Evidence map›Paper›PMID 40551184›Full record

ArticleNutrition & metabolism2025

Association of behavioral factors, liver function and NAFLD: Bayesian Mendelian randomization.

Lei Pu, Cheng Pu, Xiaoyan Zhang

Abstract read
In one paragraph

Article in Nutrition & metabolism, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

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4citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Nano-Enhanced Diets: Advancing Metabolic Dysfunction-Related Steatotic Liver Disease (MASLD) - A Review.Diabetes, metabolic syndrome and obesity : targets and therapy · 2025
    Review
4 · The record

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PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Lei Pu *The Key Laboratory of Adolescent Health Assessment and Exercise Intervention of the Ministry of Education, East China Normal University, 500 Dongchuan Road, Shanghai, 200241, P.R. China. puleiecnu@163.com.
Cheng Pu *School of Martial Arts, Shanghai University of Sport, Shanghai, 200438, P.R. China.
Xiaoyan ZhangThe Key Laboratory of Adolescent Health Assessment and Exercise Intervention of the Ministry of Education, East China Normal University, 500 Dongchuan Road, Shanghai, 200241, P.R. China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe causal associations between behavioral factors (BFs) and the risk of non-alcoholic fatty liver disease (NAFLD), and whether liver function mediates these associations, remain unclear. Therefore, this study aimed to assess these associations.

methodsWe performed two-sample Mendelian randomization (2SMR) and multivariable MR (MVMR) analysis using summary-level data to assess the associations between BFs and NAFLD. The linkage disequilibrium score regression (LDSC) was used for genetic correlation analysis. Additionally, we utilized NHANES database to assess dose-response relationships. Furthermore, we applied two-sample MVMR approach based on Bayesian model averaging (MR-BMA) to identify the most influential liver function index as a mediating factor, and performed mediation analysis.

results2SMR results showed that leisure screen time (ST, β = 0.414, P = 5.91e-6) and smoking initiation (SI, β = 0.164, P = 0.012) were associated with NAFLD risk with no reverse causality. LDSC supported these associations (SI: rg = 0.291, P = 1.04e-8; ST: 0.518, P = 5.41e-21). However, MVMR showed that only ST was independently associated with NAFLD (β = 0.334, P = 4.6e-5). There was a linear relationship between ST and NAFLD, and NAFLD risk increased significantly after 5 h of ST. Alanine transaminase level was the most influential index (ALT, MIP = 0.452) and mediated 54% of the ST-NAFLD association.

conclusionST is independently associated with an increased risk of NAFLD. It is recommended to avoid more than 5 h of ST per day. ALT is the most influential liver function index associated with NAFLD and mediates the ST-NAFLD association.

Indexed as

Behavioral factorsDose–responseLiver functionMendelian randomizationNon-alcoholic fatty liver disease

Identifiers

PMID40551184
PMCPMC12183915

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LicenceCC BY-NC-ND
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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.