Triglyceride–Glucose Index and Acute Kidney Injury: A Systematic Review and Meta-Analysis

Background: The triglyceride–glucose (TyG) index, a surrogate marker of insulin resistance, has been increasingly associated with adverse cardiometabolic outcomes. However, its relationship with acute kidney injury (AKI) across clinical settings has not been comprehensively synthesized. We performed a systematic review and meta-analysis to evaluate the association between the TyG index and AKI risk. Methods: PubMed, Embase, and Web of Science were searched through February 2026 for observational studies reporting adjusted associations between TyG and AKI. Random-effects models were used to pool categorical and continuous effect estimates. Dose–response analyses and subgroup assessments were conducted to explore consistency. Diagnostic performance was summarized when available. Results: Thirty studies involving 518,677 participants were included. Compared with the lowest-TyG category, the highest-TyG category was associated with significantly increased AKI risk (pooled OR = 1.95, 95% CI 1.66–2.28; I2 = 72.7%). Associations were most consistently observed in cardiovascular disease cohorts (pooled OR = 1.86, 95% CI 1.44–2.40) and remained directionally similar across other clinical settings without significant subgroup interactions. Each 1-unit increment in TyG index was associated with higher AKI risk (OR = 1.48, 95% CI 1.30–1.69), and time-to-event analyses yielded concordant results (HR = 1.38, 95% CI 1.14–1.65). A significant non-linear dose–response association was observed (p < 0.001). The TyG index showed moderate discrimination (AUC = 0.74), with findings remaining robust in sensitivity analyses. Conclusions: Current evidence supports TyG primarily as a complementary metabolic risk marker rather than a substitute for established AKI diagnostic or prediction tools. TyG may serve as a practical marker for metabolic risk stratification in patients at risk of AKI.

Authors

Institutions

Publication Details

Journal
Journal of Clinical Medicine
Published
2026-04-29
DOI
https://doi.org/10.3390/jcm15093390
Primary Topic
Acute Kidney Injury Research
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Triglyceride–Glucose Index and Acute Kidney Injury: A Systematic Review and Meta-Analysis

Zhi Wan, Meiling Ge, Yan-Wu Yang, Li Gong et al.
Journal of Clinical Medicine
Acute Kidney Injury Research
article

Triglyceride–Glucose Index and Acute Kidney Injury: A Systematic Review and Meta-Analysis

Zhi Wan, Meiling Ge, Yan-Wu Yang, Li Gong, Jing Yu
article en

Abstract

Background: The triglyceride–glucose (TyG) index, a surrogate marker of insulin resistance, has been increasingly associated with adverse cardiometabolic outcomes. However, its relationship with acute kidney injury (AKI) across clinical settings has not been comprehensively synthesized. We performed a systematic review and meta-analysis to evaluate the association between the TyG index and AKI risk. Methods: PubMed, Embase, and Web of Science were searched through February 2026 for observational studies reporting adjusted associations between TyG and AKI. Random-effects models were used to pool categorical and continuous effect estimates. Dose–response analyses and subgroup assessments were conducted to explore consistency. Diagnostic performance was summarized when available. Results: Thirty studies involving 518,677 participants were included. Compared with the lowest-TyG category, the highest-TyG category was associated with significantly increased AKI risk (pooled OR = 1.95, 95% CI 1.66–2.28; I2 = 72.7%). Associations were most consistently observed in cardiovascular disease cohorts (pooled OR = 1.86, 95% CI 1.44–2.40) and remained directionally similar across other clinical settings without significant subgroup interactions. Each 1-unit increment in TyG index was associated with higher AKI risk (OR = 1.48, 95% CI 1.30–1.69), and time-to-event analyses yielded concordant results (HR = 1.38, 95% CI 1.14–1.65). A significant non-linear dose–response association was observed (p < 0.001). The TyG index showed moderate discrimination (AUC = 0.74), with findings remaining robust in sensitivity analyses. Conclusions: Current evidence supports TyG primarily as a complementary metabolic risk marker rather than a substitute for established AKI diagnostic or prediction tools. TyG may serve as a practical marker for metabolic risk stratification in patients at risk of AKI.

Journal of Clinical MedicineVol. 15(9)
Sichuan University (CN), West China Hospital of Sichuan University (CN), National Center for Geriatrics and Gerontology (JP)
National Natural Science Foundation of China, West China Hospital, Sichuan University
Peace, Justice and strong institutions
Openalex Percentile: Top 8%
Acute Kidney Injury Research
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.