Effect of the immune cells and plasma metabolites on rheumatoid arthritis: a mediated mendelian randomization study

Front Endocrinol (Lausanne). 2024 Sep 3:15:1438097. doi: 10.3389/fendo.2024.1438097. eCollection 2024.

Abstract

Background: Increasing evidence indicates a close relationship between alterations in human immune cells and plasma metabolites with Rheumatoid Arthritis (RA). However, limited studies have left the causal relationships behind these links unclear.

Methods: A bidirectional Mendelian Randomization (MR) study was conducted, combined with mediation analysis, using data from genome-wide association study database covering 731 immune cell phenotypes and 1,400 plasma metabolite traits to explore their causal relationships with RA and potential mediating effects. The primary method used for MR analysis was inverse-variance weighted and False Discovery Rate (FDR) correction was applied to verify the robustness of our results.

Results: HLA DR on CD33- HLA DR+ (myeloid cell group) (OR, 1.422; 95% CI, 1.194-1.694; P < 0.001; PFDR = 0.012) increased the risk of developing RA. CD19 on IgD+ CD38- naive (B cell group) (OR, 0.969; 95% CI, 0.954-0.985; P < 0.001; PFDR = 0.021) reduced the risk of developing RA. RA was a risk factor for HLA DR on CD14- CD16+ monocytes (monocyte group) (OR, 1.242; 95% CI, 1.102-1.401; P < 0.001; PFDR = 0.047). RA was a protective factor for memory B cell %lymphocyte (B cell group) (OR, 0.861; 95% CI, 0.795-0.933; P < 0.001; PFDR = 0.050), CD4+ CD8dim T cell %lymphocyte (TBNK group) (OR, 0.802; 95% CI, 0.711-0.904; P < 0.001; PFDR = 0.043), CD4+ CD8dim T cell %leukocyte (TBNK group) (OR, 0.814; 95% CI, 0.726-0.913; P < 0.001; PFDR = 0.046), CD24 on IgD+ CD24+ B cells (B cell group) (OR, 0.857; 95% CI, 0.793-0.927; P < 0.001; PFDR = 0.038), and CD24 on unswitched memory B cells (B cell group) (OR, 0.867; 95% CI, 0.797-0.942; P < 0.001; PFDR = 0.050). Increasing levels of docosatrienoate (22:3n3) (OR, 0.886; 95% CI, 0.838-0.936; P < 0.001; PFDR = 0.023) significantly reduced the risk of developing RA. The mediating effect of plasma metabolites in this context was not established.

Conclusion: This study provides genetic evidence for the intricate relationships between immune cells, plasma metabolites, and RA, highlighting the potential mechanisms involved. This will contribute to future directions in precision medicine and research.

Keywords: bidirectional causality; causality; immune cells; mediation analysis; plasma metabolites; rheumatoid arthritis.

MeSH terms

  • Arthritis, Rheumatoid* / blood
  • Arthritis, Rheumatoid* / genetics
  • Arthritis, Rheumatoid* / immunology
  • B-Lymphocytes / immunology
  • B-Lymphocytes / metabolism
  • Female
  • Genome-Wide Association Study*
  • HLA-DR Antigens / genetics
  • Humans
  • Male
  • Mendelian Randomization Analysis*
  • Monocytes / immunology
  • Monocytes / metabolism

Substances

  • HLA-DR Antigens

Grants and funding

The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. Supported by Project of Administration of Traditional Chinese Medicine of Guangdong Province of China (No.20241258); Supported by Sanming Project of Medicine in Shenzhen (No. SZZYSM 202101005); Supported by Luohu District Soft Science Research Program Project (No. LX202202133).