Widespread dysregulation of MiRNAs by MYCN amplification and chromosomal imbalances in neuroblastoma: association of miRNA expression with survival.
Authors
Bray, IsabellaBryan, Kenneth
Prenter, Suzanne
Buckley, Patrick G
Foley, Niamh H
Murphy, Derek M
Alcock, Leah
Mestdagh, Pieter
Vandesompele, Jo
Speleman, Frank
London, Wendy B
McGrady, Patrick W
Higgins, Desmond G
O'Meara, Anne
O'Sullivan, Maureen
Stallings, Raymond L
Affiliation
Department of Cancer Genetics, Royal College of Surgeons in Ireland, Dublin, Ireland.Issue Date
2009Keywords
CANCERGENETICS
MeSH
Cell Line, TumorChromosome Aberrations
Cluster Analysis
Cohort Studies
Gene Expression Regulation, Neoplastic
Humans
MicroRNAs
Nervous System Neoplasms
Neuroblastoma
Nuclear Proteins
Nucleic Acid Hybridization
Oncogene Proteins
Reverse Transcriptase Polymerase Chain Reaction
Sensitivity and Specificity
Sequence Analysis, DNA
Sympathetic Nervous System
Treatment Outcome
Metadata
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Widespread dysregulation of MiRNAs by MYCN amplification and chromosomal imbalances in neuroblastoma: association of miRNA expression with survival. 2009, 4 (11):e7850 PLoS ONEJournal
PloS oneDOI
10.1371/journal.pone.0007850PubMed ID
19924232Abstract
MiRNAs regulate gene expression at a post-transcriptional level and their dysregulation can play major roles in the pathogenesis of many different forms of cancer, including neuroblastoma, an often fatal paediatric cancer originating from precursor cells of the sympathetic nervous system. We have analyzed a set of neuroblastoma (n = 145) that is broadly representative of the genetic subtypes of this disease for miRNA expression (430 loci by stem-loop RT qPCR) and for DNA copy number alterations (array CGH) to assess miRNA involvement in disease pathogenesis. The tumors were stratified and then randomly split into a training set (n = 96) and a validation set (n = 49) for data analysis. Thirty-seven miRNAs were significantly over- or under-expressed in MYCN amplified tumors relative to MYCN single copy tumors, indicating a potential role for the MYCN transcription factor in either the direct or indirect dysregulation of these loci. In addition, we also determined that there was a highly significant correlation between miRNA expression levels and DNA copy number, indicating a role for large-scale genomic imbalances in the dysregulation of miRNA expression. In order to directly assess whether miRNA expression was predictive of clinical outcome, we used the Random Forest classifier to identify miRNAs that were most significantly associated with poor overall patient survival and developed a 15 miRNA signature that was predictive of overall survival with 72.7% sensitivity and 86.5% specificity in the validation set of tumors. We conclude that there is widespread dysregulation of miRNA expression in neuroblastoma tumors caused by both over-expression of the MYCN transcription factor and by large-scale chromosomal imbalances. MiRNA expression patterns are also predicative of clinical outcome, highlighting the potential for miRNA mediated diagnostics and therapeutics.Language
enISSN
1932-6203ae974a485f413a2113503eed53cd6c53
10.1371/journal.pone.0007850
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Except where otherwise noted, this item's license is described as https://creativecommons.org/licenses/by/4.0/
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