# Predicting sight-threatening diabetic retinopathy using the combination of serum cystatin C and indirect bilirubin

**Authors:** Yujie Yan, Lulu Song, Yangyang Xu, Shancheng Si

PMC · DOI: 10.3389/fendo.2026.1751821 · 2026-03-19

## TL;DR

This study shows that combining two blood markers can help predict severe eye disease in type 2 diabetes patients.

## Contribution

The study introduces a novel combination of serum cystatin C and indirect bilirubin for predicting sight-threatening diabetic retinopathy.

## Key findings

- STDR patients had significantly higher cystatin C and lower indirect bilirubin levels compared to non-STDR patients.
- Combining cystatin C and indirect bilirubin achieved high sensitivity (80.6%) or specificity (94.9%) for predicting STDR.
- Cystatin C alone had an AUROC of 0.737, while indirect bilirubin had an AUROC of 0.667 for predicting STDR.

## Abstract

To evaluate the predictive value of serum cystatin C and indirect bilirubin (IBIL), both individually and in combination, for sight-threatening diabetic retinopathy (STDR) in type 2 diabetes mellitus (T2DM).

Retrospective cross-sectional study. Comprehensive demographic, clinical, and laboratory data were collected. Statistical analyses included between-group comparisons, univariable and multivariable logistic regression, and receiver operating characteristic (ROC) curve analysis. Patients were stratified into cystatin C tertiles to examine dose-response relationships.

151 T2DM patients (79 non-STDR, 72 STDR) recruited from two clinical centers. STDR patients showed significantly higher cystatin C (1.10 [0.91, 1.31] vs. 0.88 [0.80, 1.01] mg/L, P < 0.001) and lower IBIL levels (6.90 ± 3.89 vs. 9.72 ± 4.98 μmol/L, P < 0.001). Multivariable analysis confirmed cystatin C (OR = 1.342 per 0.1 mg/L increase, 95% CI 1.111-1.621, P = 0.002) and IBIL (OR = 1.139 per μmol/L decrease, 95% CI 1.031-1.259, P = 0.011) as independent STDR predictors. The highest cystatin C tertile had 7.576-fold increased STDR odds (95% CI 2.560-22.419, P < 0.001). ROC analysis showed cystatin C (>1.025 mg/L) predicted STDR with area under the receiver operating characteristic curve (AUROC)=0.737, while IBIL (<6.09 μmol/L) had AUROC = 0.667. Combination strategies provided flexible performance: “OR” rule (either high cystatin C or low IBIL) achieved 80.6% sensitivity, while “AND” rule (both high cystatin C and low IBIL) reached 94.9% specificity.

Serum cystatin C and IBIL are independent predictors of STDR in T2DM. Their combination offers a flexible screening approach—achieving either high sensitivity or high specificity—providing a practical tool for risk stratification and early detection of STDR.

## Linked entities

- **Diseases:** diabetic retinopathy (MONDO:0005266), type 2 diabetes mellitus (MONDO:0005148)

## Full-text entities

- **Genes:** CST3 (cystatin C) [NCBI Gene 1471] {aka ADLDWA, ARMD11, HEL-S-2}
- **Diseases:** T2DM (MESH:D003924), STDR (MESH:D003930)
- **Chemicals:** IBIL (-), bilirubin (MESH:D001663)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

2 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13043394/full.md

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Source: https://tomesphere.com/paper/PMC13043394