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Multi-omics pan-cancer profiling of CDK2 and in silico identification of plant-derived inhibitors using machine
Md Ahad Ali1,2, Hriddhi Sarker1,3, Tania Khan4
1Department of Computational Chemistry and Drug Design, Panacea Research Center Bangladesh ahad.chembd@gmail.com.
Abstract:
Cancer is a complex disease characterized by uncontrolled cell proliferation, often driven by dysregulated cyclin-dependent kinases (CDKs), particularly CDK2, which plays a crucial role in cell cycle progression. Aberrant CDK2 activity is associated with tumor growth and resistance to therapy, making CDK2 a promising therapeutic target. The main focus of this research is to integrate the multi-omics-based pan-cancer analysis of CDK2 to identify novel plant-derived inhibitors, bridging the prognostic and therapeutic relevance of CDK2 across various cancer types. In this study, to evaluate CDK2's expression, prognostic behavior, genetic alterations, and immune infiltrations, we performed pan-cancer analysis. The oncogenic analysis showed that CDK2 is significantly overexpressed in multiple tumor types and, in some cancers, which correlated with poor overall and disease-free survival, indicating its potential as a context-dependent prognostic biomarker. The involvement of CDK2 in key cell cycle and oncogenic pathways was investigated, highlighting its centrality in tumor proliferation networks. Additionally, cheminformatics and machine learning approaches were applied to screen phytocompounds from six medicinal plants, and the top phytocompounds (>pIC50 = 5.1) were then subjected to molecular docking, pharmacodynamics, pharmacokinetics, and dynamics simulation studies. Docking results revealed that withanolide M, withanolide K, and ergosterol showed the highest binding affinities against CDK2, with scores of -10.2, -10.1, and -9.9 kcal mol-1, respectively. These lead phytocompounds exhibited high potency, excellent pharmacokinetic properties, and minimal predicted toxicity as compared with the control inhibitor of CDK2. The binding stability of the protein-ligand complexes was confirmed by dynamic simulations along with MM-GBSA calculations, with the results supporting our previously reported affinity score. Therefore, these phytocompounds could be potential CDK2 inhibitors, warranting exploration in future cancer research. Furthermore, additional experimental and clinical validations are required to confirm the efficacy and efficiency of these potential lead compounds.
Insights
This study identifies novel plant-derived compounds as potential inhibitors of cyclin-dependent kinase 2 (CDK2), a key driver in cancer cell proliferation. These natural compounds show promise for future cancer therapy development.
Area of Science:
- Oncology
- Pharmacology
- Bioinformatics
Background:
- Cyclin-dependent kinases (CDKs), especially CDK2, are crucial for cell cycle progression and are frequently dysregulated in cancer.
- Aberrant CDK2 activity contributes to tumor growth and therapeutic resistance, positioning CDK2 as a significant cancer target.
Purpose of the Study:
- To conduct a pan-cancer analysis of CDK2 to understand its prognostic and therapeutic relevance.
- To identify novel plant-derived inhibitors of CDK2 using computational approaches.
Main Methods:
- Pan-cancer analysis of CDK2 expression, genetic alterations, and prognostic value across multiple cancer types.
- Cheminformatics screening of phytocompounds from medicinal plants, followed by molecular docking, pharmacodynamics, pharmacokinetics, and molecular dynamics simulations.
Main Results:
- CDK2 is overexpressed in several cancers, correlating with poor survival, and is integral to cell cycle and oncogenic pathways.
- Withanolide M, withanolide K, and ergosterol demonstrated high binding affinity to CDK2, exhibiting favorable pharmacokinetic and toxicity profiles.
- Molecular dynamics and MM-GBSA calculations confirmed the binding stability of these phytocompounds with CDK2.
Conclusions:
- The identified phytocompounds are potential natural inhibitors of CDK2, offering a promising avenue for cancer drug discovery.
- Further experimental and clinical validation is necessary to establish the therapeutic efficacy of these natural compounds.
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