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Network based approach to identify interactions between Type 2 diabetes and cancer comorbidities
Saidul Islam Nayan1, Md Habibur Rahman2, Md Mehedi Hasan1
1Dept. of Computer Science & Engineering, University of Global Village, Barisal 8200, Bangladesh.
Type 2 diabetes (T2D) and cancer share molecular pathways. This study identifies common genes and biological processes, revealing significant associations between T2D and liver, breast, colorectal, and bladder cancers.
Area of Science:
- Genomics and Bioinformatics
- Metabolic Diseases
- Oncology
Background:
- Type 2 diabetes (T2D) is a chronic metabolic disease linked to increased cancer risk.
- Comorbidities like T2D and cancer complicate treatment and may influence each other.
- The molecular mechanisms underlying the T2D-cancer relationship are not fully understood.
Purpose of the Study:
- To investigate potential comorbidity relationships between T2D and various cancers at a molecular level.
- To identify common genes, pathways, and Gene Ontology (GO) terms shared between T2D and cancers using bioinformatics.
- To analyze transcriptomic data for uncovering interrelated molecular processes.
Main Methods:
- Utilized bioinformatics to analyze publicly available transcriptomic datasets for T2D and cancers.
- Employed semantic similarity and gene set enrichment analysis.
- Integrated Gene Ontology (GO), gene expression, and biological process data.
Main Results:
- Identified 13 frequently occurring common genes between T2D and cancers.
- Found 4 common GO terms (GO:0000003, GO:0000122, GO:0000165, GO:0000278).
- Highlighted significant associations between T2D and Liver Cancer, Breast Cancer, Colorectal Cancer, and Bladder Cancer.
- Identified common hub proteins (e.g., KIF4A, NUSAP1, CENPF) and 8 key signaling pathways (e.g., AGE-RAGE, TNF, MAPK).
Conclusions:
- The study provides a system for investigating T2D-cancer comorbidity at the molecular level.
- Revealed shared molecular pathways and genes contributing to the association between T2D and specific cancers.
- Enhanced understanding of critical disease pathways linking T2D and cancer.
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