The causal relationship between bacterial pneumonia and diabetes: a two-sample mendelian randomization study

Islets. 2024 Dec 31;16(1):2291885. doi: 10.1080/19382014.2023.2291885. Epub 2023 Dec 14.

Abstract

Background: Previous observational studies have established the high prevalence of bacterial pneumonia in diabetic patients, which in turn leads to increased mortality. However, the presence of a causal connection between bacterial pneumonia and diabetes remains unobserved.

Methods: We chose genome-wide significant (Ρ < 1 × 10-5 and Ρ < 1 × 10-6) and independent (r2 < 0.001) single-nucleotide polymorphisms (SNPs) as instrumental variables (IVs) to proceed a bidirectional two-sample MR study. The extracted SNPs explored the relationship between bacterial pneumonia and diabetes by Inverse variance weighted (IVW), MR-Egger, and weighted median methods. In addition, we conducted the Heterogeneity test, the Pleiotropy test, MR-presso and the Leave-one-out (LOO) sensitivity test to validate the reliability of results.

Results: In an MR study with bacterial pneumonia as an exposure factor, four different types of diabetes as outcome. It was observed that bacterial pneumonia increases the incidence of GDM (OR = 1.150 (1.027-1.274, P = 0.011) and T1DM (OR = 1.277 (1.024-1.531), P = 0.016). In the reverse MR analysis, it was observed that GDM (OR = 1.112 (1.023-1.201, P = 0.009) is associated with an elevated risk of bacterial pneumonia. However, no significant association was observed bacterial pneumonia with T1DM and other types of diabetes (P > 0.05).

Conclusion: This study utilizing MR methodology yields robust evidence supporting a bidirectional causal association between bacterial pneumonia and GDM. Furthermore, our findings suggest a plausible causal link between bacterial pneumonia and T1DM.

Keywords: Bacterial pneumonia; GDM; Mendelian randomization study; T1DM; causal relationship; diabetes.

MeSH terms

  • Causality
  • Diabetes Mellitus, Type 1*
  • Humans
  • Mendelian Randomization Analysis
  • Pneumonia, Bacterial* / complications
  • Pneumonia, Bacterial* / epidemiology
  • Pneumonia, Bacterial* / genetics
  • Reproducibility of Results

Grants and funding

This work was supported by Guangxi Science and Technology Base and Talent Special Project (AD18050005)