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Consensus Analysis of Whole Transcriptome Profiles from Two Breast Cancer Patient Cohorts Reveals Long Non-Coding
James R Bradford1, Angela Cox1, Philip Bernard2
1Sheffield Institute for Nucleic Acids (SInFoNiA), Department of Oncology and Metabolism, University of Sheffield, Sheffield, South Yorkshire, United Kingdom.
Plos One
|September 30, 2016
Summary
Long non-coding RNAs (lncRNAs) signatures can identify breast cancer subtypes. Tumor purity influences these signatures, revealing lncRNAs linked to cancer-associated fibroblasts and immune responses.
Area of Science:
- Genomics
- Molecular Biology
- Cancer Research
Background:
- Long non-coding RNAs (lncRNAs) are key regulators in cellular processes and diseases like cancer.
- lncRNA expression is often specific to tumor subtypes, including breast cancer, differentiating by hormone status and molecular intrinsic subtype.
- Reproducibility of lncRNA signatures across different datasets needs further investigation.
Purpose of the Study:
- To derive consensus lncRNA signatures for breast cancer subtypes using multiple datasets.
- To identify robust lncRNA markers for specific breast cancer subtypes, particularly basal-like.
- To investigate the impact of tumor microenvironment components on lncRNA signature derivation.
Main Methods:
- Integration of differential expression analysis and hypothesis-free clustering on two clinical RNA-Seq datasets (Utah Breast Cancer Study and The Cancer Genome Atlas).
- In silico functional characterization of identified lncRNA signatures.
- Analysis of expression data from pre-clinical cancer models.
Main Results:
- A consistent lncRNA signature associated with basal-like breast cancer was identified.
- A set of six potential lncRNA markers for basal-like breast cancer was generated, with two possibly regulating known poor prognosis markers.
- Discordance in signatures across cohorts was linked to the influence of non-cancerous cells, identifying nine lncRNAs potentially associated with cancer-associated fibroblasts or immune responses.
Conclusions:
- Tumor purity significantly confounds lncRNA signature derivation in breast cancer.
- Novel hypotheses regarding the roles of lncRNAs in basal-like breast cancer and the tumor microenvironment were generated.
- This study provides a foundation for understanding lncRNA functions in breast cancer subtypes and their interactions within the tumor microenvironment.
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