Cargando…

Novel potential drugs for the treatment of primary open-angle glaucoma using protein-protein interaction network analysis

Glaucoma is the second leading cause of irreversible blindness, and primary open-angle glaucoma (POAG) is the most common type. Due to inadequate diagnosis, treatment is often not administered until symptoms occur. Hence, approaches enabling earlier prediction or diagnosis of POAG are necessary. We...

Descripción completa

Detalles Bibliográficos
Autores principales: Zavarzadeh, Parisima Ghaffarian, Abedi, Zahra
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Korea Genome Organization 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10085733/
https://www.ncbi.nlm.nih.gov/pubmed/37037464
http://dx.doi.org/10.5808/gi.22070
_version_ 1785021998914600960
author Zavarzadeh, Parisima Ghaffarian
Abedi, Zahra
author_facet Zavarzadeh, Parisima Ghaffarian
Abedi, Zahra
author_sort Zavarzadeh, Parisima Ghaffarian
collection PubMed
description Glaucoma is the second leading cause of irreversible blindness, and primary open-angle glaucoma (POAG) is the most common type. Due to inadequate diagnosis, treatment is often not administered until symptoms occur. Hence, approaches enabling earlier prediction or diagnosis of POAG are necessary. We aimed to identify novel drugs for glaucoma through bioinformatics and network analysis. Data from 36 samples, obtained from the trabecular meshwork of healthy individuals and patients with POAG, were acquired from a dataset. Next, differentially expressed genes (DEGs) were identified to construct a protein-protein interaction (PPI) network. In both stages, the genes were enriched by studying the critical biological processes and pathways related to POAG. Finally, a drug-gene network was constructed, and novel drugs for POAG treatment were proposed. Genes with p < 0.01 and |log fold change| > 0.3 (1,350 genes) were considered DEGs and utilized to construct a PPI network. Enrichment analysis yielded several key pathways that were upregulated or downregulated. For example, extracellular matrix organization, the immune system, neutrophil degranulation, and cytokine signaling were upregulated among immune pathways, while signal transduction, the immune system, extracellular matrix organization, and receptor tyrosine kinase signaling were downregulated. Finally, novel drugs including metformin hydrochloride, ixazomib citrate, and cisplatin warrant further analysis of their potential roles in POAG treatment. The candidate drugs identified in this computational analysis require in vitro and in vivo validation to confirm their effectiveness in POAG treatment. This may pave the way for understanding life-threatening disorders such as cancer.
format Online
Article
Text
id pubmed-10085733
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Korea Genome Organization
record_format MEDLINE/PubMed
spelling pubmed-100857332023-04-12 Novel potential drugs for the treatment of primary open-angle glaucoma using protein-protein interaction network analysis Zavarzadeh, Parisima Ghaffarian Abedi, Zahra Genomics Inform Original Article Glaucoma is the second leading cause of irreversible blindness, and primary open-angle glaucoma (POAG) is the most common type. Due to inadequate diagnosis, treatment is often not administered until symptoms occur. Hence, approaches enabling earlier prediction or diagnosis of POAG are necessary. We aimed to identify novel drugs for glaucoma through bioinformatics and network analysis. Data from 36 samples, obtained from the trabecular meshwork of healthy individuals and patients with POAG, were acquired from a dataset. Next, differentially expressed genes (DEGs) were identified to construct a protein-protein interaction (PPI) network. In both stages, the genes were enriched by studying the critical biological processes and pathways related to POAG. Finally, a drug-gene network was constructed, and novel drugs for POAG treatment were proposed. Genes with p < 0.01 and |log fold change| > 0.3 (1,350 genes) were considered DEGs and utilized to construct a PPI network. Enrichment analysis yielded several key pathways that were upregulated or downregulated. For example, extracellular matrix organization, the immune system, neutrophil degranulation, and cytokine signaling were upregulated among immune pathways, while signal transduction, the immune system, extracellular matrix organization, and receptor tyrosine kinase signaling were downregulated. Finally, novel drugs including metformin hydrochloride, ixazomib citrate, and cisplatin warrant further analysis of their potential roles in POAG treatment. The candidate drugs identified in this computational analysis require in vitro and in vivo validation to confirm their effectiveness in POAG treatment. This may pave the way for understanding life-threatening disorders such as cancer. Korea Genome Organization 2023-03-31 /pmc/articles/PMC10085733/ /pubmed/37037464 http://dx.doi.org/10.5808/gi.22070 Text en (c) 2023, Korea Genome Organization https://creativecommons.org/licenses/by/4.0/(CC) This is an open-access article distributed under the terms of the Creative Commons Attribution license(https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Article
Zavarzadeh, Parisima Ghaffarian
Abedi, Zahra
Novel potential drugs for the treatment of primary open-angle glaucoma using protein-protein interaction network analysis
title Novel potential drugs for the treatment of primary open-angle glaucoma using protein-protein interaction network analysis
title_full Novel potential drugs for the treatment of primary open-angle glaucoma using protein-protein interaction network analysis
title_fullStr Novel potential drugs for the treatment of primary open-angle glaucoma using protein-protein interaction network analysis
title_full_unstemmed Novel potential drugs for the treatment of primary open-angle glaucoma using protein-protein interaction network analysis
title_short Novel potential drugs for the treatment of primary open-angle glaucoma using protein-protein interaction network analysis
title_sort novel potential drugs for the treatment of primary open-angle glaucoma using protein-protein interaction network analysis
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10085733/
https://www.ncbi.nlm.nih.gov/pubmed/37037464
http://dx.doi.org/10.5808/gi.22070
work_keys_str_mv AT zavarzadehparisimaghaffarian novelpotentialdrugsforthetreatmentofprimaryopenangleglaucomausingproteinproteininteractionnetworkanalysis
AT abedizahra novelpotentialdrugsforthetreatmentofprimaryopenangleglaucomausingproteinproteininteractionnetworkanalysis