Tang Yifei, Yan Wenying, Chen Jiajia, Luo Cheng, Kaipia Antti, Shen Bairong
BMC Syst Biol. 2013 Oct 16;7 Suppl 3(Suppl 3):S6. doi: 10.1186/1752-0509-7-S3-S6.
MicroRNAs (miRNAs) are potential regulators that contribute to the pathogenesis of cancer. Microarray technologies have been widely used to characterize aberrant miRNA expression patterns in cancer. Nevertheless, the miRNAs expression signatures identified for a same cancer differs among laboratories due to the cancer heterogeneity. In addition, how the deregulated miRNAs coordinately contribute to the tumourigenic process of prostate cancer remains elusive.
We evaluated five outlier detection algorithms that take into account the heterogeneity of cancer samples. ORT was selected as the best method and applied to four prostate cancer associated microRNA expression datasets. After microRNA target prediction and pathway enrichment mapping, 38 Gene Ontology terms, 16 KEGG pathways and 99 GeneGO pathways are found putative prostate cancer associated. Comparison with our previous studies, we identified two putative novel pathways important in prostate cancer. The two novel pathways are 1) ligand-independent activation of ESR1 and ESR2 and 2) membrane-bound ESR1: interaction with growth factors signalling.
We proved that expression signatures of at the pathway level well address the cancer heterogeneity and are more consistent than at the miRNA/gene levels. Based on this observation, we identified putative novel microRNA regulatory pathways which will help us to elucidate the cooperative function of different microRNAs in prostate cancer.
微小RNA(miRNA)是癌症发病机制中的潜在调节因子。微阵列技术已被广泛用于表征癌症中异常的miRNA表达模式。然而,由于癌症的异质性,不同实验室针对同一癌症所鉴定出的miRNA表达特征存在差异。此外,失调的miRNA如何协同促进前列腺癌的致瘤过程仍不清楚。
我们评估了五种考虑癌症样本异质性的异常值检测算法。ORT被选为最佳方法,并应用于四个前列腺癌相关的miRNA表达数据集。经过miRNA靶标预测和通路富集映射后,发现38个基因本体论术语、16条KEGG通路和99条GeneGO通路与前列腺癌相关。与我们之前的研究相比,我们确定了两条在前列腺癌中重要的假定新通路。这两条新通路分别是:1)ESR1和ESR2的非配体依赖性激活;2)膜结合ESR1:与生长因子信号传导的相互作用。
我们证明,在通路水平的表达特征能很好地解决癌症异质性问题,并且比在miRNA/基因水平上更具一致性。基于这一观察结果,我们确定了假定的新miRNA调节通路,这将有助于我们阐明不同miRNA在前列腺癌中的协同功能。