# Association between dietary multi-metal intake and the risk of diabetic retinopathy: a population-based study

**Authors:** Chaohua Zhang, Haiyang Peng, Qin Lang, Haoyu Fang, Keqin Zhang, Andong Zhao

PMC · DOI: 10.3389/fnut.2025.1595788 · Frontiers in Nutrition · 2025-06-19

## TL;DR

This study finds that higher dietary intake of metals, especially zinc, may lower the risk of diabetic retinopathy in adults with diabetes.

## Contribution

The study is the first to explore the combined effects of multiple dietary metals on diabetic retinopathy risk using advanced statistical models.

## Key findings

- Higher dietary zinc intake was associated with a 47% lower risk of diabetic retinopathy.
- Combined dietary metal intake was linked to a 21% lower risk of diabetic retinopathy.
- Zinc contributed the most to the protective effect against diabetic retinopathy.

## Abstract

To investigate the association between dietary metals intake and the risk of diabetic retinopathy (DR) in adults with diabetes.

Data from 2,822 U. S. adults with diabetes in National Health and Nutrition Examination Survey (NHANES) 2007–2016 were analyzed. Associations between the intake of six dietary metals and DR risk were assessed using multivariable logistic regression, Weighted Quantile Sum (WQS) regression, and Bayesian Kernel Machine Regression (BKMR). Restricted Cubic Spline (RCS) regression examined the dose–response relationship between intake of dietary metal and DR risk. Mediation analysis explored the underlying mechanisms.

Log10-transformed dietary Zinc (Zn) (OR = 0.53, 95% CI 0.35–0.80, p = 0.003) were negatively associated with the DR risk. WQS regression indicated that the combined effects of dietary metals intake were negatively associated with the risk of DR (OR = 0.79, 95% CI 0.61–0.97, p = 0.024), with Zn contributing the most to the reduced risk (36.4%). BKMR model suggested the negative association between the combined intake of 6 metals and DR risk, with Zn receiving the highest posterior inclusion probability (PIP) (0.8574).

In American adults with diabetes, elevated dietary metals intake, especially zinc, may be associated with a lower risk of DR.

## Linked entities

- **Diseases:** diabetic retinopathy (MONDO:0005266)

## Full-text entities

- **Diseases:** diabetes (MESH:D003920), DR (MESH:D003930)
- **Chemicals:** metal (MESH:D008670), Zinc (MESH:D015032), multi-metal (-)

## Full text

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## Figures

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## References

43 references — full list in the complete paper: https://tomesphere.com/paper/PMC12222288/full.md

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Source: https://tomesphere.com/paper/PMC12222288