ArticleCardiovascular diabetology2023
Association between the triglyceride glucose (TyG) index and the risk of acute kidney injury in critically ill patients with heart failure: analysis of the MIMIC-IV database.
Article in Cardiovascular diabetology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 107 papers, 2 of them syntheses that pooled it.
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Who cites it
107 citing papers in PubMed, 2 syntheses or guidelines pooled it, 109 citations in OpenAlex.
- Association between triglyceride glucose index and risk of acute kidney injury in critically ill patients: a systematic review and meta-analysis.Frontiers in endocrinology · 2026Pooled it
- Triglyceride-glucose index and the prognosis of patients with heart failure: A meta-analysis.Biomolecules & biomedicine · 2025Pooled it
- Predicting 30-day readmission after heart failure hospitalization using interpretable machine learning: evidence from a 20-year population-based rural registry.Medical & biological engineering & computing · 2026Article
- Association between Modified Cardiometabolic Index and rheumatoid arthritis: the mediating role of phenotypic age acceleration.Clinical rheumatology · 2026Article
- Systemic immune-inflammation index as a risk factor for acute kidney injury in patients with neonatal jaundice.Translational pediatrics · 2026Article
- Diabetes-TyG interaction and mortality in critical cerebrovascular disease: a retrospective cohort study.Scientific reports · 2026Article
- Joint association of Insulin resistance and frailty index with incident ASCVD and MACE in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3: a multi-cohort study.Cardiovascular diabetology · 2026Observational
- Estimated glucose disposal rate (eGDR) predicts rehospitalization & death in acute decompensated heart failure in the elderly.Heart and vessels · 2026Article
- Correlation between surrogate indicators of insulin resistance and all-cause mortality in patients with severe hemorrhagic stroke: a multicenter retrospective cohort study in the United States.Cardiovascular diabetology · 2026Article
- Differential associations between novel triglyceride-glucose-obesity indices and incident stroke in individuals with early-stage cardiovascular-kidney-metabolic syndrome: a longitudinal cohort study.Cardiovascular diabetology · 2026Article
- Triglyceride-Glucose Index and Acute Kidney Injury: A Systematic Review and Meta-Analysis.Journal of clinical medicine · 2026Review
- Association between triglyceride-glucose index and vascular dementia in ICU patients with cerebrovascular disease: a retrospective study based on the MIMIC-IV database.BMC neurology · 2026Article
- Biomarker-Based Diagnosis and Risk Stratification in Sepsis-Associated Acute Kidney Injury: From Molecular Mechanisms to Multimarker Panels.Diagnostics (Basel, Switzerland) · 2026Review
- Association of various insulin resistance surrogate markers with mortality risk in critically ill patients with ischemic stroke: a retrospective cohort study.Cardiovascular diabetology · 2026Article
- Real-time monitoring of in-hospital mortality risk in intensive care units heart failure patients using an extreme gradient boosting model.Journal of geriatric cardiology : JGC · 2026Article
- The joint association of the combined triglyceride-glucose index and atherogenic index of plasma with hypertension on stroke risk across different glycemic status: a prospective cohort study.Cardiovascular diabetology · 2026Article
- Inflammation mediates the association between the triglyceride-glucose index and non-target lesions progression after PCI: a cohort study.Lipids in health and disease · 2026Article
- Metabolic phenotyping of sepsis in large multicenter cohorts: identification of a reproducible high-risk subgroup.Lipids in health and disease · 2026Article
- Triglyceride-glucose body mass index and risk of incident venous thromboembolism: a prospective cohort study from the UK Biobank.European journal of medical research · 2026Article
- Sex-specific mediating role of serum uric acid in the association between dietary diversity and muscle strength in urban community-dwelling older adults.Frontiers in public health · 2026Article
47 more citing papers are in PubMed but not listed here.
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Authors and funding
4 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundInsulin resistance (IR) can be effectively assessed using the dependable surrogate biomarker triglyceride-glucose (TyG) index. In various critical care contexts, like contrast-induced acute kidney injury (AKI), an elevated TyG index has demonstrated a robust correlation with the incidence of AKI. Nonetheless, the potential of the TyG index to predict AKI in critically ill patients with heart failure (HF) remains uncertain.
methodsA cohort of participants was non-consecutively selected from the Medical Information Mart for Intensive Care IV (MIMIC-IV) database and divided into quartiles based on their TyG index values. The incidence of AKI was the primary outcome. The secondary endpoint was in-hospital mortality within both the whole study population and the subset of AKI patients. The use of the renal replacement therapy (RRT) which represented the progression of AKI severity was also included as a secondary endpoint representing renal outcome. A restricted cubic splines model and Cox proportional hazards models were utilized to evaluate the association of TyG index with the risk of AKI in patients with HF in a critical condition. Kaplan-Meier survival analysis was employed to estimate primary and secondary endpoint disparities across groups differentiated by their TyG index.
resultsThis study included a total of 1,393 patients, with 59% being male. The incidence of AKI was 82.8%. Cox proportional hazards analyses revealed a significant association between TyG index and the incidence of AKI in critically ill patients with HF. The restricted cubic splines model illustrated the linear relationship between higher TyG index and increased risk of AKI in this specific patient population. Furthermore, the Kaplan-Meier survival analyses unveiled statistically significant differences in the use of RRT across the subset of AKI patients based on the quartiles of the TyG index.
conclusionsThe results highlight the TyG index as a robust and independent predictor of the incidence of AKI and poor renal outcome in patients with HF in a critical condition. However, further confirmation of causality necessitates larger prospective studies.
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