Aims:The aims of this study were to determine hub genes in glaucoma through multiple
machine learning algorithms.Background:Glaucoma has afflicted many patients for many years, with excessive pressure in
the eye continuously damaging the nervous system and leading to severe blindness. An effective
molecular diagnostic method is currently lacking.Objective:The present study attempted to reveal the molecular mechanism and gene regulatory
network of hub genes in glaucoma, followed by an attempt to reveal the drug-gene-disease network
regulated by hub genes.Methods:A microarray sequencing dataset (GSE9944) was obtained through the Gene Expression
Omnibus database. The differentially expressed genes in Glaucoma were identified. Based on these
genes, we constructed three machine learning models for feature training, Random Forest model
(RF), Least absolute shrinkage and selection operator regression model (LASSO), and Support
Vector Machines model (SVM). Meanwhile, Weighted Gene Co-Expression Network Analysis
(WGCNA) was performed for GSE9944 expression profiles to identify Glaucoma-related genes.
The overlapping genes in the four groups were considered as hub genes of Glaucoma. Based on these
genes, we also constructed a molecular diagnostic model of Glaucoma. In this study, we also
performed molecular docking analysis to explore the gene-drug network targeting hub genes. In
addition, we evaluated the immune cell infiltration landscape in Glaucoma samples and normal
samples by applying CIBERSORT method.Results:8 hub genes were determined: ATP6V0D1, PLEC, SLC25A1, HRSP12, PKN1, RHOD,
TMEM158 and GSN. The diagnostic model showed excellent diagnostic performance (area under
the curve=1). GSN might positively regulate T cell CD4 naïve as well as negatively regulate T
cell regulation (Tregs). In addition, we constructed gene-drug networks in an attempt to explore
novel therapeutic agents for Glaucoma.Conclusion:Our results systematically determined 8 hub genes and established a molecular diagnostic
model that allowed the diagnosis of Glaucoma. Our study provided a basis for future systematic
studies of Glaucoma pathogenesis.