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Uncovering Oncogenic Mechanisms of Tumor Suppressor Genes in Breast Cancer Multi-Omics Data
1Department of Biomedical Informatics, College of Medicine, Gachon University, Incheon 21565, Korea.
Abstract:
Tumor suppressor genes (TSGs) are essential genes in the development of cancer. While they have many roles in normal cells, mutation and dysregulation of the TSGs result in aberrant molecular processes in cancer cells. Therefore, understanding TSGs and their roles in the oncogenic process is crucial for prevention and treatment of cancer. In this research, multi-omics breast cancer data were used to identify molecular mechanisms of TSGs in breast cancer. Differentially expressed genes and differentially coexpressed genes were identified in four large-scale transcriptomics data from public repositories and multi-omics data analyses of copy number, methylation and gene expression were performed. The results of the analyses were integrated using enrichment analysis and meta-analysis of a p-value summation method. The integrative analysis revealed that TSGs have a significant relationship with genes of gene ontology terms that are related to cell cycle, genome stability, RNA processing and metastasis, indicating the regulatory mechanisms of TSGs on cancer cells. The analysis frame and research results will provide valuable information for the further identification of TSGs in different types of cancers.
Insights
Tumor suppressor genes (TSGs) are vital in cancer development. This study integrated multi-omics data to reveal how TSGs regulate cell cycle, genome stability, RNA processing, and metastasis in breast cancer.
Area of Science:
- Oncology
- Genetics
- Bioinformatics
Background:
- Tumor suppressor genes (TSGs) are critical for preventing cancer by regulating normal cellular processes.
- Dysregulation and mutation of TSGs contribute to cancer development and progression.
- Understanding TSG functions is key for effective cancer prevention and treatment strategies.
Purpose of the Study:
- To identify the molecular mechanisms and regulatory roles of tumor suppressor genes in breast cancer.
- To leverage multi-omics data for a comprehensive analysis of TSG involvement in oncogenesis.
Main Methods:
- Utilized multi-omics data (gene expression, copy number, methylation) from large-scale breast cancer datasets.
- Performed differential gene expression and co-expression analyses.
- Integrated results using enrichment analysis and p-value summation meta-analysis.
Main Results:
- Identified significant relationships between TSGs and gene ontology terms associated with cell cycle, genome stability, RNA processing, and metastasis.
- Revealed the regulatory impact of TSGs on key cancer-related cellular processes.
- Demonstrated the utility of integrative multi-omics analysis for understanding TSG functions.
Conclusions:
- TSGs play a significant role in regulating fundamental cellular processes critical to breast cancer development.
- The findings provide valuable insights into the molecular mechanisms underlying TSG action in cancer.
- The analytical framework can be applied to identify TSGs in other cancer types.
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