Department of Cancer Genetics, Royal College of Surgeons in Ireland, Dublin, Ireland.
PLoS One. 2009 Nov 16;4(11):e7850. doi: 10.1371/journal.pone.0007850.
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.
miRNAs 在转录后水平调节基因表达,其失调在许多不同形式的癌症发病机制中起着重要作用,包括神经母细胞瘤,这是一种源自交感神经系统前体细胞的常见致命儿科癌症。我们分析了一组广泛代表这种疾病遗传亚型的神经母细胞瘤(n = 145),用于 miRNA 表达(通过茎环 RT-qPCR 分析 430 个基因座)和 DNA 拷贝数改变(array CGH),以评估 miRNA 参与疾病发病机制。将肿瘤分层,然后随机分为训练集(n = 96)和验证集(n = 49)进行数据分析。37 个 miRNA 在 MYCN 扩增肿瘤中相对于 MYCN 单拷贝肿瘤表达上调或下调,表明 MYCN 转录因子可能直接或间接调节这些基因座。此外,我们还确定 miRNA 表达水平与 DNA 拷贝数之间存在高度显著的相关性,表明大规模基因组失衡在 miRNA 表达失调中起作用。为了直接评估 miRNA 表达是否预测临床结果,我们使用随机森林分类器来识别与整体患者生存不良最显著相关的 miRNA,并开发了一个由 15 个 miRNA 组成的特征签名,在验证集肿瘤中具有 72.7%的敏感性和 86.5%的特异性预测整体生存率。我们得出结论,miRNA 表达在神经母细胞瘤肿瘤中广泛失调,这是由 MYCN 转录因子的过度表达和大规模染色体失衡引起的。miRNA 表达模式也具有预测临床结果的能力,突出了 miRNA 介导的诊断和治疗的潜力。