Evidence map›Paper›PMID 41287864›Full record

ArticleInternational journal of surgery (London, England)2026

Using human genetics to understand the epidemiological association between child obesity at different ages and MASLD.

Qiaoyue Ge, Lu Zhang, Jiarui Cai, Zeyuan Sun, Chuan Yu, Zhenmi Liu, Chenghan Xiao

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Article in International journal of surgery (London, England), 2026. 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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5 · Who and what money

Authors and funding

7 authors.

Qiaoyue GeDepartment of Maternal and Child Health, West China School of Public Health and West China Fourth Hospital, Sichuan University, Sichuan, Chengdu, China.
Lu ZhangDepartment of Maternal and Child Health, West China School of Public Health and West China Fourth Hospital, Sichuan University, Sichuan, Chengdu, China.
Jiarui CaiDepartment of Maternal and Child Health, West China School of Public Health and West China Fourth Hospital, Sichuan University, Sichuan, Chengdu, China.
Zeyuan SunDepartment of Child and Adolescent Psychiatry, School of Academic Psychiatry, Institute of Psychiatry, Psychology and Neuroscience, King's College, London, UK.
Chuan YuDepartment of Maternal and Child Health, West China School of Public Health and West China Fourth Hospital, Sichuan University, Sichuan, Chengdu, China.
Zhenmi LiuDepartment of Maternal and Child Health, West China School of Public Health and West China Fourth Hospital, Sichuan University, Sichuan, Chengdu, China.ORCID 0000-0001-7062-3607
Chenghan XiaoMedical Laboratory Center, Hainan Affiliated Hospital of Hainan Medical University/Hainan General Hospital, Haikou, Hainan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundWhile the relationship between adult obesity and metabolic dysfunction-associated steatotic liver disease (MASLD) is well established, the impact of childhood obesity remains unclear. We aimed to comprehensively characterize the causal effect and genetic relationships of child obesity-related exposures at different ages and MASLD.

methodsUsing summary statistics from large-scale genome-wide association studies of child obesity-related traits and MASLD in European-ancestry populations, we performed linkage disequilibrium score regression and SUPERGNOVA to quantify overall and local genetic correlations, respectively. Univariable Mendelian randomization (UVMR) analysis infers causal relationships. Genomic structural equation modeling (GenomicSEM) and multivariable Mendelian randomization (MVMR) estimated independent genetic correlations and causal effects of each obesity-related trait on MASLD. A two-step Mendelian randomization analysis investigated the mediating pathway from childhood obesity to MASLD through adult obesity.

resultWe observed a positive genetic correlation between BMI at age 5 years and MASLD ( = 0.45, P -value = 0.01), and a similar correlation for BMI at age 7 ( = 0.44, P -value = 0.044). A significant negative genetic correlation was identified between birth weight and MASLD ( = -0.23, P -value = 4.4 × 10 -8 ). UVMR indicated increased MASLD risk was associated with overall obesity (OR ivw = 1.40, 95% CI = 1.22-1.62) and obesity at age 8 years (OR ivw = 1.34, 95% CI = 1.01-1.78). Birth weight had a protective effect (OR ivw = 0.69, 95% CI = 0.61-0.78). The birth weight effect estimate attenuated to null after collectively adjusting for lifestyle factors in MVMR (OR = 1.05, 95% CI = 0.98-1.12). Mediation analysis showed that this masking effect was mediated by adult obesity.

conclusionThese findings suggest that the association between childhood obesity at different ages and MASLD may differ, indicating a contribution of childhood obesity to MASLD risk and confirmed that sustained obesity into adulthood is the mediating pathway.

Indexed as

Pediatric ObesityAdolescentAdultAge FactorsBody Mass IndexChildChild, PreschoolFemaleGenetic Predisposition to DiseaseGenome-Wide Association StudyHumansMaleMendelian Randomization AnalysisRisk FactorsBMIcausal associationchild obesitydysfunction-associated steatotic liver diseasegenetic correlation

Identifiers

PMID41287864
PMCPMC12825547

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