ArticleDiabetology & metabolic syndrome2025
Association between the haemoglobin glycation index and 30-day and 365-day mortality in patients with heart failure admitted to the intensive care unit.
Article in Diabetology & metabolic syndrome, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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8 citing papers in PubMed.
- Hemoglobin glycation index correlates with the prognoses of critically ill patients with hyperlipidemia: a retrospective cohort study from the MIMIC-IV database.BMC endocrine disorders · 2026Article
- Association between hemoglobin glycation index and mortality in critically ill patients with chronic obstructive pulmonary disease: a retrospective cohort study.European journal of medical research · 2026Article
- Association of hemoglobin glycation index with all-cause mortality in critically ill patients with atrial fibrillation: a retrospective analysis from MIMIC-IV.BMC cardiovascular disorders · 2025Observational
- The additive effect of hemoglobin glycation index and glycemic variability to predict mortality in cardiac intensive care patients with and without diabetes.Scientific reports · 2025Article
- Differential prognostic value of glycemic dysregulation markers in critically ill individuals with ischemic stroke, with and without diabetes.Diabetology & metabolic syndrome · 2025Article
- To explore the relationship between multiple glycemic markers and all-cause mortality in patients with severe atrial fibrillation based on multiple databases.Scientific reports · 2025Article
- The Association Between the Hemoglobin Glycation Index and Cardiometabolic Diseases: A Mini-Review.Journal of clinical hypertension (Greenwich, Conn.) · 2025Review
- The hemoglobin glycation index stratifies heart failure phenotypes and in-hospital risk.Frontiers in endocrinology · 2025Article
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Abstract
backgroundThe hemoglobin glycation index (HGI) represents the difference between the observed and predicted values of haemoglobin A1c (HbA1c). However, the association between HGI and prognosis of heart failure (HF) is not completely clarified yet and requires more investigation. This study aimed to explore the connection between HGI and mortality in HF patients.
methodsThe data for the study were derived from the MIMIC-IV database from 2008 to 2019, a publicly available clinical database in intensive care. A linear regression equation between HbA1c and fasting blood glucose (FBG) was established to calculate predicted HbA1c. The endpoints were 30-day and 365-day all-cause mortality. Kaplan-Meier analysis was utilized to compare survival rates across groups differentiated by their HGI levels. The Cox regression models and restricted cubic spline (RCS) analysis were utilized to analyze the association between HGI and mortality.
resultsThe study collected a total of 2846 patients with HF (40.1% male), of whom 305 patients (10.7%) died within 30 days and 954 patients (33.5%) died within 365 days. Kaplan-Meier curves revealed patients with higher HGI had significantly higher mortality risks (log-rank P < 0.001). A high HGI was significantly associated with 30-day mortality (adjusted HR [aHR]: 2.36, 95% CI: 1.74-3.20, P < 0.001) and 365-day mortality (aHR: 1.40, 95% CI: 1.16-1.68, P < 0.001) after adjustment for potential confounders. Likewise, each unit increase in the HGI correlated with a 1.42-fold higher risk of 30-day mortality (aHR: 1.42, 95% CI: 1.28-1.57, P < 0.001) and 1.19-fold higher risk of 365-day mortality (aHR: 1.19, 95% CI: 1.11-1.68, P < 0.001). RCS analysis suggested an L-shaped nonlinear association between HGI and clinical endpoints (P for nonlinearity < 0.001), with an inflection point value of - 1.295. Subgroup analysis and sensitivity analysis revealed that the correlation between HGI and 30-day and 365-day all-cause mortality remained consistent.
conclusionsIn ICU-admitted HF patients, HGI was independently associated with increased risks of 30-day and 365-day mortality and the identification of high HGI (> 0.709) provided a valuable tool for clinicians to detect high-risk populations. Integrating HGI into routine clinical practice might strengthen the prognosis-based decision making improve HF patient outcomes.
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