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Graph-theoretical Analysis of a Modeled Protein-protein Interaction Network in the RAS Signaling Pathway
1Department of Mathematics & Statistics, College of Science, King Faisal University; efadhal@kfu.edu.sa.
Journal of Visualized Experiments : Jove
|March 30, 2026
Summary
This study identifies key proteins in the RAS signaling pathway crucial for cancer. Network analysis reveals central proteins involved in cell growth and survival, offering new therapeutic targets for cancer treatment.
Area of Science:
- Molecular Biology
- Systems Biology
- Oncology
Background:
- The RAS signaling pathway regulates cell growth, proliferation, and survival.
- Dysregulation of this pathway is a key driver in cancer development.
- Systematic identification of therapeutic targets within this pathway is limited.
Purpose of the Study:
- Investigate the diversity of central proteins in the RAS signaling pathway.
- Assess the functional significance of these proteins in cancer biology.
- Identify potential therapeutic targets for cancer treatment.
Main Methods:
- Modeled the human protein-protein interaction network as a metric space using graph theory.
- Computed shortest-path distances to identify central proteins.
- Cross-referenced central proteins with RAS pathway datasets and cancer genome data.
Main Results:
- Identified central RAS proteins involved in signaling (95.2%) and essential functions (59.5%).
- Highlighted key proteins like BCL2L1, RAF1, RHOA, MAP2K1, EGFR, CDC42, and ANGPT1.
- Demonstrated associations of these proteins with oncogenes and therapeutic targets.
Conclusions:
- Central RAS pathway proteins exhibit functional diversity critical for cancer progression.
- Developed a network-based workflow for identifying pathway-relevant molecular candidates.
- Findings support the development of precise, pathway-oriented cancer therapies.
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