Li Yue, Guo Maoni, Fu Zhenkun, Wang Peng, Zhang Yan, Gao Yue, Yue Ming, Ning Shangwei, Li Dianjun
Department of Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, 150081, China.
College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, 150081, China.
Oncotarget. 2017 Jan 10;8(2):2444-2456. doi: 10.18632/oncotarget.13683.
Breast cancer progression is associated with dysregulated expression of the immunoglobulin superfamily (IgSF) genes that are involved in cell-cell recognition, binding and adhesion. Despite widespread evidence that many IgSF genes could serve as effective biomarkers, this potential has not been realized because the studies have focused mostly on individual genes and not the entire network. To gain a global perspective of the IgSF-related biomarkers, we constructed an IgSF-directed neighbor network (IDNN) and an IgSF-directed driver network (IDDN) by integrating multiple levels of data, including IgSF genes, breast cancer driver genes, protein-protein interaction (PPI) networks and gene expression profiling data. Our study shows that IgSF genes in the PPI network have important topological features related to cancer. Most IgSF genes are either cancer driver genes themselves or associated with them. We also identified a 21-gene IgSF network module with enriched mutations that are associated with overall survival based on 450 breast cancer patient samples extracted from The Cancer Genome Atlas (TCGA) and multiple independent microarray validation datasets. These results highlight the potential of IgSF genes as novel diagnostic, prognostic and therapeutic targets for breast cancer.
乳腺癌进展与免疫球蛋白超家族(IgSF)基因的表达失调相关,这些基因参与细胞间识别、结合和黏附。尽管有广泛证据表明许多IgSF基因可作为有效的生物标志物,但这一潜力尚未实现,因为研究大多集中在单个基因而非整个网络。为了全面了解与IgSF相关的生物标志物,我们通过整合多个层面的数据构建了一个IgSF导向的邻居网络(IDNN)和一个IgSF导向的驱动网络(IDDN),这些数据包括IgSF基因、乳腺癌驱动基因、蛋白质-蛋白质相互作用(PPI)网络和基因表达谱数据。我们的研究表明,PPI网络中的IgSF基因具有与癌症相关的重要拓扑特征。大多数IgSF基因本身就是癌症驱动基因或与它们相关。我们还基于从癌症基因组图谱(TCGA)提取的450例乳腺癌患者样本和多个独立的微阵列验证数据集,鉴定出一个具有丰富突变的21基因IgSF网络模块,这些突变与总生存期相关。这些结果突出了IgSF基因作为乳腺癌新型诊断、预后和治疗靶点的潜力。