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

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...

Full description

Saved in:
Bibliographic Details
Main Authors: Feng Zhao, Yanjiang Yang, Wenwen Yang
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-024-83217-6
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1841559660933414912
author Feng Zhao
Yanjiang Yang
Wenwen Yang
author_facet Feng Zhao
Yanjiang Yang
Wenwen Yang
author_sort Feng Zhao
collection DOAJ
description 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.
format Article
id doaj-art-5ef91264407d43af8dbe3e85e70b47f1
institution Kabale University
issn 2045-2322
language English
publishDate 2025-01-01
publisher Nature Portfolio
record_format Article
series Scientific Reports
spelling doaj-art-5ef91264407d43af8dbe3e85e70b47f12025-01-05T12:17:56ZengNature PortfolioScientific Reports2045-23222025-01-0115113610.1038/s41598-024-83217-6Exploring the causal impact of body mass index on metabolic biomarkers and cholelithiasis risk: a Mendelian randomization analysisFeng Zhao0Yanjiang Yang1Wenwen Yang2The First Hospital of Anhui University of Science & Technology (Huainan First People’s Hospital)Department of Rheumatology and Immunology, The people’s Hospital of Qiandongnan Autonomous PrefectureThe First Clinical Medical College, Lanzhou UniversityAbstract 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.https://doi.org/10.1038/s41598-024-83217-6Body Mass IndexMetabolic BiomarkersCholelithiasisMendelian Randomization
spellingShingle Feng Zhao
Yanjiang Yang
Wenwen Yang
Exploring the causal impact of body mass index on metabolic biomarkers and cholelithiasis risk: a Mendelian randomization analysis
Scientific Reports
Body Mass Index
Metabolic Biomarkers
Cholelithiasis
Mendelian Randomization
title Exploring the causal impact of body mass index on metabolic biomarkers and cholelithiasis risk: a Mendelian randomization analysis
title_full Exploring the causal impact of body mass index on metabolic biomarkers and cholelithiasis risk: a Mendelian randomization analysis
title_fullStr Exploring the causal impact of body mass index on metabolic biomarkers and cholelithiasis risk: a Mendelian randomization analysis
title_full_unstemmed Exploring the causal impact of body mass index on metabolic biomarkers and cholelithiasis risk: a Mendelian randomization analysis
title_short Exploring the causal impact of body mass index on metabolic biomarkers and cholelithiasis risk: a Mendelian randomization analysis
title_sort exploring the causal impact of body mass index on metabolic biomarkers and cholelithiasis risk a mendelian randomization analysis
topic Body Mass Index
Metabolic Biomarkers
Cholelithiasis
Mendelian Randomization
url https://doi.org/10.1038/s41598-024-83217-6
work_keys_str_mv AT fengzhao exploringthecausalimpactofbodymassindexonmetabolicbiomarkersandcholelithiasisriskamendelianrandomizationanalysis
AT yanjiangyang exploringthecausalimpactofbodymassindexonmetabolicbiomarkersandcholelithiasisriskamendelianrandomizationanalysis
AT wenwenyang exploringthecausalimpactofbodymassindexonmetabolicbiomarkersandcholelithiasisriskamendelianrandomizationanalysis