Causal Associations of Metformin with Five Interleukin Receptors: Uncovering Potential Anti-inflammatory Mechanisms through Mendelian Randomization
Wang, X.; Xia, X.; Wu, Y.; Ma, N.; Chen, W.; Huang, Y.
Show abstract
ObjectiveThis study aims to investigate the causal relationships between metformin (Met) and interleukin (IL) receptors using Mendelian randomization (MR) methods, providi ng new theoretical evidence for the clinical application of Met. MethodsInstrumental variables (IVs) were obtained from genome-wide association study (GWAS) databases. The TwoSampleMR package in R was used to perform MR analysis with the inverse variance weighting (IVW) method. Sensitivity analyses were conducted using the leave-one-out (LOO) method. The Cochran Q test was used to assess heterogeneity, and MR-Egger regression intercept and P values were used to test and correct for horizontal pleiotropy. Publication bias was assessed using funnel plots. Metformin was used as the exposure factor, and two study cohorts were assigned: a training cohort (ID: ukb-b-1 4609) and a testing cohort (ID: ukb-a-159). The outcomes were five IL receptors: IL-6 rec eptor subunit alpha (IL-6 sRa), IL-2 receptor subunit alpha (IL-2 sRa), IL-17 receptor B (IL-17BR), IL-12 receptor subunit beta-2 (IL-12RB2), and IL-1 receptor-like 1 (IL-1RL1). ResultsIn the training cohort analysis, all five IL receptors showed significant negative causal relationships with Met (P < 0.05). In the testing cohort analysis, Met had significant negative causal relationships with IL-6 sRa, IL-17BR, IL-12RB2, and IL-1RL1 (P < 0.05). No significant pleiotropy or heterogeneity was detected, and the results were robust. ConclusionThis study reveals significant negative correlations between Met and the five IL receptors through MR analysis, suggesting that Met may directly or indirectly modulate IL receptors to exert its potential therapeutic effects. This provides new theoretical e vidence for the application of Met in inflammation-related diseases.
Matching journals
The top 10 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Circulating adiponectin mediates the association between omentin gene polymorphism and cardiometabolic health in Asian Indians 94%
- Both general- and central- obesity are causally associated with polycystic ovarian syndrome: Findings of a Mendelian randomization study 94%
- Prevalence of uncoupling protein one genetic polymorphisms and their relationship with cardiovascular and metabolic health 94%
Similar papers in this journal
- Defining Mechanistic Links Between the Non-Coding Variant rs17673553 in CLEC16A and Lupus Susceptibility 93%
- Modelling the effects of PPARβδ of innate inflammatory responses in lung tissues 92%
- Fetal exposure to endocrine disrupting-bisphenol A (BPA) alters testicular fatty acid metabolism in the adult offspring: relevance to sperm maturation and quality 92%
Similar papers in this journal
- Deep Immunophenotyping Reveals Endometriosis is Marked by Dysregulation of the Mononuclear Phagocytic System in Endometrium and Peripheral Blood 92%
- Exploring the possible causal role of the immune response to varicella-zoster virus on multiple traits: a phenome-wide Mendelian randomization study 92%
- A case-control study based on the National Health and Nutrition Examination Survey to evaluate the effects of human papilloma virus on bone health in women 91%
Similar papers in this journal
- Using linear and natural cubic splines, SITAR, and latent trajectory models to characterise nonlinear longitudinal growth trajectories in cohort studies 89%
- External control arm analysis: an evaluation of propensity score approaches, G-computation, and doubly debiased machine learning 89%
- A data-driven pipeline to extract potential side effects through co-prescription analysis: application to a cohort study of 2,010 patients taking hydroxychloroquine with an 11-year follow-up 88%
Similar papers in this journal
- ACE gene variants rise the risk of severe COVID-19 in patients with hypertension, dyslipidemia or diabetes. A pilot study 93%
- Circulating adipokines in non-obese PCOS patients: a systematic review and meta-analysis 93%
- Association Between Life’s Essential 8 and Atherogenic Index of Plasma in Adults: Insights from NHANES 2007-2018 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.