# Predictive value of the triglyceride-glucose index for adverse clinical outcomes in chronic kidney disease

**Authors:** Jeong-Yeun Lee, Su Jin Jeong, Jin Sug Kim, Kyung Hwan Jeong, Hyeon Seok Hwang

PMC · DOI: 10.3389/fendo.2025.1656800 · Frontiers in Endocrinology · 2026-01-21

## TL;DR

The triglyceride-glucose (TyG) index predicts cardiovascular events, kidney disease progression, and mortality in patients with chronic kidney disease.

## Contribution

The study demonstrates the TyG index as a novel predictor of adverse outcomes in chronic kidney disease patients.

## Key findings

- Higher TyG index levels correlate with increased risk of cardiovascular events in CKD patients.
- The TyG index is strongly associated with progression to end-stage kidney disease and all-cause mortality.
- The TyG index interacts with kidney function to influence risks of ESKD and mortality.

## Abstract

The triglyceride-glucose (TyG) index has been proposed as a reliable marker of insulin resistance. However, clinical significance of the TyG index in patients with chronic kidney disease (CKD) remains unclear.

A total of 47,592 individuals with CKD who underwent nationwide health examinations between 2012 and 2015 were enrolled. Patients were classified into four quartiles based on their TyG index levels. The association between the TyG index and cardiovascular (CV) events, progression to end-stage kidney disease (ESKD), and all-cause mortality was evaluated.

A higher TyG index was associated with an increased risk of CV events. Compared with patients in the lowest TyG index quartile, hazard ratios (HRs) and 95% confidence intervals (CIs) for CV events were 1.08 (1.00–1.17), 1.13 (1.04–1.22), and 1.39 (1.28–1.51) for the second, third, and fourth quartiles, respectively. The risk of progression to ESKD also increased with higher TyG quartiles, with adjusted HRs (95% CIs) of 1.22 (1.08–1.38), 1.35 (1.18–1.54), and 1.86 (1.65–2.10) across increasing TyG index quartiles. The risk of all-cause mortality was similarly elevated in patients in the highest TyG index quartile. Furthermore, the risks of ESKD progression and all-cause mortality across different levels of kidney function was more pronounced with increasing TyG index levels (all P for interaction< 0.001).

TyG index is a valuable predictor of CV event, progression to ESKD, and all-cause mortality in patients with CKD, and it significantly interacted with kidney function in relation to the risks of ESKD and mortality.

## Linked entities

- **Diseases:** chronic kidney disease (MONDO:0005300), end-stage kidney disease (MONDO:0004375)

## Full-text entities

- **Diseases:** CKD (MESH:D051436), ESKD (MESH:D007676), insulin resistance (MESH:D007333)
- **Chemicals:** TyG (-), glucose (MESH:D005947), triglyceride (MESH:D014280)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

27 references — full list in the complete paper: https://tomesphere.com/paper/PMC12867898/full.md

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Source: https://tomesphere.com/paper/PMC12867898