ArticleCardiovascular diabetology2025
Joint association of the triglyceride-glucose index and stress hyperglycemia ratio with incidence and mortality risks of new-onset atrial fibrillation during sepsis: a retrospective cohort study.
Article in Cardiovascular diabetology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers, 1 of them a synthesis that pooled it.
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Who cites it
27 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Association between stress hyperglycemia ratio and all-cause mortality among ICU patients with sepsis: a systematic review and meta-analysis.Frontiers in medicine · 2025Pooled it
- Associations of cumulative exposure and longitudinal change patterns of the triglyceride glucose-Chinese visceral adiposity index with incident cardiovascular disease in middle-aged and older adults: evidence from CHARLS.Cardiovascular diabetology · 2026Observational
- Combined assessment of triglyceride-glucose index and stress hyperglycemia ratio to predict all-cause mortality in critically ill patients with intracerebral hemorrhage.BMC neurology · 2026Article
- Stress Hyperglycemia Ratio Predicts 28-Day Mortality in Patients with AMI Cardiogenic Shock: Insights from a Large-Scale Cohort.Journal of clinical medicine · 2026Article
- Associations of the triglyceride-glucose index and its obesity-related derivatives with cardiac structure, function, and incident atrial fibrillation: a prospective cohort study using cardiac magnetic resonance.Cardiovascular diabetology · 2026Article
- Triglyceride-glucose index as a potential evaluation tool for all-cause mortality in ischemic stroke patients undergoing endovascular therapy: a multicenter cohort study.BMC endocrine disorders · 2026Observational
- Association between stress hyperglycemia ratio and all-cause mortality in neurocritical patients.Scientific reports · 2026Article
- Joint effects of triglyceride-glucose-BMI and stress hyperglycemia ratio on all-cause mortality in trauma surgical intensive care patients: a multicenter cohort study.Lipids in health and disease · 2026Article
- Relation of the stress hyperglycaemia ratio to residual risk in anticoagulated patients with atrial fibrillation: A report from the prospective Murcia AF Project III cohort.Diabetes, obesity & metabolism · 2026Article
- Association between the triglyceride glucose index:Chinese visceral adiposity index (TyG-CVAI) and new-onset cardiovascular disease in middle-aged and older adults-insights from the China Health and Retirement Longitudinal Study (CHARLS).Cardiovascular diabetology · 2026Article
- Hematologic and metabolic indices for predicting 28-day mortality in sepsis patients: a retrospective intensive care cohort study.Frontiers in medicine · 2026Article
- Stress hyperglycemia ratio (SHR) and triglyceride-glucose index (TYG) associated with renal response to finerenone in diabetic kidney disease: a retrospective cohort study.Frontiers in medicine · 2026Article
- Triglyceride-glucose index and atrial fibrillation: a systematic review and meta-analysis.Frontiers in cardiovascular medicine · 2026Review
- Combined predictive value of TyG index and PLR for mental health in Chinese adults: A machine learning approach.PloS one · 2026Article
- Head-to-head comparison of stress hyperglycemia ratio versus triglyceride-glucose index for predicting mortality in heart failure: a retrospective cohort study.Frontiers in endocrinology · 2026Article
- Association between stress hyperglycemic ratio and stroke in older people with metabolic syndrome: a prospective cohort study from UK Biobank.Frontiers in endocrinology · 2026Article
- Associations between triglyceride-glucose-related indices and all-cause and cardiovascular mortality among individuals with atrial fibrillation and metabolic syndrome: a cohort study of the UK biobank.Cardiovascular diabetology · 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
- Prognostic value of triglyceride-glucose index combined with stress hyperglycemia ratio for all-cause mortality in critically ill patients with stroke.Cardiovascular diabetology · 2025Article
- Stress hyperglycemia ratio linked to all-cause mortality in critically ill patients with ischemic heart disease.BMC cardiovascular disorders · 2025Article
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Abstract
backgroundThe triglyceride-glucose (TyG) index and stress hyperglycemia ratio (SHR) have been linked to the cardiovascular risks in critical ill patients. However, little is known about the predictive power of the TyG index, SHR and their combination on the incidence and mortality risks of new-onset atrial fibrillation (NOAF) in patients with sepsis.
methodThis retrospective study included patients from the Medical Information Mart for Intensive Care (MIMIC)-IV database. Primary outcomes were defined as the incidence and 360-day mortality of in-hospital NOAF among patients with sepsis. Logistic model, Cox proportional hazard model, Kaplan-Meier analysis and receiver-operating characteristic (ROC) were performed to explore the association between the indices and clinical outcomes. Machine learning approach also was constructed to evaluate and compare the indices in predicting mortality risks.
results4276 patients meeting the inclusion criteria were enrolled and 764 individuals developed NOAF during hospitalization. The multivariable adjusted odds ratios (95%, CI) of incidence of NOAF in patients with sepsis in the highest group versus the lowest group were 1.36 (1.10-1.69), 1.35 (1.09-1.67) and 1.58 (1.23-2.02), respectively, for the TyG index, SHR and the TyG index-SHR combination. However, the predictive powers of these indices were relatively low. Among septic patients who developed in-hospital NOAF, those in the highest TyG index group and the highest SHR group exhibited an increased risk of 360-day mortality compared with those with the lowest TyG index and the lowest SHR (the TyG index: hazard ratio [HR] 1.59, 95% CI 1.00-2.62; SHR: HR 1.67, 95% CI 1.03-2.70). Patients with both the highest the TyG index and the highest SHR demonstrated the highest risk of 360-day mortality (HR 1.72, 95% CI 1.08-2.72). The ROC also confirmed the TyG index-SHR combination had more robust predictive power for 360-day mortality among septic patients with NOAF than the TyG index and SHR itself (p < 0.05). The random forest model validated that the predictive capability was significantly enhanced with the integration of the TyG index and SHR.
conclusionThe TyG index and SHR were associated with the incidence of in-hospital NOAF during sepsis, although their predictive powers were limited. In septic patients with in-hospital NOAF, high levels of the TyG index and SHR were significantly associated with increased 360-day mortality risks, with their combination demonstrating superior predictive power. Joint assessments of the TyG index and SHR could help identify individuals at high risks of mortality post-discharge, enabling clinicians to prioritize follow-up care and improve patient management.
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