Observational studyActa diabetologica2021
Predictions of diabetes complications and mortality using hba1c variability: a 10-year observational cohort study.
Observational study in Acta diabetologica, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 58 papers, 3 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
58 citing papers in PubMed, 3 syntheses or guidelines pooled it, 115 citations in OpenAlex.
- Association between glycated hemoglobin variability and risk of diabetic kidney disease and diabetic retinopathy in diabetic patients: a systematic review and meta-analysis.Frontiers in endocrinology · 2026Pooled it
- Associations of glycaemia-related risk factors with dementia and cognitive decline in individuals with type 2 diabetes: A systematic review and meta-analysis.Diabetic medicine : a journal of the British Diabetic Association · 2025Pooled it
- Long-term HbA1c variability and macro-/micro-vascular complications in type 2 diabetes mellitus: a meta-analysis update.Acta diabetologica · 2023Pooled it
- The prevalence of frailty and associated factors in patients with type 2 diabetes mellitus and coronary heart disease: A cross-sectional study.Journal of diabetes investigation · 2026Article
- HbA1c-Based Metabolic Stratification: A Retrospective Study of Clinical and Biological Differences Across Normoglycemic, Prediabetic, and Diabetic Subjects.Diagnostics (Basel, Switzerland) · 2026Article
- Redox-Responsive Tellurium-Bridged Covalent Organic Frameworks/PEG Composites for Targeted Therapy of Diabetic Cardiomyopathy.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Associations of sleep, lifestyle, and physiological markers with healthspan termination: a prospective cohort analysis.Sleep & breathing = Schlaf & Atmung · 2025Article
- Construction and evaluation of an aspirin resistance risk prediction model for ischemic stroke.BMC neurology · 2025Article
- Variability in HbA1c and the risk of major clinical outcomes in type 2 diabetes with chronic kidney disease: Post hoc analysis from the CREDENCE trial.Diabetes, obesity & metabolism · 2025Article
- Association between hemoglobin glycation index and myocardial infarction in critically ill patients with diabetes mellitus: a retrospective study based on MIMIC-IV.BMC cardiovascular disorders · 2025Observational
- Distinct Roles of Common Genetic Variants and Their Contributions to Diabetes: MODY and Uncontrolled T2DM.Biomolecules · 2025Review
- The relationship between stress hyperglycemia ratio and the risk of delirium in patients after coronary artery bypass grafting.European journal of medical research · 2025Article
- Prevalence and determinants of complications of type 2 diabetes in a community screening program in Kerala.BMJ public health · 2025Article
- Seasonal fluctuations of CGM metrics in individuals with type 1 diabetes using an intermittently scanned CGM device or sensor augmented pump.Endocrine · 2025Article
- Evaluation of cardiothoracic ratio as a potential predictor of cardiovascular abnormalities in individuals with type II diabetes mellitus: a case-control study.Journal of medicine and life · 2024Article
- PowerAI-Diabetes: Review of glycemic and lipid variability to predict cardiovascular events in Chinese diabetic population.npj metabolic health and disease · 2024Review
- Quantifying peripapillary vessel density and retinal nerve fibre layer in type 1 diabetic children without clinically detectable retinopathy using OCTA.International journal of ophthalmology · 2024Article
- Correlation Between Glycolipid Metabolism Levels and Diabetic Retinopathy in Patients with Type 2 Diabetes Mellitus.Diabetes, metabolic syndrome and obesity : targets and therapy · 2024Article
- Time in range and complications of diabetes: a cross-sectional analysis of patients with Type 1 diabetes.Diabetology & metabolic syndrome · 2023Article
- Effects of Daily Ingestion of Two SunGold Kiwifruit for 6 Weeks on Metabolic and Inflammatory Biomarkers: A Randomized, Cross-Over, Exploratory Intervention Study.Foods (Basel, Switzerland) · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
introductionEmerging evidence suggests that HbA1c variability, in addition to HbA1c itself, can be used as a predictor for mortality. The present study aims to examine the predictive power of mean HbA1c and HbA1c variability measures for diabetic complications as well as mortality.
methodsThe retrospective observational study analyzed diabetic patients who were prescribed insulin at outpatient clinics of the Prince of Wales Hospital and Shatin Hospital, Hong Kong, from 1 January to 31 December, 2009. Standard deviation (SD), root mean square (RMS), and coefficient of variation were used as measures of HbA1c variability. The primary outcomes were all-cause and cardiovascular mortality. Secondary outcomes were diabetes-related complications.
resultsThe study cohort consists of 3424 patients, including 3137 patients with at least three HbA1c measurements. The low mean HbA1c subgroup had significantly shorter time-to-death for all-cause mortality (P < 0.001) but not cardiovascular mortality (P = 0.920). The high Hba1c subgroup showed shorter time-to-death for all-cause (P < 0.001) and cardiovascular mortality (P < 0.001). Mean Hba1c and Hba1c variability predicted all-cause as well as cardiovascular-specific mortality. In terms of secondary outcomes, mean HbA1c and HbA1c variability significantly predicted diabetic ketoacidosis/hyperosmolar hyperglycemic state/diabetic coma, neurological, ophthalmological, and renal complications. A significant association between dichotomized HbA1c variability and hypoglycemia frequency was found (P < 0.0001).
conclusionHigh HbA1c variability is associated with increased risk of all-cause and cardiovascular mortality, as well as diabetic complications. The association between hypoglycemic frequency, HbA1c variability, and mortality suggests that intermittent hypoglycemia resulting in poorer outcomes in diabetic patients.
Indexed as
Identifiers
What Socratic 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 Socratic graph.