Study on the Correlation Between GDF-15 Levels and a Diagnostic Model for Diabetic Retinopathy.

IF 3.4 3区 医学 Q2 ENDOCRINOLOGY & METABOLISM
Journal of Diabetes Research Pub Date : 2025-09-18 eCollection Date: 2025-01-01 DOI:10.1155/jdr/6959604
Xue-Nan Lian, Xian-Ling Zheng, Ming-Ming Zhu, Zong-Hu Li
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Abstract

Background and Purpose: Diabetic retinopathy (DR) is a chronic complication that affects approximately one-third of individuals with diabetes and represents a serious threat to vision. In recent years, increasing attention has been given to biomarkers and cytokines related to inflammation for their roles in disease mechanisms. This study is aimed at investigating the association between growth differentiation factor-15 (GDF-15) and the risk of DR in Handan, China, and developing a predictive model based on patients' clinical characteristics. Methods: Between January and July 2024, patients with Type 2 diabetes mellitus (T2DM) treated at Handan Central Hospital were enrolled and classified into two groups: 74 patients without DR (NDR) and 79 with DR. Stepwise regression was used to select variables, and a logistic regression model was constructed to predict the risk of DR. Additionally, 17 healthy individuals (control group, CG) were included to explore GDF-15 distribution across different populations. Results: Compared to the NDR group, patients with DR showed significantly lower levels of HB, ALB, CO2, and 2h-CP and considerably higher levels of DvT, UREA, HDL-C, ApoA-1, and GDF-15. A logistic regression model incorporating six key variables-ALB, ApoA-1, CO2, DvT, 2h-CP, and GDF-15-was developed, yielding an accuracy of 0.936 (95% CI: [0.786, 0.992]), which outperformed the model based solely on GDF-15. Comparison among the three groups showed that GDF-15 levels were highest in the DR group and increased progressively with diabetes severity. Conclusion: GDF-15 levels are significantly associated with the presence and progression of DR. The logistic regression model demonstrates high predictive value, suggesting that GDF-15 may serve as a promising biomarker for the early diagnosis and intervention of DR.

GDF-15水平与糖尿病视网膜病变诊断模型的相关性研究
背景和目的:糖尿病视网膜病变(DR)是一种慢性并发症,影响了大约三分之一的糖尿病患者,对视力构成严重威胁。近年来,人们越来越关注与炎症相关的生物标志物和细胞因子在疾病机制中的作用。本研究旨在调查中国邯郸地区生长分化因子-15 (GDF-15)与DR风险的关系,并基于患者的临床特征建立预测模型。方法:选取邯郸市中心医院于2024年1 - 7月收治的2型糖尿病(T2DM)患者,分为无DR (NDR)患者74例和DR (DR)患者79例,采用逐步回归筛选变量,构建logistic回归模型预测DR发生风险,同时选取17名健康人群(对照组,CG),探讨GDF-15在不同人群中的分布。结果:与NDR组相比,DR患者HB、ALB、CO2和2h-CP水平显著降低,DvT、尿素、HDL-C、ApoA-1和GDF-15水平显著升高。建立了包含alb、ApoA-1、CO2、DvT、2h-CP和GDF-15六个关键变量的logistic回归模型,准确率为0.936 (95% CI:[0.786, 0.992]),优于仅基于GDF-15的模型。三组比较显示,DR组的GDF-15水平最高,并随着糖尿病严重程度的增加而逐渐升高。结论:GDF-15水平与DR的存在和进展显著相关,logistic回归模型具有较高的预测价值,提示GDF-15可能作为DR早期诊断和干预的有前景的生物标志物。
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来源期刊
Journal of Diabetes Research
Journal of Diabetes Research ENDOCRINOLOGY & METABOLISM-MEDICINE, RESEARCH & EXPERIMENTAL
CiteScore
8.40
自引率
2.30%
发文量
152
审稿时长
14 weeks
期刊介绍: Journal of Diabetes Research is a peer-reviewed, Open Access journal that publishes research articles, review articles, and clinical studies related to type 1 and type 2 diabetes. The journal welcomes submissions focusing on the epidemiology, etiology, pathogenesis, management, and prevention of diabetes, as well as associated complications, such as diabetic retinopathy, neuropathy and nephropathy.
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