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Updated: Sep 5, 2025

In Silico Identification and Characterization of circRNAs During Host-Pathogen Interactions
Published on: October 21, 2022
Network Biology Approaches to Uncover Therapeutic Targets Associated with Molecular Signaling Pathways from circRNA
Piplu Bhuiyan1, G S Chuwdhury2, Zhaochu Sun1
1Department of Anesthesiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, 210029, Jiangsu, People's Republic of China.
Abstract:
Postoperative cognitive dysfunction (POCD) is a cognitive deterioration and dementia that arise after a surgical procedure, affecting up to 40% of surgery patients over the age of 60. The precise etiology and molecular mechanisms underlying POCD remain uncovered. These reasons led us to employ integrative bioinformatics and machine learning methodologies to identify several biological signaling pathways involved and molecular signatures to better understand the pathophysiology of POCD. A total of 223 differentially expressed genes (DEGs) comprising 156 upregulated and 67 downregulated genes were identified from the circRNA microarray dataset by comparing POCD and non-POCD samples. Gene ontology (GO) analyses of DEGs were significantly involved in neurogenesis, autophagy regulation, translation in the postsynapse, modulating synaptic transmission, regulation of the cellular catabolic process, macromolecule modification, and chromatin remodeling. Pathway enrichment analysis indicated some key molecular pathways, including mTOR signaling pathway, AKT phosphorylation of cytosolic targets, MAPK and NF-κB signaling pathway, PI3K/AKT signaling pathway, nitric oxide signaling pathway, chaperones that modulate interferon signaling pathway, apoptosis signaling pathway, VEGF signaling pathway, cellular senescence, RANKL/RARK signaling pathway, and AGE/RAGE pathway. Furthermore, seven hub genes were identified from the PPI network and also determined transcription factors and protein kinases. Finally, we identified a new predictive drug for the treatment of SCZ using the LINCS L1000, GCP, and P100 databases. Together, our results bring a new era of the pathogenesis of a deeper understanding of POCD, identified novel therapeutic targets, and predicted drug inhibitors in POCD.
Insights
Researchers uncovered key molecular pathways and gene signatures involved in postoperative cognitive dysfunction (POCD) using bioinformatics. This study identifies novel therapeutic targets and potential drug inhibitors for POCD, improving understanding of this condition.
Area of Science:
- Neuroscience
- Genomics
- Bioinformatics
Background:
- Postoperative cognitive dysfunction (POCD) affects up to 40% of older surgical patients, with unclear causes and mechanisms.
- Understanding the molecular basis of POCD is crucial for developing effective treatments.
Purpose of the Study:
- To identify biological signaling pathways and molecular signatures underlying POCD using integrative bioinformatics and machine learning.
- To discover novel therapeutic targets and predict potential drug inhibitors for POCD.
Main Methods:
- Analysis of a circRNA microarray dataset to identify differentially expressed genes (DEGs) between POCD and non-POCD samples.
- Gene Ontology (GO) and pathway enrichment analyses to determine involved biological processes and signaling pathways.
- Protein-protein interaction (PPI) network analysis to identify hub genes, transcription factors, and protein kinases.
- Utilized LINCS L1000, GCP, and P100 databases for drug prediction.
Main Results:
- Identified 223 DEGs (156 upregulated, 67 downregulated) in POCD.
- GO analysis revealed involvement in neurogenesis, autophagy, synaptic transmission, and chromatin remodeling.
- Pathway analysis highlighted key pathways including mTOR, MAPK, PI3K/AKT, and apoptosis signaling.
- Identified seven hub genes and predicted a novel drug for POCD treatment.
Conclusions:
- This study provides a deeper understanding of POCD pathogenesis through comprehensive bioinformatics analysis.
- Novel therapeutic targets and potential drug inhibitors for POCD have been identified.
- The findings open new avenues for research and treatment strategies for postoperative cognitive dysfunction.
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