Evidence map›Paper›PMID 40751266›Full record

ArticleNutrition & metabolism2025

Exploring the impact of physical activity and micronutrients on diabetic nephropathy: a subtype-specific genetic correlation and Mendelian randomization study.

Fang Li, Linlin Dang, Yanli Wang, Jianmin Cao

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Article in Nutrition & metabolism, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Fang LiCollege of Physical Education, Henan Normal University, Xinxiang, 453007, China. lifang200621@163.com.
Linlin DangSchool of Physical Education, Henan Institute of Science and Technology, Xinxiang, 453003, China.
Yanli WangCollege of Physical Education, Henan Normal University, Xinxiang, 453007, China.
Jianmin CaoSchool of Sport Science, Beijing Sport University, Beijing, 100084, China. bsucaojianmin@aliyun.com.

Funding

Henan scientific and technological research projects 242102310137
6 · The paper itself

Abstract

backgroundPhysical activity and micronutrient intake, including supplementation, have individually and synergistically shown potential benefits against diabetic nephropathy (DN), yet causality remains uncertain.

methodsThis study conducted a Mendelian randomization (MR) study using summary-level data from large-scale genome-wide association studies (GWAS) involving 15 micronutrients grouped into four categories. Moderate-to-vigorous physical activity (MVPA) represented physical activity, whereas leisure screen time (LST) served as an indicator of sedentary behavior. Data for type 1 diabetes mellitus (T1DM) and type 2 diabetes mellitus (T2DM) with DN were sourced from the FinnGen consortium. Univariable MR analyses identified causal relationships, linkage disequilibrium score (LDSC) regression evaluated genetic correlations, and multivariable MR adjusted for 18 confounders. Mediation MR analyses explored potential mediating pathways. The primary analytical methods included inverse variance weighted (IVW) and Wald ratio estimation. Statistical rigor included variant pruning, Steiger tests for directional validity, and RadialMR to mitigate pleiotropy.

resultsAfter false discovery rate correction, genetically predicted MVPA significantly reduced T1DM-associated DN risk [odds ratio (OR) = 0.294, 95% CI: 0.120-0.724, P

conclusionThis MR analysis confirms physical activity reduces DN risk in T1DM patients, partially through BMI-mediated mechanisms, and highlights vitamin E's protective potential in managing T2DM-related DN. These findings underline the clinical relevance of lifestyle modifications and dietary supplementation in DN prevention strategies.

Indexed as

Causal associationDiabetic nephropathyMendelian randomizationMicronutrientsPhysical activitySedentary behavior

Identifiers

PMID40751266
PMCPMC12317581

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.