Evidence map›Paper›PMID 39747165›Full record

ArticleScientific reports2025

Exploring the causal impact of body mass index on metabolic biomarkers and cholelithiasis risk: a Mendelian randomization analysis.

Feng Zhao, Yanjiang Yang, Wenwen Yang

Abstract read
In one paragraph

Article in Scientific reports, 2025. 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

3 authors.

Feng ZhaoThe First Hospital of Anhui University of Science & Technology (Huainan First People's Hospital), Huainan, 232000, Anhui Province, China.
Yanjiang YangDepartment of Rheumatology and Immunology, The people's Hospital of Qiandongnan Autonomous Prefecture, Kaili, 556000, Guizhou Province, China.
Wenwen YangThe First Clinical Medical College, Lanzhou University, Lanzhou, 730000, Gansu Province, China. 1243012256@qq.com.

Funding

2023 Annual Health research project of Anhui Health Commission AHWJ2023A100152023 Annual Medical Special Cultivation Project (Major Project H2) of Anhui University of Science and Technology YZ2023H2A006the Graduate Innovation Fund Project of Anhui University of Science and Technology Graduate Document [2022] No. 17
6 · The paper itself

Abstract

Obesity is a well-established risk factor for various diseases, but the mechanisms through which it influences disease development remain unclear. Using Mendelian randomization (MR) analysis, we examined the causal relationship between BMI, 249 metabolic traits, and cholelithiasis. BMI data were obtained from four sources, and cholelithiasis data were from two distinct datasets. We analyzed the direct effect of BMI on cholelithiasis and identified key metabolic mediators. BMI was found to be positively associated with the risk of cholelithiasis across all datasets analyzed. A total of 176 metabolites were identified to be significantly associated with BMI, including amino acids, cholesterol esters, free cholesterol, triglycerides, and phospholipids. Among these, 49 metabolites were identified as mediators in the BMI-cholelithiasis relationship. Specifically, fatty acid levels, cholesteryl esters, phospholipids, triglycerides, and free cholesterol were key mediators in this relationship, with mediation proportions ranging from - 2.38-7.14%. This study provides robust evidence that BMI significantly impacts metabolic biomarkers, which in turn affect the risk of cholelithiasis. These findings highlight the importance of managing BMI to mitigate metabolic dysfunction and reduce the risk of gallstone formation. Future research should explore the specific metabolic pathways involved to identify potential therapeutic targets.

Indexed as

BiomarkersBody Mass IndexCholelithiasisMendelian Randomization AnalysisHumansObesityRisk FactorsBiomarkersBody Mass IndexCholelithiasisMendelian RandomizationMetabolic Biomarkers

Identifiers

PMID39747165
PMCPMC11697197

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.