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Mining for regulatory programs in the cancer transcriptome
Daniel R Rhodes1, Shanker Kalyana-Sundaram, Vasudeva Mahavisno
1Department of Pathology, University of Michigan Medical School, Ann Arbor, Michigan 48109, USA.
Abstract:
DNA microarrays have been widely applied to cancer transcriptome analysis. The Oncomine database contains a large collection of such data, as well as hundreds of derived gene-expression signatures. We studied the regulatory mechanisms responsible for gene deregulation in these cancer signatures by searching for the coordinate regulation of genes with common transcription factor binding sites. We found that genes with binding sites for the archetypal cancer transcription factor, E2F, were disproportionately overexpressed in a wide variety of cancers, whereas genes with binding sites for other transcription factors, such as Myc-Max, c-Rel and ATF, were disproportionately overexpressed in specific cancer types. These results suggest that alterations in pathways activating these transcription factors may be responsible for the observed gene deregulation and cancer pathogenesis.
Insights
Cancer gene deregulation is linked to transcription factors. E2F targets are broadly overexpressed across cancers, while others like Myc-Max are specific, suggesting pathway alterations drive cancer pathogenesis.
Area of Science:
- Genomics
- Cancer Biology
- Bioinformatics
Background:
- DNA microarrays are crucial for cancer transcriptome analysis.
- The Oncomine database houses extensive gene expression data and signatures.
- Understanding gene deregulation mechanisms in cancer is vital.
Purpose of the Study:
- Investigate regulatory mechanisms behind gene deregulation in cancer signatures.
- Identify transcription factors involved in coordinated gene regulation in cancer.
- Explore the role of transcription factor binding sites in cancer pathogenesis.
Main Methods:
- Analyzed gene-expression signatures from the Oncomine database.
- Searched for coordinate regulation of genes sharing common transcription factor binding sites.
- Utilized bioinformatics approaches to identify overexpressed genes linked to specific transcription factors.
Main Results:
- Genes with E2F transcription factor binding sites showed disproportionate overexpression across diverse cancer types.
- Genes associated with Myc-Max, c-Rel, and ATF transcription factors were overexpressed in specific cancer types.
- Demonstrated a link between transcription factor binding and broad or specific gene deregulation in cancer.
Conclusions:
- Alterations in pathways regulating transcription factors like E2F may drive widespread gene deregulation in cancer.
- Specific transcription factor pathway alterations contribute to the pathogenesis of particular cancer types.
- Transcription factor binding site analysis provides insights into cancer gene regulatory networks.
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