Title of article :
Collagen Cross-Linking Therapy on Important Functional Genes Involved in Keratoconus Patients Using Protein-Protein Interactions (PPI) Network and Differential Expression Analysis
Author/Authors :
Norouzi, Milad Department of Bioinformatics - Institute of Biochemistry and Biophysics - University of Tehran - Tehran, Iran , Maghsoudloo, Mazaher Department of Bioinformatics - Tehran University - Kish International Campus - Kish, Iran , Noroozizadeh, Mohammad Hafez Iran University of Medical Sciences - Tehran, Iran
Abstract :
thinning, and scarring that adversely affects the ability to see and quality of life. A defective corneal
Extracellular Matrix (ECM) assembly ultimately results in myopia, irregular astigmatism, and severe
visual impairment. This condition is most commonly occurring in adolescence, this condition is
one of the most commonly indicated clinical indications for corneal transplantation. In contrast to
corneal transplantation, Corneal Collagen Cross-Linking (CXL) increases corneal stiffness without
inflicting any invasive surgery.
Material and Methods: This study used RNA-Seq data to investigate which functional genes are
regulated by CXL in keratoconus. The RNA-Seq expression matrix related to individuals with
Keratoconus (KC) and patients treated with Corneal Collagen Cross-Linking (CXL) were obtained
from the Gene Expression Omnibus (GEO) (GSE112155) database 1 at the National Center for
Biotechnology Information (NCBI) were retrieved. Differential expression analysis and functional
enrichment analysis were conducted. The hub genes were then identified with the Protein-Protein
Interactions (PPI) network. Finally, Transcription Factor (TF) genes were identified that regulate
these networks.
Results: We identified 126 genes in KC and CXL-treated patients that affect TF-mediated network
adjustments that improve treatment. In addition, they may play a role in the pathogenesis of
keratoconus. Visualization of the PPI networks enabled us to identify 63 highly connected or Hub
genes that served an essential biological function in regulatory
Conclusion: networks.
Keywords :
Keratoconus , PPI , Differential Expression Analysis , Transcription Factor , Systems biology
Journal title :
Journal of Ophthalmic and Optometric Sciences