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Optimization of a Multiplex RNA-based Expression Assay Using Breast Cancer Archival Material
Published on: August 1, 2018
Subtype-specific network organization of molecular complexes in breast cancer
Swapnil Kumar1, Ramakrishna Ramaswamy, Vaibhav Vindal
1Department of Biotechnology and Bioinformatics, School of Life Sciences, University of Hyderabad, Hyderabad 500046, India.
Abstract:
Breast cancer, a leading cause of death in women, is a complex heterogeneous disease comprising multiple molecular subtypes with different treatment responses and hence clinical outcomes. The present study aims to gain a deeper insight into the disease complexities at the level of molecular subtypes. For this, first, three subtype networks of breast cancer, viz., ER-/HER2-, ER+/HER2-, and HER2+, were constructed utilizing mRNA expression profiles of tumor tissues. Subsequently, these networks were used to construct three exclusively subtype-specific networks. Further, the mRNA expression profiles of all three subtypes were analyzed using differential correlations based on z-statistics of the F-test. Finally, functional enrichment analysis was carried out to elucidate functions and processes of important genes involved in subtype networks. From this analysis, it was observed that these subtype networks share a commonality among them in terms of preserved patterns. However, these networks possess specific patterns that result in exclusively subtypespecific networks having unique sets of wiring among the genes. Additionally, the significantly differentially correlated gene pairs between two subtypes demonstrate subtype-specific expressional patterns which make them different at the molecular level. Furthermore, the network analysis also revealed ER-/HER2--specific genes, viz., LUM, RARB, and ERCC6. Thus, the present analysis provides new insights for further research on breast cancer subtypes and hence the development of the most effective diagnosis and treatment.
Insights
This study reveals distinct molecular patterns in breast cancer subtypes, identifying unique gene networks. These findings offer new insights for developing targeted breast cancer diagnostics and treatments.
Area of Science:
- Oncology
- Genomics
- Bioinformatics
Background:
- Breast cancer is a heterogeneous disease with varied molecular subtypes.
- Different subtypes exhibit distinct treatment responses and clinical outcomes.
- Understanding subtype-specific complexities is crucial for effective therapy.
Purpose of the Study:
- To investigate the molecular complexities of breast cancer subtypes.
- To construct and analyze subtype-specific gene networks.
- To identify unique molecular patterns and key genes within each subtype.
Main Methods:
- Construction of molecular networks for ER-/HER2-, ER+/HER2-, and HER2+ breast cancer subtypes using mRNA expression data.
- Development of exclusively subtype-specific networks.
- Differential correlation analysis and functional enrichment analysis of gene expression profiles.
Main Results:
- Breast cancer subtype networks share common patterns but possess unique gene wiring.
- Differential correlation analysis identified subtype-specific expressional patterns.
- Key ER-/HER2- specific genes, including LUM, RARB, and ERCC6, were identified.
Conclusions:
- Molecular network analysis provides deeper insights into breast cancer subtype heterogeneity.
- Distinct molecular signatures differentiate breast cancer subtypes.
- Findings support further research for improved breast cancer diagnosis and treatment strategies.
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