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Published on: March 30, 2019
A literature-guided integrative transcriptomic analysis framework for prioritizing angiogenesis-associated genes
Jingcan You1, Liqun Wang2, Yongjie Li3
1Basic Medicine Research Innovation Center for Cardiometabolic Diseases, Ministry of Education; Luzhou Municipal Key Laboratory of Thrombosis and Vascular Biology; Laboratory for Cardiovascular Pharmacology, Department of Pharmacology; School of Pharmacy, Southwest Medical University, Luzhou, 646000, China.
This study introduces a new framework to find cancer angiogenesis genes beyond typical pathways. It identified cadherin 2 (CDH2) as a key non-canonical signal linked to tumor structure and poorer survival in some gliomas.
Area of Science:
- Oncology
- Genomics
- Bioinformatics
Background:
- Angiogenesis is crucial for cancer, but current gene prioritization methods miss non-canonical regulators.
- Existing approaches often rely on predefined gene sets or canonical pathways, limiting discovery.
Purpose of the Study:
- To develop a literature-guided integrative transcriptomic framework for identifying novel angiogenesis-associated genes across diverse cancer types.
- To prioritize candidate genes based on convergent evidence from multiple data sources, moving beyond predefined pathways.
Main Methods:
- Integrated bibliometric trend profiling, pan-cancer gene expression, survival analysis, tumor microenvironment characterization, and functional enrichment.
- Prioritized candidate genes based on convergence across complementary evidence layers, including cadherin 2 (CDH2).
- Validated findings in independent glioma cohorts, assessing CDH2's relationship with vascular endothelial growth factor A (VEGFA) and clinical outcomes.
Main Results:
- The framework consistently identified CDH2 as a non-canonical angiogenesis-associated signal across cancer types.
- CDH2 expression correlated with extracellular matrix organization, cell-cell adhesion, and structural remodeling, aligning with stromal and vascular features.
- In glioma cohorts, CDH2 showed context-dependent associations with VEGFA and was linked to worse overall survival in a subset of lower-grade gliomas.
Conclusions:
- The developed framework effectively prioritizes angiogenesis-associated genes beyond canonical regulators.
- Structure-oriented, non-canonical angiogenesis programs, exemplified by CDH2, represent reproducible biological signals in cancer.
- Highlights the importance of integrating diverse data types for comprehensive understanding of cancer biology.
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