Hub Gene Clusters Reveal Dysregulated Synaptic Neurotransmitter Signaling Pathways and Drug Repurposing Prospect in Brain Tumors

Background/Objectives: Brain tumors, particularly gliomas, have high mortality and are limited in treatment options, often complicated by severe conditions, which can be fatal. Given the increasing incidence and adverse effects of current drugs, an in silico drug repurposing approach using hub gene clusters to streamline and accelerate the search for new therapies. Methods: The GSE66354, GSE68848, GSE74195, and GSE43290 datasets were used to identify DEGs using GEO2R. A gene co-expression network was constructed using the STRING PPI database. Preserved clusters revealed hub genes, which were used for GO and KEGG pathway enrichment analyses. Drug repurposing screening was performed through drug–gene interactions in DGIdb. Suggestive drugs were then validated through GSEA-CMAP and BOILED-Egg. Results: The study identified three key gene clusters that serve a role in synaptic transmission and transmembrane transport, synaptic vesicle neurotransmission, and extracellular matrix formation. Five drugs passed the drug screening, which are Gabapentin, Pyrantel, Resveratrol, Trifluoperazine, and Valproic acid. Conclusions: Valproic acid and Gabapentin are highly suggestive as candidate repurposed drugs. This study enhances our understanding of brain tumor genetics and supports the development of new immunotherapeutic strategies.

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Publication Details

Journal
Onco
Published
2026-05-12
DOI
https://doi.org/10.3390/onco6020022
Primary Topic
Glioma Diagnosis and Treatment
Type
article
Field-Weighted Citation Impact
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article

Hub Gene Clusters Reveal Dysregulated Synaptic Neurotransmitter Signaling Pathways and Drug Repurposing Prospect in Brain Tumors

B. Villanueva, Lemmuel Tayo, Kuo-Pin Chuang
Onco
Glioma Diagnosis and Treatment
article

Hub Gene Clusters Reveal Dysregulated Synaptic Neurotransmitter Signaling Pathways and Drug Repurposing Prospect in Brain Tumors

B. Villanueva, Lemmuel Tayo, Kuo-Pin Chuang
article en

Abstract

Background/Objectives: Brain tumors, particularly gliomas, have high mortality and are limited in treatment options, often complicated by severe conditions, which can be fatal. Given the increasing incidence and adverse effects of current drugs, an in silico drug repurposing approach using hub gene clusters to streamline and accelerate the search for new therapies. Methods: The GSE66354, GSE68848, GSE74195, and GSE43290 datasets were used to identify DEGs using GEO2R. A gene co-expression network was constructed using the STRING PPI database. Preserved clusters revealed hub genes, which were used for GO and KEGG pathway enrichment analyses. Drug repurposing screening was performed through drug–gene interactions in DGIdb. Suggestive drugs were then validated through GSEA-CMAP and BOILED-Egg. Results: The study identified three key gene clusters that serve a role in synaptic transmission and transmembrane transport, synaptic vesicle neurotransmission, and extracellular matrix formation. Five drugs passed the drug screening, which are Gabapentin, Pyrantel, Resveratrol, Trifluoperazine, and Valproic acid. Conclusions: Valproic acid and Gabapentin are highly suggestive as candidate repurposed drugs. This study enhances our understanding of brain tumor genetics and supports the development of new immunotherapeutic strategies.

OncoVol. 6(2)
Mapúa University (PH), Kaohsiung Medical University (TW), National Pingtung University of Science and Technology (TW), Polytechnic University of the Philippines (PH), University of Makati (PH)
Good health and well-being
Openalex Percentile: Top 6%
Glioma Diagnosis and Treatment
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