Causal relationship between air pollution, lung function, gastroesophageal reflux disease, and non-alcoholic fatty liver disease: univariate and multivariate Mendelian randomization study

Front Public Health. 2024 Apr 29:12:1368483. doi: 10.3389/fpubh.2024.1368483. eCollection 2024.

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.

Publication types

  • Comment

MeSH terms

  • Air Pollution* / adverse effects
  • Causality
  • Diabetes Mellitus, Type 2 / epidemiology
  • Diabetes Mellitus, Type 2 / genetics
  • Female
  • Gastroesophageal Reflux* / genetics
  • Humans
  • Male
  • Mendelian Randomization Analysis*
  • Non-alcoholic Fatty Liver Disease* / etiology
  • Non-alcoholic Fatty Liver Disease* / genetics
  • Particulate Matter / adverse effects
  • Respiratory Function Tests
  • Risk Factors

Grants and funding

The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.