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

作者信息

Zhou Yucong, Liu Yahong, Wu Liang, Zhang Yucai, Wen Huixin, Hu Jiangwei, Huo Zhenxia, Ju Shuyuan, Sheng Ruizheng

机构信息

Department of Nephrology, The Second Affiliated Hospital of Xingtai Medical College, Xingtai City, China.

出版信息

Ren Fail. 2025 Dec;47(1):2468741. doi: 10.1080/0886022X.2025.2468741. Epub 2025 Feb 26.


DOI:10.1080/0886022X.2025.2468741
PMID:40012233
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11984328/
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 I. 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,  = 0.043) and increased DKD risk, while vegetable consumption (OR = 0.816,  = 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.

摘要
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/658c/11984328/7ac5cd59c359/IRNF_A_2468741_F0008_C.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/658c/11984328/904f76de0e92/IRNF_A_2468741_F0001_C.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/658c/11984328/f36ecb36e6b5/IRNF_A_2468741_F0002_C.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/658c/11984328/5848ab5a4fd4/IRNF_A_2468741_F0003_C.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/658c/11984328/58f26859795c/IRNF_A_2468741_F0004_C.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/658c/11984328/7b728c27ca91/IRNF_A_2468741_F0005_C.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/658c/11984328/2b9e5f905697/IRNF_A_2468741_F0006_C.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/658c/11984328/6d56e5333325/IRNF_A_2468741_F0007_C.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/658c/11984328/7ac5cd59c359/IRNF_A_2468741_F0008_C.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/658c/11984328/904f76de0e92/IRNF_A_2468741_F0001_C.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/658c/11984328/f36ecb36e6b5/IRNF_A_2468741_F0002_C.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/658c/11984328/5848ab5a4fd4/IRNF_A_2468741_F0003_C.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/658c/11984328/58f26859795c/IRNF_A_2468741_F0004_C.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/658c/11984328/7b728c27ca91/IRNF_A_2468741_F0005_C.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/658c/11984328/2b9e5f905697/IRNF_A_2468741_F0006_C.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/658c/11984328/6d56e5333325/IRNF_A_2468741_F0007_C.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/658c/11984328/7ac5cd59c359/IRNF_A_2468741_F0008_C.jpg

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引用本文的文献

[1]
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本文引用的文献

[1]
A practical guide for nephrologist peer reviewers: understanding and appraising Mendelian randomization studies.

Ren Fail. 2025-12

[2]
Association between RBC folate and diabetic nephropathy in Type2 diabetes mellitus patients: a cross-sectional study.

Sci Rep. 2024-10-21

[3]
Association between body fat variation rate and risk of diabetic nephropathy - a posthoc analysis based on ACCORD database.

BMC Public Health. 2024-10-14

[4]
Adherence of Plant-Based Dietary Index in Odds of Diabetic Nephropathy in Women: A Case-Control Study.

J Ren Nutr. 2025-1

[5]
Social Isolation, Loneliness, and Risk of Microvascular Complications Among Individuals With Type 2 Diabetes Mellitus.

Am J Kidney Dis. 2024-11

[6]
Association between dietary fiber intake and diabetic nephropathy among adult diabetes mellitus in the United States: A cross-sectional study.

Heliyon. 2024-4-23

[7]
Finerenone cardiovascular and kidney outcomes by age and sex: FIDELITY post hoc analysis of two phase 3, multicentre, double-blind trials.

BMJ Open. 2024-3-19

[8]
Association of weight-adjusted waist index and diabetic kidney disease in type 2 diabetes mellitus.

Endocr Connect. 2024-3-4

[9]
The correlation between serum uric acid and diabetic kidney disease in type 1 diabetes patients in Anhui, China.

BMC Nephrol. 2023-8-24

[10]
Guidelines and Recommendations for Laboratory Analysis in the Diagnosis and Management of Diabetes Mellitus.

Diabetes Care. 2023-10-1

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