Evidence map›Paper›PMID 42163839›Full record

ArticleGut and liver2026

Muscle Mass as a Causal Factor in MASLD: Insights from a Genome-Wide Association Study and Bidirectional Mendelian Randomization Using Data from the Korean Genome and Epidemiology Study.

Kiook Baek, Jung Gil Park, Yu Rim Lee, Soo Young Park, Young Oh Kweon, Won Young Tak

Abstract read
In one paragraph

Article in Gut and liver, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

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

6 authors.

Kiook BaekDepartment of Preventive Medicine, Dongguk University College of Medicine, Gyeongju, Korea.ORCID 0000-0003-2822-8480
Jung Gil ParkDepartment of Internal Medicine, Yeungnam University College of Medicine, Daegu, Korea.ORCID 0000-0001-5472-4731
Yu Rim LeeDepartment of Internal Medicine, Kyungpook National University Chilgok Hospital, School of Medicine, Kyungpook National University, Daegu, Korea.ORCID 0000-0003-1916-1448
Soo Young ParkDepartment of Internal Medicine, Kyungpook National University Hospital, School of Medicine, Kyungpook National University, Daegu, Korea.ORCID 0000-0002-4944-4396
Young Oh KweonDepartment of Internal Medicine, Kyungpook National University Hospital, School of Medicine, Kyungpook National University, Daegu, Korea.ORCID 0000-0001-5708-7985
Won Young TakDepartment of Internal Medicine, Kyungpook National University Hospital, School of Medicine, Kyungpook National University, Daegu, Korea.ORCID 0000-0002-1914-5141

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background/Aims: Metabolic dysfunction-associated steatotic liver disease (MASLD) is an emerging global health concern due to its increasing prevalence and associated risk of severe complications. Although body composition, such as fat and muscle mass, has been linked to MASLD, evidence on the causality of this relationship remains limited. This study investigated the potential causal relationships between body composition and MASLD using epidemiological methods. Methods: Data from the Korean Genome and Epidemiology Study were analyzed. MASLD patients were defined according to the hepatic steatosis index (≥36) and the fibrosis 4 index (≥1.30); individuals with both of these values in normal ranges were considered nonpatients. Body composition was assessed according to fat mass, muscle mass, and the waist-to-hip ratio using bioelectrical impedance analysis. Genome-wide association studies were conducted to identify single-nucleotide polymorphisms (SNPs) linked to body composition and MASLD. These SNPs were then used as instrumental variables in bidirectional Mendelian randomization (MR) analysis to determine causality. Results: A total of 258 MASLD patients and 3,498 nonpatients were included. The MR analysis showed that individuals in the lowest tertile of muscle mass had a higher prevalence of MASLD than those in the 2nd and 3rd tertiles (odds ratio, 1.57; 95% confidence interval, 1.09 to 2.27; p=0.02), whereas the reverse causal effect of MASLD on muscle mass was not significant. No significant causal relationships were identified between fat mass or the waist-to-hip ratio and MASLD, although these analyses were limited by several statistical constraints, such as relatively low F-statistics and potential heterogeneity. Conclusions: The findings demonstrate that muscle mass exerts a causal effect on the prevalence of MASLD, suggesting that modulating muscle mass could serve as an effective strategy for managing the disease.

Indexed as

Body CompositionMuscle, SkeletalNon-alcoholic Fatty Liver DiseaseAdultFemaleGenome-Wide Association StudyHumansMaleMendelian Randomization AnalysisMiddle AgedPolymorphism, Single NucleotidePrevalenceRepublic of KoreaRisk FactorsWaist-Hip RatioBody compositionGenome-wide association studyMendelian randomization analysisMuscle, skeletalNon-alcoholic fatty liver disease

Identifiers

PMID42163839
PMCPMC13364752

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

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.