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人类间充质肿瘤的 microRNA 活性图谱:与致癌途径的关联;一项整合转录组学研究。

A microRNA activity map of human mesenchymal tumors: connections to oncogenic pathways; an integrative transcriptomic study.

机构信息

Division of Hematology/Oncology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA 02215, USA.

出版信息

BMC Genomics. 2012 Jul 23;13:332. doi: 10.1186/1471-2164-13-332.

Abstract

BACKGROUND

MicroRNAs (miRNAs) are nucleic acid regulators of many human mRNAs, and are associated with many tumorigenic processes. miRNA expression levels have been used in profiling studies, but some evidence suggests that expression levels do not fully capture miRNA regulatory activity. In this study we integrate multiple gene expression datasets to determine miRNA activity patterns associated with cancer phenotypes and oncogenic pathways in mesenchymal tumors - a very heterogeneous class of malignancies.

RESULTS

Using a computational method, we identified differentially activated miRNAs between 77 normal tissue specimens and 135 sarcomas and we validated many of these findings with microarray interrogation of an independent, paraffin-based cohort of 18 tumors. We also showed that miRNA activity is imperfectly correlated with miRNA expression levels. Using next-generation miRNA sequencing we identified potential base sequence alterations which may explain differential activity. We then analyzed miRNA activity changes related to the RAS-pathway and found 21 miRNAs that switch from silenced to activated status in parallel with RAS activation. Importantly, nearly half of these 21 miRNAs were predicted to regulate integral parts of the miRNA processing machinery, and our gene expression analysis revealed significant reductions of these transcripts in RAS-active tumors. These results suggest an association between RAS signaling and miRNA processing in which miRNAs may attenuate their own biogenesis.

CONCLUSIONS

Our study represents the first gene expression-based investigation of miRNA regulatory activity in human sarcomas, and our findings indicate that miRNA activity patterns derived from integrated transcriptomic data are reproducible and biologically informative in cancer. We identified an association between RAS signaling and miRNA processing, and demonstrated sequence alterations as plausible causes for differential miRNA activity. Finally, our study highlights the value of systems level integrative miRNA/mRNA assessment with high-throughput genomic data, and the applicability of paraffin-tissue-derived RNA for validation of novel findings.

摘要

背景

微小 RNA(miRNA)是许多人类 mRNA 的核酸调节剂,与许多致瘤过程有关。miRNA 表达水平已用于分析研究,但有证据表明表达水平不能完全捕捉 miRNA 调节活性。在这项研究中,我们整合了多个基因表达数据集,以确定与间充质肿瘤(一种非常异质的恶性肿瘤)的癌症表型和致癌途径相关的 miRNA 活性模式。

结果

我们使用计算方法,在 77 个正常组织标本和 135 个肉瘤之间鉴定了差异激活的 miRNA,并用独立的基于石蜡的 18 个肿瘤的微阵列检测验证了其中的许多发现。我们还表明,miRNA 活性与 miRNA 表达水平的相关性并不完美。使用下一代 miRNA 测序,我们确定了可能解释差异活性的潜在碱基序列改变。然后,我们分析了与 RAS 通路相关的 miRNA 活性变化,发现了 21 个 miRNA 在 RAS 激活时从沉默状态转变为激活状态。重要的是,这 21 个 miRNA 中的近一半被预测为调节 miRNA 加工机制的重要部分,我们的基因表达分析显示,这些转录物在 RAS 活性肿瘤中显著减少。这些结果表明,RAS 信号与 miRNA 加工之间存在关联,其中 miRNA 可能会减弱自身的生物发生。

结论

我们的研究代表了人类肉瘤中基于基因表达的 miRNA 调节活性的首次研究,我们的研究结果表明,源自整合转录组数据的 miRNA 活性模式在癌症中是可重复且具有生物学意义的。我们发现了 RAS 信号与 miRNA 加工之间的关联,并证明了序列改变是差异 miRNA 活性的合理原因。最后,我们的研究强调了利用高通量基因组数据进行系统水平整合 miRNA/mRNA 评估的价值,以及利用石蜡组织衍生 RNA 验证新发现的适用性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/06c2/3443663/6d0eec51e29e/1471-2164-13-332-1.jpg

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