Work

Causal insights into major risk factors for diabetic kidney disease: a comprehensive meta-analysis and Mendelian randomization study

Year: 2025
Type: article
Abstract: Background This study aims to identify major risk factors for diabetic kidney disease (DKD) and examine their causal relationships using meta-analysis and Mendelian randomization.Materials and Methods This study reviewed diabetic nephropathy literature up to September 2024, evaluating quality with NOS, AMSTAR 2, and JBI. It analyzed heterogeneity using the Baujat plot and leave-one-out method, and conducted meta-analysis with fixed- or random-effects models based on I2. Publication bias was assessed with a funnel plot and Egger’s test. Mendelian randomization using GWAS SNPs explored causal links through IVW, MR-Egger, weighted median, and weighted mode, while pleiotropy and heterogeneity were checked with the MR-Egger intercept and Cochran’s Q.Results Meta-analysis identified several significant risk factors for DKD, including hypertension (relative risk [RR] = 6.33), comorbidities (RR = 4.96), poor glycemic control (RR = 3.27), non-adherence to treatment (RR = 3.30), an unhealthy diet (RR = 5.96), physical inactivity (RR = 5.60), and hyperuricemia (RR = 5.24). MR analysis further confirmed a causal relationship between high carbohydrate intake (odds ratio [OR] = 1.393, p = 0.043) and increased DKD risk, while vegetable consumption (OR = 0.816, p = 0.011) was identified as a protective factor. These findings reinforce the critical role of dietary and lifestyle interventions in DKD prevention.Conclusions By integrating meta-analysis with Mendelian randomization, this study provides robust evidence linking modifiable risk factors, particularly dietary habits and lifestyle behaviors, to DKD development. The findings highlight the need for early preventive strategies targeting glycemic control, hypertension, and dietary modifications to mitigate DKD progression.
Authors: Yucong Zhou, Yahong Liu, Liang Wu, Yucai Zhang, Huixin Wen, Jiangwei Hu, Zhenxia Huo, Shuyuan Ju, Ruizheng Sheng
Language: English
Subfield: Nephrology
Field: Medicine
Open Access status: gold
Estimated APC paid: $2,306
OpenAlex ID: W4408005963
FWCI: 7.824
Cites: 46
Cited by: 13
Related to: 10