Causal effects and metabolites mediators between immune cell and risk of breast cancer: a Mendelian randomization study
- PMID: 38826800
- PMCID: PMC11140059
- DOI: 10.3389/fgene.2024.1380249
Causal effects and metabolites mediators between immune cell and risk of breast cancer: a Mendelian randomization study
Abstract
Introduction: The incidence and mortality of female breast cancer remain high, and the immune microenvironment of breast cancer has undergone significant alterations. However, the impact of blood immune cell levels on the risk of breast cancer is not fully understood. Therefor this study aims to investigate the causal relationship between blood immune cell levels and the risk of breast cancer. Methods: A Mendelian randomization (MR) analysis was employed to assess the causal relationship between immune cells and the risk of breast cancer, as along with their potential mediating factors. Genetic statistics of metabolites breast cancer and immune cells were obtained from the GWAS Catalog, while the genome-wide association study (GWAS) statistics of breast cancer were extracted from the UK biobank. Two-sample MR analysis were performed using inverse-variance weighted (IVW) to ascertain the causal association between immune cells and the risk of breast cancer. Furthermore, 1,400 metabolites were analyzed for their mediating role between immune cells and the risk of breast cancer. Results: MR analysis through IVW method revealed that genetically predicted CD24+ CD27+ B cells were associated with a decreased risk of breast cancer (OR = 0.9978, 95% CI: 0.996-0.999, p = 0.001), while IgD- CD38+ B cells were linked to an increased risk of breast cancer (OR = 1.002, 95% CI: 1.001-1.004, p = 0.005). Additional CD14+ CD16+ monocytes were associated with an increased risk of breast cancer (OR = 1.000, 95% CI: 1.000-1.001, p = 0.005). Mediation analysis revealed a positive causal relationship between IgD- CD38+ B cells and Glycerate levels, with the latter also exhibiting a positive causal relationship with the risk of breast cancer (p < 0.05). Conversely, IgD- CD38+ B cells displayed a negative causal relationship with Succinoyltaurine levels, and the latter also demonstrated a negative causal relationship with the risk of breast cancer (p < 0.05). Conclusion: This MR study provides novel genetic evidence supporting a causal relationship between IgD- CD38+ B cells and the risk of BC. Moreover, it is identified that IgD- CD38+ B cells contribute to an increased risk of BC through both positive and negative mediation effects involving Glycerate and Succinoyltaurine.
Keywords: Mendelian randomization study; breast cancer; causal effect; immune cell; metabolites mediator.
Copyright © 2024 Ming, Wu, Liu, Zhan, Qiu and Ji.
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





Similar articles
-
Causal effects of gut microbiota, metabolites, immune cells, liposomes, and inflammatory proteins on anorexia nervosa: A mediation joint multi-omics Mendelian randomization analysis.J Affect Disord. 2025 Jan 1;368:343-358. doi: 10.1016/j.jad.2024.09.115. Epub 2024 Sep 17. J Affect Disord. 2025. PMID: 39299582
-
Unveiling the Role of Immune Cells and Plasma Metabolites in Breast Cancer Risk: A Mendelian Randomization and Mediation Analysis.Curr Pharm Biotechnol. 2025 May 2. doi: 10.2174/0113892010360983250417112456. Online ahead of print. Curr Pharm Biotechnol. 2025. PMID: 40325806
-
Dissecting causal relationships between immune cells, blood metabolites, and aortic dissection: A mediation Mendelian randomization study.Int J Cardiol Heart Vasc. 2024 Oct 15;55:101530. doi: 10.1016/j.ijcha.2024.101530. eCollection 2024 Dec. Int J Cardiol Heart Vasc. 2024. PMID: 39483148 Free PMC article.
-
Causal association of blood metabolites, immune cells, and lung cancer: A mediation Mendelian randomization study.Medicine (Baltimore). 2025 Apr 4;104(14):e42053. doi: 10.1097/MD.0000000000042053. Medicine (Baltimore). 2025. PMID: 40193668 Free PMC article.
-
A Mendelian analysis of the relationships between immune cells and breast cancer.Front Oncol. 2024 Jan 24;14:1341292. doi: 10.3389/fonc.2024.1341292. eCollection 2024. Front Oncol. 2024. PMID: 38327747 Free PMC article.
Cited by
-
Causal effects and metabolites mediators between immune cell and risk of colorectal cancer: a Mendelian randomization study.Front Immunol. 2024 Sep 12;15:1444222. doi: 10.3389/fimmu.2024.1444222. eCollection 2024. Front Immunol. 2024. PMID: 39346920 Free PMC article.
-
Assessing the relationships of 1,400 blood metabolites with abdominal aortic aneurysm: a Mendelian randomization study.Front Pharmacol. 2025 Jan 3;15:1514293. doi: 10.3389/fphar.2024.1514293. eCollection 2024. Front Pharmacol. 2025. PMID: 39830355 Free PMC article.
-
Exploring the role of succinyl carnitine in the association between CD39⁺ CD4⁺ T cell and ulcerative colitis: A Mendelian randomization study.Open Med (Wars). 2025 Jul 17;20(1):20251240. doi: 10.1515/med-2025-1240. eCollection 2025. Open Med (Wars). 2025. PMID: 40688038 Free PMC article.
-
Causal Effects and Immune Cell Mediators of Prescription Analgesic Use and Risk of Liver Cancer and Precancerosis in European Population: A Mendelian Randomization Study.Biomedicines. 2024 Jul 11;12(7):1537. doi: 10.3390/biomedicines12071537. Biomedicines. 2024. PMID: 39062110 Free PMC article.
References
LinkOut - more resources
Full Text Sources
Research Materials