From description to causality: mechanisms of gene expression signatures in cancer
- PMID: 16721055
- DOI: 10.4161/cc.5.11.2798
From description to causality: mechanisms of gene expression signatures in cancer
Abstract
Global gene expression profiles of thousands of cancer samples have been completed, giving rise to hundreds of gene expression signatures (GES). Although many expression signatures show promise in predicting patient prognosis or response to therapies, the usefulness of the signatures in understanding the underlying mechanisms of cancer has not been fully exploited. While "reverse genomic" methods can test specific hypotheses of gene regulation, they fare less well in deciphering novel or combinatorial mechanisms of gene regulation. Recently we described SLAMS (stepwise linkage analysis of microarray signatures), a novel method that can prospectively identify genetic regulators of gene expression signatures in cancer. Applying SLAMS on a poor-prognosis wound signature in human breast cancer, we identified CSN5-mediated ubiquitination of MYC as a novel mechanism to activate a biological program favoring metastasis.
Similar articles
-
Genetic regulators of large-scale transcriptional signatures in cancer.Nat Genet. 2006 Apr;38(4):421-30. doi: 10.1038/ng1752. Epub 2006 Mar 5. Nat Genet. 2006. PMID: 16518402 Free PMC article.
-
Comparison and unification of genomic signatures in breast cancer.Annu Int Conf IEEE Eng Med Biol Soc. 2009;2009:3869-72. doi: 10.1109/IEMBS.2009.5332633. Annu Int Conf IEEE Eng Med Biol Soc. 2009. PMID: 19963602
-
Protein interaction network underpins concordant prognosis among heterogeneous breast cancer signatures.J Biomed Inform. 2010 Jun;43(3):385-96. doi: 10.1016/j.jbi.2010.03.009. Epub 2010 Mar 27. J Biomed Inform. 2010. PMID: 20350617 Free PMC article.
-
Expression genomics in breast cancer research: microarrays at the crossroads of biology and medicine.Breast Cancer Res. 2007;9(2):206. doi: 10.1186/bcr1662. Breast Cancer Res. 2007. PMID: 17397520 Free PMC article. Review.
-
Derivation of cancer diagnostic and prognostic signatures from gene expression data.Bioanalysis. 2010 May;2(5):855-62. doi: 10.4155/bio.10.35. Bioanalysis. 2010. PMID: 21083217 Free PMC article. Review.
Cited by
-
Identification of GSN and LAMC2 as Key Prognostic Genes of Bladder Cancer by Integrated Bioinformatics Analysis.Cancers (Basel). 2020 Jul 6;12(7):1809. doi: 10.3390/cancers12071809. Cancers (Basel). 2020. PMID: 32640634 Free PMC article.
-
A novel risk score system for assessment of ovarian cancer based on co-expression network analysis and expression level of five lncRNAs.BMC Med Genet. 2019 Jun 10;20(1):103. doi: 10.1186/s12881-019-0832-9. BMC Med Genet. 2019. PMID: 31182053 Free PMC article.
-
Deregulation of keratinocyte differentiation and activation: a hallmark of venous ulcers.J Cell Mol Med. 2008 Dec;12(6B):2675-90. doi: 10.1111/j.1582-4934.2008.00321.x. Epub 2008 Mar 28. J Cell Mol Med. 2008. PMID: 18373736 Free PMC article.
-
Mechanisms of disease: epithelial-mesenchymal transition--does cellular plasticity fuel neoplastic progression?Nat Clin Pract Oncol. 2008 May;5(5):280-90. doi: 10.1038/ncponc1089. Epub 2008 Mar 18. Nat Clin Pract Oncol. 2008. PMID: 18349857 Free PMC article.
-
Systems biology and cancer stem cells.J Cell Mol Med. 2008 Jan-Feb;12(1):97-110. doi: 10.1111/j.1582-4934.2007.00151.x. Epub 2007 Nov 20. J Cell Mol Med. 2008. PMID: 18031300 Free PMC article. Review.
Publication types
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical