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Prioritizing Candidate Genes for Type 2 Diabetes Mellitus using Integrated Network and Pathway Analysis
Tejaswini Prakash1, Nallur B Ramachandra1
1Genetics and Genomics Lab, Department of Studies in Genetics and Genomics, University of Mysore, Manasagangothri, Mysuru - 570 006, Karnataka, India.
Avicenna Journal of Medical Biotechnology
|September 5, 2022
Summary
This study identified key genes involved in Type 2 Diabetes Mellitus (T2DM) by analyzing gene networks. EGFR and IGF1R emerged as significant candidate genes for T2DM, offering insights into molecular mechanisms.
Area of Science:
- Genetics
- Molecular Biology
- Bioinformatics
Background:
- Type 2 Diabetes Mellitus (T2DM) is a global health crisis with significant mortality and socioeconomic impact.
- Understanding the genetic basis of T2DM is crucial for developing effective treatments.
- Millions in India suffer from T2DM, highlighting the need for targeted management strategies.
Purpose of the Study:
- To identify candidate genes and molecular pathways underlying Type 2 Diabetes Mellitus.
- To prioritize genes associated with T2DM through integrated network and pathway analysis.
- To uncover potential therapeutic targets for T2DM management.
Main Methods:
- Utilized integrated gene network and ontology analyses.
- Performed sequential interaction network and gene set enrichment analysis on T2DM-associated genes.
- Assessed interrelations between high-ranking network clusters and biological pathways.
Main Results:
- Prioritized 23 significant candidate genes from 615 T2DM-associated genes.
- Identified overrepresentation in pathways critical to insulin resistance and T2DM.
- Highlighted signaling cascades including insulin receptor, PI3K, IGFR, ERBB, and MAPK pathways.
Conclusions:
- Identified EGFR and IGF1R tyrosine kinase receptor genes as common nodes.
- These genes represent significant candidates for T2DM.
- Findings provide a foundation for understanding T2DM molecular mechanisms and potential interventions.
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