care, 1997. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 88 papers, 6 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
88 citing papers in PubMed, 6 syntheses or guidelines pooled it.
- Meta-analysis of the effects of exercise intervention on glucose metabolism and body composition in patients with type 2 diabetes mellitus.Frontiers in endocrinology · 2026Pooled it
- Diagnosing type 2 diabetes using Hemoglobin A1c: a systematic review and meta-analysis of the diagnostic cutpoint based on microvascular complications.Acta diabetologica · 2021Pooled it
- Evidence that periodontal treatment improves diabetes outcomes: a systematic review and meta-analysis.Journal of periodontology · 2013Pooled it
- Epidemiology of diabetic retinopathy and maculopathy in Africa: a systematic review.Diabetic medicine : a journal of the British Diabetic Association · 2013Pooled it
- Guidelines and recommendations for laboratory analysis in the diagnosis and management of diabetes mellitus.Diabetes care · 2011Guideline
- Screening for type 2 diabetes mellitus to prevent vascular complications: updated recommendations from the Canadian Task Force on Preventive Health Care.CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne · 2005Guideline
- Evaluation for fasting and 2-hour glucose and HbA1c for diagnosing diabetes based on prevalence of retinopathy in a Chinese population.PloS one · 2012Trial
- Sub-antimicrobial doxycycline for periodontitis reduces hemoglobin A1c in subjects with type 2 diabetes: a pilot study.Pharmacological research · 2011Trial
- Diagnostic accuracy of glycated hemoglobin and glycated albumin for detecting dysglycemia among community-dwelling older adults in China: a cross-sectional diagnostic study.BMC geriatrics · 2026Article
- Machine Learning-Derived Predictive Risk Score for Prediabetes and Type 2 Diabetes Development in Parous Women.Diabetes, metabolic syndrome and obesity : targets and therapy · 2026Article
- Brazilian guideline for screening and diagnosis of type 2 diabetes: a position statement from the Brazilian Diabetes Society.Diabetology & metabolic syndrome · 2025Article
- Associations between glycated albumin and current measures of glycaemic control in Saudi adults.Frontiers in endocrinology · 2025Article
- Association of systemic and demographic risk factors with prevalence of retinopathy in US adults with prediabetes.Eye (London, England) · 2024Article
- HUC-MSCs combined with platelet lysate treat diabetic chronic cutaneous ulcers in Bama miniature pig.Regenerative therapy · 2024Article
- Manipulation of Post-Prandial Hyperglycaemia in Type 2 Diabetes: An Update for Practitioners.Diabetes, metabolic syndrome and obesity : targets and therapy · 2024Review
- Guidelines and Recommendations for Laboratory Analysis in the Diagnosis and Management of Diabetes Mellitus.Diabetes care · 2023Review
- Guidelines and Recommendations for Laboratory Analysis in the Diagnosis and Management of Diabetes Mellitus.Clinical chemistry · 2023Article
- Can the level of HbABMC ophthalmology · 2022Article
- Revised Glycemic Index for Diagnosing and Monitoring of Diabetes Mellitus in South Indian Population.Cureus · 2022Article
- Development and validation of a nomogram for assessing risk of isolated high 2-hour plasma glucose.Frontiers in endocrinology · 2022Article
28 more citing papers are in PubMed but not listed here.
Corrections and comments
- Commented on by
Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveNearly two decades ago, the National Diabetes Data Group (NDDG) and the World Health Organization (WHO) Expert Committee on Diabetes Mellitus published diagnostic criteria for diabetes. We undertook this study to compare the performance of three glycemic measures for diagnosing diabetes and to evaluate the performance of the WHO criteria. RESEARCH DESIGN AND
methodsIn a cross-sectional population-based sample of 1,018 Egyptians > or = 20 years of age, fasting and 2-h glucose and HbA1c levels were measured, and diabetic retinopathy was assessed by retinal photograph. Evidence for bimodal distributions was examined for each glycemic measure by fitting models for the mixture of two distributions using maximum likelihood estimates. Sensitivity and specificity for cutpoints of each glycemic measure were calculated by defining the true diabetes state (gold standard) as 1) the upper (diabetic) component of the fitted bimodal distribution for each glycemic measure, and 2) the presence of diabetic retinopathy. Receiver operating characteristic (ROC) curves were constructed to determine the performance of the glycemic measures in detecting diabetes as defined by diabetic retinopathy.
resultsIn the total population, the point of intersection of the lower and upper components that minimized misclassification for the fasting and 2-h glucose and HbA1c were 7.2 mmol/l (129 mg/dl), 11.5 mmol/l (207 mg/dl), and 6.7%, respectively. When diabetic retinopathy was used to define diabetes, ROC curve analyses found that fasting and 2-h glucose values were superior to HbA1c (P < 0.01). The performance of a fasting glucose of 7.8 mmol/l (140 mg/dl) was similar to a 2-h glucose of 12.2-12.8 mmol/l (220-230 mg/dl), and the performance of a 11.1 mmol/l (200 mg/dl) 2-h glucose was similar to a fasting glucose of 6.9-7.2 mmol/l (125-130 mg/dl).
conclusionsOptimal cutpoints for defining diabetes differ according to how diabetes itself is defined. When diabetes is defined as the upper component of the bimodal population distribution, a fasting glucose level somewhat lower than the current WHO cutpoint and a 2-h glucose level somewhat higher than the current WHO cutpoint minimized misclassification. When diabetic retinopathy defines diabetes, we found that the current fasting diagnostic criterion favors specificity and the current 2-h criterion favors sensitivity. These results should prove valuable for defining the optimal tests and cutpoint values for diagnosing diabetes.
Indexed as
Identifiers
9135943What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.