Exploring autophagy-related prognostic genes of Alzheimer?s disease based on pathway crosstalk analysis

被引:3
作者
Qian, Fang [1 ]
Kong, Wei [1 ,2 ]
Wang, Shuaiqun [1 ]
机构
[1] Shanghai Maritime Univ, Dept Coll Informat Engn, Shanghai, Peoples R China
[2] Shanghai Maritime Univ, Coll Informat Engn, 1550 Haigang Ave, Shanghai 201306, Peoples R China
基金
中国国家自然科学基金; 上海市自然科学基金;
关键词
Alzheimer?s disease; autophagy; prognostic signature; pathway crosstalk; weighted gene coexpression network analysis; pathway analysis method based on global influence; BLOOD-BRAIN-BARRIER; AMYLOID-BETA; CD40; IDENTIFICATION; INSIGHTS; NETWORK;
D O I
10.17305/bjbms.2021.7019
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
Recent studies have shown that different signaling pathways are involved in the pathogenesis of Alzheimer's disease (AD), with complex molec-ular connections existing between these pathways. Autophagy is crucial for the degradation and production of pathogenic proteins in AD, and it shows link with other AD-related pathways. However, the current methods for identifying potential therapeutic targets for AD are primarily based on single-gene analysis or a single signal pathway, both of which are somewhat limited. Finding other methods are necessary for pro-viding novel underlying AD therapeutic targets. Therefore, given the central role of autophagy in AD and its interplay with its pathways, we aimed to identify prognostic genes related to autophagy within and between these pathways based on pathway crosstalk analysis. The method of pathway analysis based on global influence was applied to find the feature mRNAs involved in the crosstalk between autophagy and other AD-related pathways. Subsequently, the weighted gene coexpression network analysis was used to construct a coexpression module of feature mRNAs and differential long non-coding RNAs. Finally, based on two autophagy-related crosstalk genes (CD40 and SMAD7), we constructed a prognosis model by multivariate Cox regression, which could predict the overall survival of AD patients with medium-to-high accuracy. In conclusion, we provided an effective method for extracting autophagy-related significant genes based on pathway crosstalk in AD. We found the biomarkers valuable to the AD prognosis, which may also play an essential role in the development and treatment of AD.
引用
收藏
页码:751 / 771
页数:21
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