Triglyceride–glucose index‑integrated nomogram for six‑month outcomes after acute ST-elevation myocardial infarction

Risk stratification after ST‑elevation myocardial infarction (STEMI) treated with percutaneous coronary intervention (PCI) remains challenging, particularly for identifying residual risk beyond established clinical scores. The triglyceride–glucose (TyG) index, a surrogate marker of insulin resistance, may provide additional prognostic information. To develop and internally validate a TyG‑integrated nomogram for 6‑month major adverse cardiovascular events (MACE) after index hospital admission in STEMI patients undergoing PCI. In this single‑centre ambispective cohort, 169 consecutive STEMI patients treated with primary PCI were enrolled. The primary endpoint was time to first MACE within 6 months after index hospital admission, defined as all‑cause death, non‑fatal myocardial infarction, target‑vessel revascularisation, hospitalisation for unstable angina or heart failure, or stroke/transient ischaemic attack. Candidate predictors were analysed using Cox regression with elastic‑net penalisation. The final model included TyG index, GRACE score, hemoglobin, and left ventricular ejection fraction (LVEF). Apparent and bootstrap optimism-corrected model performance were assessed. Thirty-nine of 169 patients (23.1%) experienced a first MACE within 6 months after index hospital admission. Compared with the TyG-excluded clinical model containing GRACE score, hemoglobin, and LVEF, addition of TyG improved global model fit (likelihood-ratio χ2 = 8.36, df = 1, p = 0.0038; Akaike information criterion, 314.6 to 308.3) and reclassification (integrated discrimination improvement, 0.038; continuous net reclassification improvement, 0.574), but did not improve apparent or optimism-corrected C-index discrimination. The full model had an apparent C-index of 0.859 (95% confidence interval, 0.799–0.920), an optimism-corrected C-index of 0.848, and an optimism-corrected calibration slope of 0.923. A nomogram combining the TyG index with GRACE score, hemoglobin, and LVEF was associated with improved global model fit and reclassification relative to a TyG-excluded clinical model, but did not improve C-index discrimination. External validation in larger, contemporary cohorts is needed before clinical implementation.

Authors

Institutions

Publication Details

Journal
Scientific Reports
Published
2026-09-13
DOI
https://doi.org/10.1038/s41598-026-71615-x
Primary Topic
Hyperglycemia and glycemic control in critically ill and hospitalized patients
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
article

Triglyceride–glucose index‑integrated nomogram for six‑month outcomes after acute ST-elevation myocardial infarction

Huy Duc Dinh, T. H. Hoang, Phuong Thi Ngoc Ha
Scientific Reports
Hyperglycemia and glycemic control in critically ill and hospitalized patients
article

Triglyceride–glucose index‑integrated nomogram for six‑month outcomes after acute ST-elevation myocardial infarction

Huy Duc Dinh, T. H. Hoang, Phuong Thi Ngoc Ha
article en

Abstract

Risk stratification after ST‑elevation myocardial infarction (STEMI) treated with percutaneous coronary intervention (PCI) remains challenging, particularly for identifying residual risk beyond established clinical scores. The triglyceride–glucose (TyG) index, a surrogate marker of insulin resistance, may provide additional prognostic information. To develop and internally validate a TyG‑integrated nomogram for 6‑month major adverse cardiovascular events (MACE) after index hospital admission in STEMI patients undergoing PCI. In this single‑centre ambispective cohort, 169 consecutive STEMI patients treated with primary PCI were enrolled. The primary endpoint was time to first MACE within 6 months after index hospital admission, defined as all‑cause death, non‑fatal myocardial infarction, target‑vessel revascularisation, hospitalisation for unstable angina or heart failure, or stroke/transient ischaemic attack. Candidate predictors were analysed using Cox regression with elastic‑net penalisation. The final model included TyG index, GRACE score, hemoglobin, and left ventricular ejection fraction (LVEF). Apparent and bootstrap optimism-corrected model performance were assessed. Thirty-nine of 169 patients (23.1%) experienced a first MACE within 6 months after index hospital admission. Compared with the TyG-excluded clinical model containing GRACE score, hemoglobin, and LVEF, addition of TyG improved global model fit (likelihood-ratio χ2 = 8.36, df = 1, p = 0.0038; Akaike information criterion, 314.6 to 308.3) and reclassification (integrated discrimination improvement, 0.038; continuous net reclassification improvement, 0.574), but did not improve apparent or optimism-corrected C-index discrimination. The full model had an apparent C-index of 0.859 (95% confidence interval, 0.799–0.920), an optimism-corrected C-index of 0.848, and an optimism-corrected calibration slope of 0.923. A nomogram combining the TyG index with GRACE score, hemoglobin, and LVEF was associated with improved global model fit and reclassification relative to a TyG-excluded clinical model, but did not improve C-index discrimination. External validation in larger, contemporary cohorts is needed before clinical implementation.

Scientific Reports
Pham Ngoc Thach University of Medicine (VN), Viet Duc Hospital (VN)
Zero hunger
Openalex Percentile: Top 11%
Hyperglycemia and glycemic control in critically ill and hospitalized patients
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.