Functional Genomic and Bioinformatics, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy.
Department of Breast Surgery, Fudan University Shanghai Cancer Center and Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, 200032, People's Republic of China.
Breast. 2018 Jun;39:46-52. doi: 10.1016/j.breast.2018.03.008. Epub 2018 Mar 26.
Aberrant microRNA (miRNA) expression is associated with human tumors, including breast cancer (BC), and has diagnostic and therapeutic potential. BC tissue is characterized by distinctive miRNA signatures associated with cancer development or progression.
We explored miRNA profiles from BC tissues by unsupervised hierarchical clustering. Functional analysis was based on miRNA-mRNA data integration and Gene Set Enrichment Analysis.
Partition of miRNA expression data from BC samples of Chinese Han and Caucasian subjects identified clusters of correlated miRNAs that were subjected to a global and integrative analysis aimed at identifying novel associations with biological and clinical value. Co-expression of miRNAs clustered in the same module was partially explained by co-transcription of the same genomic locus or involvement in similar biological functions. No significant associations were found among miRNA clusters and clinical-pathological variables, except for ER status and immune infiltration estimated by CIBERSORT. A large number of miRNA clusters, instead, were significantly differentially expressed in PAM 50 and extracellular matrix (ECM) subgroups. Specifically, a new cluster including several relatively new miRNAs was overexpressed in ECM3 tumors, characterized by increased epithelial to mesenchymal transition (EMT). An integrative approach to extract meaningful relationships on miRNA/mRNA networks and predict the functional role of the miRNA clusters indicates that immune system, ECM, proliferation, transcription and DNA repair were the biological functions more targeted by miRNAs aberrantly expressed in BC.
We then identified novel miRNA patterns associated with BC molecular features, and described a complex regulatory network where miRNAs belonging to the same module cooperate in finely tuning gene expression.
异常的 microRNA(miRNA)表达与人类肿瘤有关,包括乳腺癌(BC),具有诊断和治疗潜力。BC 组织的特征是与癌症发生或进展相关的独特 miRNA 特征。
我们通过无监督层次聚类探索了 BC 组织中的 miRNA 谱。功能分析基于 miRNA-mRNA 数据集成和基因集富集分析。
对中国汉族和高加索人群 BC 样本的 miRNA 表达数据进行分区,确定了相关 miRNA 的聚类,对这些聚类进行了全局和综合分析,旨在确定与生物学和临床价值相关的新关联。同一模块中 miRNA 的共表达部分由同一基因组位置的共转录或参与相似的生物学功能解释。除了通过 CIBERSORT 估计的 ER 状态和免疫浸润外,miRNA 簇与临床病理变量之间没有发现显著关联。相反,大量 miRNA 簇在 PAM 50 和细胞外基质(ECM)亚组中表达差异显著。具体来说,包括几个相对较新 miRNA 的新簇在 ECM3 肿瘤中过表达,其特征是上皮间质转化(EMT)增加。提取 miRNA/mRNA 网络中具有意义关系并预测 miRNA 簇功能作用的综合方法表明,免疫系统、ECM、增殖、转录和 DNA 修复是 BC 中异常表达的 miRNA 靶向的生物学功能。
我们随后确定了与 BC 分子特征相关的新 miRNA 模式,并描述了一个复杂的调控网络,其中属于同一模块的 miRNAs 共同合作,精细地调节基因表达。