Evidence map›Paper›PMID 41658516›Full record

ArticleFrontiers in endocrinology2026

The triglyceride-glucose index as an independent associate of severe tubulointerstitial fibrosis and a predictor of renal survival in IgA nephropathy.

Guijing Tang, Anni Wang, Xingyu Zhu, Danyan Yu, Hongyu Chen, Xue Jiang, Hong Liu

Abstract read
In one paragraph

Article in Frontiers in endocrinology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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0cells of the map it votes in
1citing papers in PubMed
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1 · What the graph read from it

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Guijing TangDepartment of Nephrology, Hangzhou Traditional Chinese Medicine (TCM) Hospital Affiliated to Zhejiang Chinese Medical University, Hangzhou, Zhejiang, China.
Anni WangDepartment of Nephrology, Hangzhou Traditional Chinese Medicine (TCM) Hospital Affiliated to Zhejiang Chinese Medical University, Hangzhou, Zhejiang, China.
Xingyu ZhuDepartment of Nephrology, Hangzhou Traditional Chinese Medicine (TCM) Hospital Affiliated to Zhejiang Chinese Medical University, Hangzhou, Zhejiang, China.
Danyan YuDepartment of Nephrology, Hangzhou Traditional Chinese Medicine (TCM) Hospital Affiliated to Zhejiang Chinese Medical University, Hangzhou, Zhejiang, China.
Hongyu ChenDepartment of Nephrology, Hangzhou Traditional Chinese Medicine (TCM) Hospital Affiliated to Zhejiang Chinese Medical University, Hangzhou, Zhejiang, China.
Xue JiangDepartment of Nephrology, Hangzhou Traditional Chinese Medicine (TCM) Hospital Affiliated to Zhejiang Chinese Medical University, Hangzhou, Zhejiang, China.
Hong LiuDepartment of Nephrology, Hangzhou Traditional Chinese Medicine (TCM) Hospital Affiliated to Zhejiang Chinese Medical University, Hangzhou, Zhejiang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: To investigate the association of the triglyceride-glucose (TyG) index with severe tubular atrophy/interstitial fibrosis (T2 lesions) and renal outcomes in patients with IgA nephropathy (IgAN). Methods: We retrospectively analyzed 1,791 biopsy-proven IgAN patients between October 2014 and September 2024. Receiver operating characteristic (ROC) curve analysis assessed TyG index performance for predicting T2 lesions. Multivariable logistic regression and restricted cubic spline (RCS) models were applied to assess the relationship between the TyG index and T2 lesions. Renal survival was evaluated using Kaplan-Meier analysis and Multivariable Cox regression analysis. Results: Among 1,791 enrolled IgAN patients, 122 (6.8%) exhibited T2 lesions. The TyG index showed predictive value for T2 lesions (AUC = 0.699, 95%CI: 0.656-0.741), with an optimal cut-off of 8.69 (specificity 64.5%, sensitivity 65.6%). After 1:1 PSM, the high-TyG group (>8.69) had a higher prevalence of severe tubulointerstitial lesions, elevated BMI, serum creatinine, 24-hour urinary protein, lower eGFR (all P < 0.001), and a higher incidence of the primary endpoint (P = 0.020). Multivariable logistic regression confirmed that a high TyG index (TyG>8.69) was independently associated with T2 lesions (OR = 2.365, 95% CI: 1.104-5.062, P = 0.027). RCS analysis indicated a linear dose-response relationship (P for overall<0.001;P for nonlinearity=0.082). Kaplan-Meier analysis showed significantly worse renal survival in the high-TyG group both before and after matching (log-rank=13.59, P<0.001 after matching). Multivariable Cox regression identified a high TyG index as an independent predictor of adverse renal outcomes (HR = 1.561, 95% CI: 1.046-2.330, P = 0.029). Conclusion: The TyG index is independently associated with severe tubulointerstitial damage and poor renal survival in IgAN, with a value >8.69 effectively identifying high-risk patients for progressive renal injury.

Indexed as

Blood GlucoseGlomerulonephritis, IGANephritis, InterstitialTriglyceridesAdultFemaleFibrosisHumansKidney TubulesMaleMiddle AgedPrognosisRetrospective StudiesROC CurveBlood GlucoseTriglyceridesIgA nephropathyinsulin resistanceprognosisrenal survivaltriglyceride-glucose (TyG) indextubular atrophy/interstitial fibrosis

Identifiers

PMID41658516
PMCPMC12875932

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.