Evidence mapPaperPMID 40629634Full record

ArticleMedicine2025

Causal associations of single anthropometric measures and body shape with nonalcoholic fatty liver disease: A Mendelian randomization study.

Chunxia Zhai, Xiaorong Ding, Anqi Huang, Yang Ge, Fan Yang, Yi Ding

Abstract read
In one paragraph

Article in Medicine, 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

6 authors.

Chunxia ZhaiDepartment of Public Health, Affiliated Nantong Hospital of Shanghai University (The Sixth People's Hospital of Nantong), Nantong, Jiangsu, China.ORCID 0009-0005-3969-4331
Xiaorong Ding
Anqi Huang
Yang Ge
Fan Yang

Funding

Jiangsu Province 2023 Preventive Medicine Topic Guidance Project Y12023023Jiangsu Province occupational health research project JSZJ20241103Mandatory general project of Nantong Health Commission MS2023088
6 · The paper itself

Abstract

The associations between anthropometric measures and nonalcoholic fatty liver disease (NAFLD) risk have been investigated in observational studies, but results were inconsistent. This study conducted the first large-scale Mendelian randomization (MR) analyses to explore causal associations of single anthropometric measures and body shape derived from principal component analysis with the risk of NAFLD. This study utilized two-sample MR with genome-wide association study data from Europeans to investigate the causal relationship between anthropometric measures, body shape, and NAFLD. Body shape is defined by principal component analysis taken from 6 anthropometric measures (body mass index [BMI], weight, height, waist circumference [WC], hip circumference [HC], and waist-to-hip ratio [WHR]). Instrumental variables were single-nucleotide polymorphisms with P < 5 × 10-8, and data harmonization was performed. To assess result robustness, sensitivity analyses (MR-Egger, weighted median, leave-one-out analysis), and outlier detection (Mendelian Randomization Pleiotropy Residual Sum and Outlier) were conducted, alongside heterogeneity evaluation (Cochran Q test). Scatter and funnel plots were utilized to assess the exposure-outcome relationship and causal estimate consistency. The results of inverse-variance weighted analyses demonstrated that BMI (OR = 1.547, 95 CI% = 1.215-1.972, P < .001), weight (OR = 1.461, 95 CI% = 1.247-1.711, P < .001), WC (OR = 1.365, 95 CI% = 1.012-1.842, P = .042), HC (OR = 1.453, 95 CI% = 1.122-1.882, P = .005), WHR (OR = 2.765, 95 CI% = 1.931-3.957, P < .001), and WHR adjusted for BMI (OR = 2.226, 95 CI% = 1.639-3.024, P < .001) were positively related to NAFLD risk. In terms of body shape, the results of inverse-variance weighted (OR = 0.934, 95 CI% = 0.900-0.970, P < .001) and MR-Egger (OR = 0.890, 95 CI% = 0.810-0.978, P = .016) showed that PC3 (a tall, centrally obese body shape) was negatively associated with NAFLD. This study indicated that BMI, weight, WC, and HC were positively associated with NAFLD risk. WHR adjusted for BMI may be a more reliable predictor of NAFLD risk than WHR. A body shape related to tall individuals with centrally obese was inversely associated with NAFLD risk.

Indexed as

AnthropometryNon-alcoholic Fatty Liver DiseaseAdultBody Mass IndexFemaleGenome-Wide Association StudyHumansMaleMendelian Randomization AnalysisMiddle AgedPolymorphism, Single NucleotideRisk FactorsWaist CircumferenceWaist-Hip Ratiobody shapecausal inferenceMendelian randomizationnonalcoholic fatty liver diseasesingle anthropometric measures

Identifiers

PMID40629634
PMCPMC12237311

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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 Socratic graph.