Causal relationship between air pollution, lung function, gastroesophageal reflux disease, and non-alcoholic fatty liver disease: univariate and multivariate Mendelian randomization study
- PMID: 38746002
- PMCID: PMC11092889
- DOI: 10.3389/fpubh.2024.1368483
Causal relationship between air pollution, lung function, gastroesophageal reflux disease, and non-alcoholic fatty liver disease: univariate and multivariate Mendelian randomization study
Abstract
Background: The association between air pollution, lung function, gastroesophageal reflux disease, and Non-alcoholic fatty liver disease (NAFLD) remains inconclusive. Previous studies were not convincing due to confounding factors and reverse causality. We aim to investigate the causal relationship between air pollution, lung function, gastroesophageal reflux disease, and NAFLD using Mendelian randomization analysis.
Methods: In this study, univariate Mendelian randomization analysis was conducted first. Subsequently, Steiger testing was performed to exclude the possibility of reverse association. Finally, significant risk factors identified from the univariate Mendelian analysis, as well as important factors affecting NAFLD from previous observational studies (type 2 diabetes and body mass index), were included in the multivariable Mendelian randomization analysis.
Results: The results of the univariable Mendelian randomization analysis showed a positive correlation between particulate matter 2.5, gastroesophageal reflux disease, and NAFLD. There was a negative correlation between forced expiratory volume in 1 s, forced vital capacity, and NAFLD. The multivariable Mendelian randomization analysis indicated a direct causal relationship between gastroesophageal reflux disease (OR = 1.537, p = 0.011), type 2 diabetes (OR = 1.261, p < 0.001), and NAFLD.
Conclusion: This Mendelian randomization study confirmed the causal relationships between air pollution, lung function, gastroesophageal reflux, and NAFLD. Furthermore, gastroesophageal reflux and type 2 diabetes were identified as independent risk factors for NAFLD, having a direct causal connection with the occurrence of NAFLD.
Keywords: Mendelian randomization; air pollution; gastroesophageal reflux disease; lung function; non-alcoholic fatty liver disease.
Copyright © 2024 Cao, Jiang, Zhang, Guo and Zhang.
Conflict of interest statement
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Figures



Comment on
-
Multitrait genetic association analysis identifies 50 new risk loci for gastro-oesophageal reflux, seven new loci for Barrett's oesophagus and provides insights into clinical heterogeneity in reflux diagnosis.Gut. 2022 Jun;71(6):1053-1061. doi: 10.1136/gutjnl-2020-323906. Epub 2021 Jun 29. Gut. 2022. PMID: 34187846 Free PMC article.
Similar articles
-
Exploring the relationship between air pollution, non-alcoholic fatty liver disease, and liver function indicators: a two-sample Mendelian randomization analysis study.Front Endocrinol (Lausanne). 2024 Nov 29;15:1396032. doi: 10.3389/fendo.2024.1396032. eCollection 2024. Front Endocrinol (Lausanne). 2024. PMID: 39678198 Free PMC article.
-
Gastroesophageal reflux disease and non-alcoholic fatty liver disease: a two-sample Mendelian randomization combined with meta-analysis.Sci Rep. 2024 Jun 2;14(1):12633. doi: 10.1038/s41598-024-63646-z. Sci Rep. 2024. PMID: 38824176 Free PMC article.
-
Causal relationship between sleep apnea and non-alcoholic fatty liver disease: A Mendelian randomization study.Eur J Clin Invest. 2024 Mar;54(3):e14116. doi: 10.1111/eci.14116. Epub 2023 Nov 2. Eur J Clin Invest. 2024. PMID: 37916519
-
Mendelian randomization in hepatology: A review of principles, opportunities, and challenges.Hepatology. 2025 Jun 1;81(6):1836-1846. doi: 10.1097/HEP.0000000000000649. Epub 2023 Oct 24. Hepatology. 2025. PMID: 37874245 Review.
-
Homocysteine, folate, and nonalcoholic fatty liver disease: a systematic review with meta-analysis and Mendelian randomization investigation.Am J Clin Nutr. 2022 Dec 19;116(6):1595-1609. doi: 10.1093/ajcn/nqac285. Am J Clin Nutr. 2022. PMID: 36205540
Cited by
-
Air Pollution and Its Impact on Health and Performance in Football Players.Sports (Basel). 2025 May 30;13(6):170. doi: 10.3390/sports13060170. Sports (Basel). 2025. PMID: 40559682 Free PMC article. Review.
-
Environmental Toxicology and Metabolism.Metabolites. 2024 Sep 30;14(10):530. doi: 10.3390/metabo14100530. Metabolites. 2024. PMID: 39452911 Free PMC article.
References
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources
Medical