Sikdar Sinjini, Datta Somnath, Datta Susmita
Department of Biostatistics, University of Florida, Gainesville, FL, 32611, USA.
Biol Direct. 2016 Dec 20;11(1):65. doi: 10.1186/s13062-016-0168-8.
It is believed that all cancers occur due to the mutation or change in one or more genes. In order to investigate the significance of the biological pathways which are interrupted by these genetic mutations, we pursue an integrated analysis using multiple cancer datasets released by the International Cancer Genome Consortium (ICGC). This dataset consists of expression profiles for genes/proteins of patients receiving treatment, for three types of cancer - Head and Neck Squamous Cell Carcinoma (HNSC), Lung Adenocarcinoma (LUAD) and Kidney Renal Clear Cell Carcinoma (KIRC). We consider pathway analysis to identify all the biological pathways which are active among the patients and investigate the roles of the significant pathways using a differential network analysis of the protein expression datasets for the three cancers separately. We then integrate the pathway based results of all the three cancers which provide a more comprehensive picture of the three cancers.
From our analysis of the protein expression data, overall, RAS and PI3K signaling pathways appear to play the most significant roles in the three cancers - Head and Neck Squamous Cell Carcinoma (HNSC), Lung Adenocarcinoma (LUAD) and Kidney Renal Clear Cell Carcinoma (KIRC).
This analysis suggests that the RAS and PI3K signaling pathways are the two most important pathways in all the three cancers and should be investigated further for their potential roles in cancers.
This article was reviewed by Joaquin Dopazo and Samiran Ghosh.
人们认为所有癌症都是由于一个或多个基因的突变或变化而发生的。为了研究被这些基因突变打断的生物途径的重要性,我们使用国际癌症基因组联盟(ICGC)发布的多个癌症数据集进行综合分析。该数据集包含接受治疗的患者的基因/蛋白质表达谱,涉及三种癌症——头颈部鳞状细胞癌(HNSC)、肺腺癌(LUAD)和肾透明细胞癌(KIRC)。我们通过通路分析来识别患者中所有活跃的生物途径,并分别对这三种癌症的蛋白质表达数据集进行差异网络分析,以研究重要途径的作用。然后,我们整合这三种癌症基于通路的结果,从而更全面地了解这三种癌症。
从我们对蛋白质表达数据的分析来看,总体而言,RAS和PI3K信号通路似乎在头颈部鳞状细胞癌(HNSC)、肺腺癌(LUAD)和肾透明细胞癌(KIRC)这三种癌症中发挥着最重要的作用。
该分析表明,RAS和PI3K信号通路是这三种癌症中最重要的两条途径,应进一步研究它们在癌症中的潜在作用。
本文由华金·多帕佐(Joaquin Dopazo)和萨米兰·戈什(Samiran Ghosh)审阅。