Literature DB >> 21956122

Review and cross-validation of gene expression signatures and melanoma prognosis.

Sarah-Jane Schramm1, Anna E Campain, Richard A Scolyer, Yee Hwa Yang, Graham J Mann.   

Abstract

In melanoma, there is an urgent need to identify novel biomarkers with prognostic performance superior to traditional clinical and histological parameters. Gene expression-based prognostic signatures offer promise, but studies have been challenged by sample scarcity, cohort heterogeneity, and doubts about the efficacy of such signatures relative to current clinical practices. Motivated by new studies that have begun to address these challenges, we reviewed prognostic signatures derived from gene expression microarray analysis of human melanoma tissue. We used REMARK-based criteria to select the most relevant studies and directly compared their signature gene lists. Through functional ontology enrichment analysis, we observed that these independent data sets converge in part upon immune response processes and the G-protein signaling NRAS-regulation pathway, both important in melanoma development and progression. The signatures correctly predicted patient outcome in independent gene expression data sets with some notably low misclassification rates, particularly among studies involving more advanced-stage tumors. This successful cross-validation indicates that gene expression analysis-based signatures are becoming translationally relevant to care of melanoma patients, as well as improving understanding of the aspects of melanoma biology that determine patient outcome.

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Year:  2011        PMID: 21956122     DOI: 10.1038/jid.2011.305

Source DB:  PubMed          Journal:  J Invest Dermatol        ISSN: 0022-202X            Impact factor:   8.551


  17 in total

Review 1.  How anti-PD1 treatments are changing the management of melanoma.

Authors:  Peter Hersey; Hojabr Kakavand; James Wilmott; Andre van der Westhuizen; Stuart Gallagher; Kavitha Gowrishankar; Richard Scolyer
Journal:  Melanoma Manag       Date:  2014-12-04

Review 2.  Molecular pathology of cutaneous melanoma.

Authors:  Léon C van Kempen; Margaret Redpath; Caroline Robert; Alan Spatz
Journal:  Melanoma Manag       Date:  2014-12-04

3.  The role of BRAF mutation in patients with high-risk malignant melanoma treated with high-dose adjuvant interferon therapy.

Authors:  Tulay Akman; Ilhan Oztop; Yasemin Baskin; Mahdi Akbarpour; Olcun Umit Unal; Utku Oflazoglu; Hulya Ellidokuz; Banu Lebe
Journal:  Med Oncol       Date:  2014-12-14       Impact factor: 3.064

4.  Transcriptome profiling identifies HMGA2 as a biomarker of melanoma progression and prognosis.

Authors:  Leon Raskin; Douglas R Fullen; Thomas J Giordano; Dafydd G Thomas; Marcus L Frohm; Kelly B Cha; Jaeil Ahn; Bhramar Mukherjee; Timothy M Johnson; Stephen B Gruber
Journal:  J Invest Dermatol       Date:  2013-04-30       Impact factor: 8.551

Review 5.  Germline determinants of clinical outcome of cutaneous melanoma.

Authors:  Matjaz Vogelsang; Melissa Wilson; Tomas Kirchhoff
Journal:  Pigment Cell Melanoma Res       Date:  2015-11-03       Impact factor: 4.693

6.  An attempt at a molecular prediction of metastasis in patients with primary cutaneous melanoma.

Authors:  Melanie Gschaider; Friederike Neumann; Bettina Peters; Florian Lenz; Michael Cibena; Malgorzata Goiser; Ingrid Wolf; Jörg Wenzel; Cornelia Mauch; Wolfgang Schreiner; Stephan N Wagner
Journal:  PLoS One       Date:  2012-11-14       Impact factor: 3.240

7.  One-step extrapolation of the prediction performance of a gene signature derived from a small study.

Authors:  Ling-Yi Wang; Wen-Chung Lee
Journal:  BMJ Open       Date:  2015-04-17       Impact factor: 2.692

8.  Isolation and molecular characterization of circulating melanoma cells.

Authors:  Xi Luo; Devarati Mitra; Ryan J Sullivan; Ben S Wittner; Anya M Kimura; Shiwei Pan; Mai P Hoang; Brian W Brannigan; Donald P Lawrence; Keith T Flaherty; Lecia V Sequist; Martin McMahon; Marcus W Bosenberg; Shannon L Stott; David T Ting; Sridhar Ramaswamy; Mehmet Toner; David E Fisher; Shyamala Maheswaran; Daniel A Haber
Journal:  Cell Rep       Date:  2014-04-18       Impact factor: 9.423

9.  A new 12-gene diagnostic biomarker signature of melanoma revealed by integrated microarray analysis.

Authors:  Wanting Liu; Yonghong Peng; Desmond J Tobin
Journal:  PeerJ       Date:  2013-03-05       Impact factor: 2.984

10.  The immune-related role of BRAF in melanoma.

Authors:  Sara Tomei; Davide Bedognetti; Valeria De Giorgi; Michele Sommariva; Sara Civini; Jennifer Reinboth; Muna Al Hashmi; Maria Libera Ascierto; Qiuzhen Liu; Ben D Ayotte; Andrea Worschech; Lorenzo Uccellini; Paolo A Ascierto; David Stroncek; Giuseppe Palmieri; Lotfi Chouchane; Ena Wang; Francesco M Marincola
Journal:  Mol Oncol       Date:  2014-08-06       Impact factor: 6.603

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