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基于功能子路径理解癌症的发生机制。

Understanding the mechanisms of cancers based on function sub-pathways.

机构信息

Institute of Advanced Computational Science and Technology, Guangzhou University, Guangzhou, Guangdong 510006, China.

Institute of Advanced Computational Science and Technology, Guangzhou University, Guangzhou, Guangdong 510006, China.

出版信息

Comput Biol Chem. 2019 Feb;78:491-496. doi: 10.1016/j.compbiolchem.2018.11.011. Epub 2018 Nov 19.

Abstract

Pathway analysis has become a popular technology tool for gaining insight into the underlying biology of differentially expressed genes and proteins. Although many sub-pathways analysis methods have been proposed, the function of these sub-pathways is generally implicit. In this paper, we propose a function sub-pathway analysis (FSPA) method which includes all nodes reaching a specific function node at the downstream of pathways. The perturbation degree of a sub-pathway is defined as the negative of the log p-value of the sub-pathway. The proposed FSPA allows analyzing the differentially expressed genes in a sub-pathway with diseases in explicit function level. Results from six datasets of colorectal cancer, lung cancer and pancreatic cancer show that the proposed FSPA could identify more cancer associated pathways. And more importantly, it could identify which sub-pathways lead to a specific abnormal function, and to what extent it affects the function. Furthermore, the proposed perturbation degree could also analyze the imbalance of some functions involved in some biological process. The results by FSPA are helpful for elucidating the underlying mechanisms of cancers and designing therapeutic strategies.

摘要

通路分析已成为一种用于深入了解差异表达基因和蛋白质潜在生物学的流行技术工具。尽管已经提出了许多亚通路分析方法,但这些亚通路的功能通常是隐含的。在本文中,我们提出了一种功能亚通路分析(FSPA)方法,该方法包含了通路下游到达特定功能节点的所有节点。亚通路的扰动程度定义为亚通路的负对数 p 值。所提出的 FSPA 允许在明确的功能水平上分析具有疾病的差异表达基因的亚通路。来自结直肠癌、肺癌和胰腺癌的六个数据集的结果表明,所提出的 FSPA 可以识别更多与癌症相关的通路。更重要的是,它可以识别哪些亚通路导致特定的异常功能,以及它对功能的影响程度。此外,所提出的扰动程度还可以分析某些生物学过程中涉及的某些功能的失衡。FSPA 的结果有助于阐明癌症的潜在机制并设计治疗策略。

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