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Potential Ferroptosis-Related Genes and Immune Infiltration in Form-Deprivation Myopia: An Integrative Bioinformatics
Zhihong Liu1, Shudan Ge1, Beibei Zheng1
1Department of Ophthalmology, The Affiliated Hospital to Changchun University of Chinese Medicine, Changchun, 130000, People's Republic of China.
International Journal of General Medicine
|August 11, 2026
Summary
Researchers identified key ferroptosis-related genes (PRKAA1, TGFB3, WWTR1) involved in form-deprivation myopia (FDM). These genes offer potential diagnostic markers and insights into myopia pathogenesis, particularly scleral remodeling.
Area of Science:
- Ophthalmology
- Genetics
- Cell Biology
Background:
- Form-deprivation myopia (FDM) is a significant visual impairment with complex molecular underpinnings.
- Understanding the genetic and cellular mechanisms of FDM is crucial for developing effective interventions.
- Ferroptosis, a regulated form of cell death, and immune responses are increasingly implicated in ocular diseases.
Purpose of the Study:
- To explore the molecular mechanisms of FDM by identifying ferroptosis-related genes (FRGs).
- To characterize the immune infiltration landscape in FDM.
- To identify potential diagnostic and therapeutic targets for FDM.
Main Methods:
- Transcriptomic data analysis (GSE223434, GSE210238) to identify differentially expressed FRGs (FRDEGs).
- Weighted gene co-expression network analysis (WGCNA) and machine learning (LASSO, Random Forest) for hub gene screening.
- Immune infiltration analysis using CIBERSORT and in vitro validation with TGF-β2-induced human scleral fibroblasts (HSFs).
Main Results:
- 256 FRDEGs were identified; PRKAA1, TGFB3, and WWTR1 were selected as hub genes with diagnostic potential (AUCs 0.725–0.762).
- Significant differences in monocyte infiltration were observed in FDM retinas.
- In vitro assays confirmed TGF-β2 upregulated hub genes, reduced GPX4, and induced ferroptosis, effects reversed by ferrostatin-1 (Fer-1). Silencing hub genes promoted ferroptosis and fibrotic markers, rescued by Fer-1.
Conclusions:
- A ferroptosis-immune axis involving PRKAA1, TGFB3, and WWTR1 may contribute to myopia pathogenesis.
- These hub genes are promising candidates for diagnostic markers in FDM.
- The findings offer a preliminary biological perspective on myopic scleral remodeling regulated by ferroptosis.