# External validation of a nomogram for predicting tubulointerstitial lesions in IgA nephropathy: a cross-regional study in China

**Authors:** Xinyu Wang, Litian Pu, Lu Song, Jian Xu, Hu Meng, Meng Yang, Yan Xu, Qiao Wang, Lijuan Sun, Feifei Liu, Yaling Yu, Yaxi Zhao, Ying Shen, Qinyuan Deng

PMC · DOI: 10.1016/j.clinsp.2026.100860 · Clinics · 2026-02-19

## TL;DR

A tool for predicting kidney damage in IgA Nephropathy was validated across regions in China and showed consistent performance, especially at high altitudes.

## Contribution

The study provides cross-regional validation of a predictive tool for IgA Nephropathy kidney lesions in China.

## Key findings

- The nomogram performed equally well using eGFRcr and eGFRcr-cys formulas.
- Predictive accuracy improved in high-altitude subgroups.
- The tool showed strong generalizability across regions.

## Abstract

•Cross-regional validation of IgAN tubulointerstitial lesion prediction nomogram in China.•eGFRcr and eGFRcr-cys perform equally, supporting use in low-resource settings.•High-altitude IgAN subgroup shows improved nomogram predictive performance.

Cross-regional validation of IgAN tubulointerstitial lesion prediction nomogram in China.

eGFRcr and eGFRcr-cys perform equally, supporting use in low-resource settings.

High-altitude IgAN subgroup shows improved nomogram predictive performance.

A diagnostic nomogram for predicting tubulointerstitial lesions (T1/2) in IgA Nephropathy (IgAN), developed in Guangzhou (GZ) using estimated Glomerular Filtration Rate (eGFR) and Urinary Protein Excretion (UPE), demonstrated high accuracy (AUC = 0.92) but lacked external validation.

The authors externally validated the nomogram in an independent cohort from Kunming (KM, n = 387; median altitude: 1,891 m), including a high-altitude subgroup (> 2,000 m, n = 155). Model performance was evaluated using Receiver Operating Characteristic (ROC) curves, calibration plots, and Decision Curve Analysis (DCA). Both creatinine-based eGFR (eGFRcr) and Creatinine-Cystatin C-based eGFR (eGFRcr-cys), each combined with UPE, were assessed.

The nomogram achieved nearly identical AUCs of 0.80 in the overall KM cohort for both eGFRcr-UPE (95% CI: 0.75–0.85) and eGFRcr-cys-UPE (95% CI: 0.74–0.85), demonstrating strong generalizability across eGFR formulas. In the high-altitude subgroup, performance significantly improved (AUC = 0.89; 95% CI: 0.83–0.95) for both models.

External validation demonstrates that the nomogram combining eGFR and UPE is feasible for non-invasive prediction of T1/2 lesions, with comparable performance between eGFRcr and eGFRcr-cys. The improved accuracy observed at high altitude suggests altitude-related influences that merit further study. Prospective studies are needed to determine its prognostic value for clinical outcomes such as CKD progression and treatment response.

## Linked entities

- **Diseases:** IgA Nephropathy (MONDO:0005342)

## Full-text entities

- **Genes:** CST3 (cystatin C) [NCBI Gene 1471] {aka ADLDWA, ARMD11, HEL-S-2}, LOC102723407 (immunoglobulin heavy variable 4-38-2-like) [NCBI Gene 102723407] {aka IGHV4, IGHV4-30, IGHV4-38-2, IGHV4-39, IGHV4-b, IGVH4-39}, ALB (albumin) [NCBI Gene 213] {aka FDAHT, HSA, PRO0883, PRO0903, PRO1341}
- **Diseases:** nephrotic (MESH:D009404), hypertension (MESH:D006973), malnourished (MESH:D044342), fibrosis (MESH:D005355), glomerulonephritis (MESH:D005921), inflammation (MESH:D007249), CKD-EPI (MESH:D051436), Tubular atrophy (MESH:D001284), purpura nephritis (MESH:D019867), renal tubular atrophy (MESH:D000141), ESRD (MESH:D007676), Oxford T lesions (MESH:D001260), tubular injury (MESH:D000230), interstitial (MESH:D065167), CKD (MESH:D012080), /2 lesions (OMIM:608391), interstitial lesions (MESH:D017563), glomerular disease (MESH:D007674), obesity (MESH:D009765), tubulointerstitial injury (MESH:D009395), Segmental glomerulosclerosis (MESH:C538457), hypoxia (MESH:D000860), muscle mass (MESH:C536030), Systemic lupus erythematosus (MESH:D008180), Endothelial cell hyperplasia (MESH:D006965), proteinuria (MESH:D011507), IgA Nephropathy (MESH:D005922), T1/2 (MESH:C538397), Renal tubulointerstitial lesions (OMIM:162000), renal (MESH:D006030)
- **Chemicals:** oxygen (MESH:D010100), UPE (-), Creatinine (MESH:D003404)
- **Species:** Homo sapiens (human, species) [taxon 9606], Hepatitis B virus (no rank) [taxon 10407]
- **Cell lines:** KHLL2025 — Homo sapiens (Human), Finite cell line (CVCL_V825)

## Full text

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## Figures

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## References

35 references — full list in the complete paper: https://tomesphere.com/paper/PMC12933437/full.md

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Source: https://tomesphere.com/paper/PMC12933437