The causal association between systemic inflammatory regulators and primary ovarian insufficiency: a bidirectional mendelian randomization study
- PMID: 37710281
- PMCID: PMC10502980
- DOI: 10.1186/s13048-023-01272-5
The causal association between systemic inflammatory regulators and primary ovarian insufficiency: a bidirectional mendelian randomization study
Abstract
Background: Recent studies have suggested a potential link between systemic inflammatory regulators and primary ovarian insufficiency (POI); however, a causal relationship between them remains unclear. In this study, we explored the causal link between systemic inflammatory regulators and POI risk using a bidirectional, two-sample Mendelian randomization (MR) strategy.
Results: This approach utilized the most extensive genome-wide association study involving 41 systemic inflammatory regulators in a sample of 8,293 Finnish individuals and POI data from the FinnGen consortium (254 cases vs. 118,228 controls). The inverse variance weighting approach served as a primary MR method, and four additional MR techniques (Maximum Likelihood, MR-Egger, Weighted Median, and constrained maximum likelihood and model averaging Bayesian information criterion ) were applied to support and validate results. Cochran's Q statistics were used to assess the heterogeneity of instrumental variables, whereas the MR-Egger and MR Pleiotropy Residual Sum and Outlier tests detected horizontal pleiotropy. The MR Steiger test evaluated the strength of a causal association. Our findings suggest that lower levels of vascular endothelial growth factor (odds ratio [OR] = 0.73, 95% confidence interval [CI]: 0.54-0.99, P = 0.046) and interleukin-10 (OR = 0.54, 95% CI: 0.33-0.85, P = 0.021) are associated with an increased risk of POI. Reverse MR analysis revealed no significant effect of POI on the expression of these 41 systemic inflammatory regulators. No notable heterogeneity or horizontal pleiotropy was observed in the instrumental variables.
Conclusions: This study revealed a causal association between 41 systemic inflammatory regulators and POI, demonstrating that decreased levels of VEGF and IL-10 are linked to an elevated risk of POI. Further investigations are necessary to assess the potential of these biomarkers as early predictors, preventive strategies, and therapeutic targets for POI.
Keywords: Causal inference; Mendelian randomization study; Primary ovarian insufficiency; Systemic inflammatory regulators.
© 2023. BioMed Central Ltd., part of Springer Nature.
Conflict of interest statement
Not applicable.
Figures


Similar articles
-
Association between gut microbiota and primary ovarian insufficiency: a bidirectional two-sample Mendelian randomization study.Front Endocrinol (Lausanne). 2023 Jun 22;14:1183219. doi: 10.3389/fendo.2023.1183219. eCollection 2023. Front Endocrinol (Lausanne). 2023. PMID: 37424857 Free PMC article.
-
Non-targeted metabolomics revealed novel links between serum metabolites and primary ovarian insufficiency: a Mendelian randomization study.Front Endocrinol (Lausanne). 2024 Apr 26;15:1307944. doi: 10.3389/fendo.2024.1307944. eCollection 2024. Front Endocrinol (Lausanne). 2024. PMID: 38737546 Free PMC article.
-
Causal associations between premature ovarian insufficiency and cardiovascular diseases: a Mendelian randomization study.Gynecol Endocrinol. 2025 Dec;41(1):2487498. doi: 10.1080/09513590.2025.2487498. Epub 2025 Apr 4. Gynecol Endocrinol. 2025. PMID: 40184471
-
Mendelian randomization: causal inference leveraging genetic data.Psychol Med. 2024 Jun;54(8):1461-1474. doi: 10.1017/S0033291724000321. Epub 2024 Apr 19. Psychol Med. 2024. PMID: 38639006 Review.
-
Mendelian randomization studies of depression: evidence, opportunities, and challenges.Ann Gen Psychiatry. 2023 Nov 23;22(1):47. doi: 10.1186/s12991-023-00479-6. Ann Gen Psychiatry. 2023. PMID: 37996851 Free PMC article. Review.
Cited by
-
Juvenile idiopathic arthritis and primary ovarian failure: a two-sample Mendelian randomization analysis in a mixed-gender cohort.Front Endocrinol (Lausanne). 2024 May 16;15:1340993. doi: 10.3389/fendo.2024.1340993. eCollection 2024. Front Endocrinol (Lausanne). 2024. PMID: 38818501 Free PMC article.
-
Ovarian microenvironment: challenges and opportunities in protecting against chemotherapy-associated ovarian damage.Hum Reprod Update. 2024 Oct 1;30(5):614-647. doi: 10.1093/humupd/dmae020. Hum Reprod Update. 2024. PMID: 38942605 Free PMC article. Review.
-
Human placental mesenchymal stem cells ameliorates premature ovarian insufficiency via modulating gut microbiota and suppressing the inflammation in rats.PLoS One. 2025 Mar 5;20(3):e0313763. doi: 10.1371/journal.pone.0313763. eCollection 2025. PLoS One. 2025. PMID: 40043087 Free PMC article.
-
Anxiety disorders and adhesive capsulitis: a bidirectional Mendelian randomization study.Front Immunol. 2024 Jan 8;14:1297477. doi: 10.3389/fimmu.2023.1297477. eCollection 2023. Front Immunol. 2024. PMID: 38259492 Free PMC article.
-
Causal relationships between systemic inflammatory cytokines and adhesive capsulitis: a bidirectional Mendelian randomization study.Front Immunol. 2024 Jun 24;15:1380889. doi: 10.3389/fimmu.2024.1380889. eCollection 2024. Front Immunol. 2024. PMID: 38979412 Free PMC article.
References
MeSH terms
Substances
Grants and funding
LinkOut - more resources
Full Text Sources
Medical