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Combinatorial Network of Transcriptional and miRNA Regulation in Colorectal Cancer
Rupesh Kumar1, Maged Mostafa Mahmoud2,3,4, Hanaa M Tashkandi5
1Department of Biotechnology, Jaypee Institute of Information Technology, A-10, Sector 62, Noida 201309, India.
Abstract:
Colorectal cancer is one of the leading causes of cancer-associated mortality across the worldwide. One of the major challenges in colorectal cancer is the understanding of the regulatory mechanisms of biological molecules. In this study, we aimed to identify novel key molecules in colorectal cancer by using a computational systems biology approach. We constructed the colorectal protein-protein interaction network which followed hierarchical scale-free nature. We identified TP53, CTNBB1, AKT1, EGFR, HRAS, JUN, RHOA, and EGF as bottleneck-hubs. The HRAS showed the largest interacting strength with functional subnetworks, having strong correlation with protein phosphorylation, kinase activity, signal transduction, and apoptotic processes. Furthermore, we constructed the bottleneck-hubs' regulatory networks with their transcriptional (transcription factor) and post-transcriptional (miRNAs) regulators, which exhibited the important key regulators. We observed miR-429, miR-622, and miR-133b and transcription factors (EZH2, HDAC1, HDAC4, AR, NFKB1, and KLF4) regulates four bottleneck-hubs (TP53, JUN, AKT1 and EGFR) at the motif level. In future, biochemical investigation of the observed key regulators could provide further understanding about their role in the pathophysiology of colorectal cancer.
Insights
This study identifies key molecules and regulators in colorectal cancer using systems biology. Key bottleneck-hub genes like HRAS and regulatory elements like miR-429 were found to be crucial in cancer progression.
Area of Science:
- Computational systems biology
- Cancer genomics
- Molecular oncology
Background:
- Colorectal cancer (CRC) is a major global health concern with high mortality rates.
- Understanding the complex regulatory mechanisms of biological molecules in CRC is critical for developing effective treatments.
Purpose of the Study:
- To identify novel key molecules and regulatory networks involved in colorectal cancer pathogenesis.
- To apply a computational systems biology approach to analyze the colorectal protein-protein interaction network.
Main Methods:
- Construction of a colorectal protein-protein interaction network.
- Identification of bottleneck-hub genes (e.g., TP53, CTNBB1, AKT1, EGFR, HRAS, JUN, RHOA, EGF).
- Analysis of regulatory networks including transcription factors and microRNAs (miRNAs).
Main Results:
- TP53, CTNBB1, AKT1, EGFR, HRAS, JUN, RHOA, and EGF were identified as bottleneck-hubs.
- HRAS demonstrated significant interaction strength, correlating with phosphorylation, kinase activity, signal transduction, and apoptosis.
- Specific miRNAs (miR-429, miR-622, miR-133b) and transcription factors (EZH2, HDAC1, HDAC4, AR, NFKB1, KLF4) were found to regulate key bottleneck-hubs.
Conclusions:
- The study identified critical molecular players and regulatory elements in colorectal cancer.
- The findings highlight potential targets for future therapeutic strategies and further biochemical investigation.
- Computational systems biology provides valuable insights into cancer pathophysiology.
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