# Identification and Validation of Iron Metabolism-Related Biomarkers in Endometriosis: A Mendelian Randomization and Single-Cell Transcriptomics Study

**Authors:** Juan Du, Zili Lv, Xiaohong Luo

PMC · DOI: 10.3390/cimb47100831 · Current Issues in Molecular Biology · 2025-10-09

## TL;DR

This study identifies iron metabolism-related genes, BMP6 and SLC48A1, as potential biomarkers for endometriosis, offering new insights for treatment and prevention.

## Contribution

The study identifies and validates novel iron metabolism-related biomarkers (BMP6 and SLC48A1) for endometriosis using Mendelian randomization and single-cell RNA sequencing.

## Key findings

- BMP6 and SLC48A1 are overexpressed in endometriosis and are regulated by specific microRNAs.
- Macrophages and stromal stem cells are key cellular components in endometriosis.
- RT-qPCR confirms elevated expression of BMP6 and SLC48A1 in endometriosis samples.

## Abstract

Studies have shown that the iron concentration in the peritoneal fluid of women is associated with the severity of endometriosis. Therefore, investigation of iron metabolism-related genes (IM-RGs) in endometriosis holds significant implications for both prevention and therapeutic strategies in affected patients. Differentially expressed IM-RGs (DEIM-RGs) were identified by intersecting IM-RGs with differentially expressed genes derived from GSE86534. Mendelian randomization analysis was employed to determine DEIM-RGs causally associated with endometriosis, with subsequent verification through sensitivity analyses and the Steiger test. Biomarkers associated with IM-RGs in endometriosis were validated using expression data from GSE86534 and GSE105764. Functional annotation, regulatory network construction, and immunological profiling were conducted for these biomarkers. Single-cell RNA sequencing (scRNA-seq) (GSE213216) was utilized to identify distinctively expressed cellular subsets between endometriosis and controls. Experimental validation of biomarker expression was performed via reverse transcription–quantitative polymerase chain reaction (RT-qPCR). BMP6 and SLC48A1, biomarkers indicative of cellular BMP response, were influenced by a medicus variant mutation that inactivated PINK1 in complex I, concurrently enriched by both biomarkers. The lncRNA NEAT1 regulated BMP6 through hsa-mir-22-3p and hsa-mir-124-3p, while SLC48A1 was modulated by hsa-mir-423-5p, hsa-mir-19a-3p, and hsa-mir-19b-3p. Immune profiling revealed a negative correlation between BMP6 and monocytes, whereas SLC48A1 displayed a positive correlation with activated natural killer cells. scRNA-seq analysis identified macrophages and stromal stem cells as pivotal cellular components in endometriosis, exhibiting altered self-communication networks. RT-qPCR confirmed elevated expression of BMP6 and SLC48A1 in endometriosis samples relative to controls. Both BMP6 and SLC48A1 were consistently overexpressed in endometriosis, reinforcing their potential as biomarkers. Moreover, macrophages and stromal stem cells were delineated as key contributors. These findings provide novel insights into therapeutic and preventive approaches for patients with endometriosis.

## Linked entities

- **Genes:** BMP6 (bone morphogenetic protein 6) [NCBI Gene 654], SLC48A1 (solute carrier family 48 member 1) [NCBI Gene 55652], PINK1 (PTEN induced kinase 1) [NCBI Gene 65018], NEAT1 (nuclear paraspeckle assembly transcript 1) [NCBI Gene 283131]
- **Diseases:** endometriosis (MONDO:0005133)

## Full-text entities

- **Genes:** PINK1 (PTEN induced kinase 1) [NCBI Gene 65018] {aka BRPK, PARK6}, BMP6 (bone morphogenetic protein 6) [NCBI Gene 654] {aka IO, VGR, VGR1}, MIR223 (microRNA 223) [NCBI Gene 407008] {aka MIRN223, miRNA223, mir-223}, NEAT1 (nuclear paraspeckle assembly transcript 1) [NCBI Gene 283131] {aka LINC00084, NCRNA00084, TP53LC15, TncRNA, VINC}, BMP1 (bone morphogenetic protein 1) [NCBI Gene 649] {aka OI13, PCOLC, PCP, TLD}, SLC48A1 (solute carrier family 48 member 1) [NCBI Gene 55652] {aka HRG-1, HRG1, hHRG-1}, MIR124-3 (microRNA 124-3) [NCBI Gene 406909] {aka MIRN124-3, MIRN124A3, mir-124-3}
- **Diseases:** Endometriosis (MESH:D004715)
- **Chemicals:** Iron (MESH:D007501)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12564322/full.md

## References

80 references — full list in the complete paper: https://tomesphere.com/paper/PMC12564322/full.md

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Source: https://tomesphere.com/paper/PMC12564322