# Factors associated with diabetic retinopathy among patients with diabetes in rural Guangxi, China: a multicenter cross-sectional study

**Authors:** Xiaomin Xian, Jingfeng Chen, Ziqiang Li, Qiuping Zheng, Xiaoxue Lei, Chaoqun Bai, Yanping Zhang, Guifen Fu

PMC · DOI: 10.3389/fendo.2026.1683063 · 2026-01-30

## TL;DR

This study finds that 22% of diabetic patients in rural China have retinopathy, with age, high blood sugar, and high triglycerides being key risk factors.

## Contribution

The study identifies specific risk factors for diabetic retinopathy in rural China using a large cross-sectional sample.

## Key findings

- The prevalence of diabetic retinopathy in rural Guangxi was 22.36%.
- Advanced age, higher HbA1c, and elevated triglycerides were significantly associated with DR.
- Healthcare providers should monitor older patients and those with poor metabolic control more closely.

## Abstract

The primary objective of this study was to estimate the prevalence of diabetic retinopathy (DR) among adult patients with diabetes in rural Guangxi. The secondary objective was to identify demographic, clinical, and psychosocial factors associated with DR. These findings could offer practical evidence for improving diabetes management in remote areas.

From January to July 2022, this population-based multicenter cross-sectional study employed a multi-stage stratified sampling method. Initially, five cities were randomly selected within the region. Next, three counties were randomly chosen from each city, totaling 15 counties. Data on sociodemographic characteristics, diabetes-related factors, and laboratory indicators were collected using questionnaires and clinical examinations. DR was assessed through dilated fundus examination or fundus photography. Multivariable logistic regression was performed to estimate adjusted odds ratios (ORs) and identify factors associated with DR.

A total of 2,178 patients with diabetes were included, comprising 1,204 males (55.28%) and 974 females (44.72%), with a mean age of 63.25 ± 12.71 years. The prevalence of DR among people living with diabetes in rural Guangxi was 22.36% (95% CI: 20.62%–24.10%). Multivariate logistic regression analysis revealed that advanced age (OR = 1.015, 95%CI: 1.001–1.029, P = 0.042), increased HbA1c levels (OR = 4.004, 95% CI: 3.435–4.666, P < 0.001), and elevated triglyceride levels (OR = 1.493, 95% CI: 1.267–1.758, P < 0.001) were significantly associated with the development of DR in patients with diabetes.

The prevalence of DR among people living with diabetes in rural Guangxi was 22.36%. This finding underscores the importance of healthcare providers closely monitoring older adults and patients with elevated HbA1c and triglyceride levels.

## Linked entities

- **Diseases:** diabetic retinopathy (MONDO:0005266), diabetes (MONDO:0005015)

## Full-text entities

- **Genes:** INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}
- **Diseases:** retinal microvascular disease (MESH:D012164), retinopathy (MESH:D058437), vitreous hemorrhage (MESH:D014823), dementia (MESH:D003704), type 1 diabetes (MESH:D003922), microaneurysms (MESH:D000071071), nephropathy (MESH:D007674), obesity (MESH:D009765), depression (MESH:D003866), gestational diabetes (MESH:D016640), Type 2 Diabetes (MESH:D003924), blindness (MESH:D001766), neuropathy (MESH:D009422), lipid (MESH:D011017), retinal detachment (MESH:D012163), metabolic disorder (MESH:D008659), neovascular glaucoma (MESH:D015355), diabetic nephropathy (MESH:D003928), visual field defects (MESH:D005128), Atherosclerosis (MESH:D050197), mitochondrial dysfunction (MESH:D028361), capillary abnormalities (OMIM:163000), vision impairment (MESH:D014786), dyslipidemia (MESH:D050171), diabetes-related complications (MESH:D048909), hypertension (MESH:D006973), hyperglycemia (MESH:D006943), hyperlipidemia (MESH:D006949), arterial disease (MESH:D002539), inflammatory (MESH:D007249), diabetic foot (MESH:D017719), insulin resistance (MESH:D007333), anxiety (MESH:D001007), DR (MESH:D003930), endothelial dysfunction (MESH:D014652), retinal capillary loss (MESH:D012173), Diabetes (MESH:D003920), diabetic macular edema (MESH:D008269), hypoglycemia (MESH:D007003), mental disorders (MESH:D001523), diabetic microvascular complications (OMIM:603933), impaired (MESH:D060825)
- **Chemicals:** Lipid (MESH:D008055), free fatty acids (MESH:D005230), blood glucose (MESH:D001786), cholesterol (MESH:D002784), creatinine (MESH:D003404), glucose (MESH:D005947), Alcohol (MESH:D000438), oxygen (MESH:D010100), TC (-), TG (MESH:D014280), uric acid (MESH:D014527)
- **Species:** Nicotiana tabacum (American tobacco, species) [taxon 4097], Homo sapiens (human, species) [taxon 9606]

## Figures

1 figure with captions in the complete paper: https://tomesphere.com/paper/PMC12961075/full.md

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Source: https://tomesphere.com/paper/PMC12961075