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Non-small cell lung cancer map and analysis: exploring interconnected oncogenic signal integrators
Sai Bhavani Gottumukkala1, Anbumathi Palanisamy2
1Department of Biotechnology, National Institute of Technology Warangal, Warangal, Telangana, India.
This study maps Transforming Growth Factor-β (TGFβ) induced Epithelial to Mesenchymal Transition (EMT) in Non-Small Cell Lung Cancer (NSCLC). It reveals key regulators and dynamics driving metastasis, offering insights into cancer progression.
Area of Science:
- Molecular biology
- Systems biology
- Cancer research
Background:
- Non-Small Cell Lung Cancer (NSCLC) is a leading cause of cancer mortality, with metastasis present at diagnosis in 30-40% of patients.
- Epithelial to Mesenchymal Transition (EMT) is a key process in cancer progression and metastasis, significantly influenced by Transforming Growth Factor-β (TGFβ) signaling.
Purpose of the Study:
- To construct a comprehensive molecular interaction map of TGFβ-induced EMT in NSCLC.
- To analyze the complex regulatory dynamics and identify key regulators involved in NSCLC metastasis.
Main Methods:
- Extensive literature survey to build a molecular interaction map (394 species, 554 reactions).
- Utilized Cell Designer, SBGN, SBML standards for map construction.
- Employed logical modeling (CaSQ) and dynamic analysis (Cell Collective) for simulation and validation.
Main Results:
- The developed map details TGFβ-induced EMT pathways, including SMAD-dependent and independent signaling (PI3K/Akt, Wnt, EGFR, JAK/STAT, p38 MAPK, NOTCH, Hypoxia).
- Dynamic analysis captured known experimental outcomes, including the hybrid EMT phenotype crucial for metastatic plasticity.
- Network and transcriptome analyses identified prognostic and clinically relevant hub regulators.
Conclusions:
- The study provides a detailed molecular map and dynamic analysis of TGFβ-induced EMT in NSCLC.
- Identified critical regulators and network properties governing EMT and metastasis.
- Offers a deeper understanding of the regulatory network driving NSCLC progression and metastasis.
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