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利用蛋白质相互作用网络和功能富集分析预测阿尔茨海默病的枢纽基因

Prediction of hub genes of Alzheimer's disease using a protein interaction network and functional enrichment analysis.

作者信息

Wee Jia Jin, Kumar Suresh

机构信息

Faculty of Health and Life Sciences, Management and Science University, 40100 Shah Alam, Malaysia.

出版信息

Genomics Inform. 2020 Dec;18(4):e39. doi: 10.5808/GI.2020.18.4.e39. Epub 2020 Dec 10.

Abstract

Alzheimer's disease (AD) is a chronic, progressive brain disorder that slowly destroys affected individuals' memory and reasoning faculties, and consequently, their ability to perform the simplest tasks. This study investigated the hub genes of AD. Proteins interact with other proteins and non-protein molecules, and these interactions play an important role in understanding protein function. Computational methods are useful for understanding biological problems, in particular, network analyses of protein-protein interactions. Through a protein network analysis, we identified the following top 10 hub genes associated with AD: PTGER3, C3AR1, NPY, ADCY2, CXCL12, CCR5, MTNR1A, CNR2, GRM2, and CXCL8. Through gene enrichment, it was identified that most gene functions could be classified as integral to the plasma membrane, G-protein coupled receptor activity, and cell communication under gene ontology, as well as involvement in signal transduction pathways. Based on the convergent functional genomics ranking, the prioritized genes were NPY, CXCL12, CCR5, and CNR2.

摘要

阿尔茨海默病(AD)是一种慢性进行性脑部疾病,它会逐渐破坏患者的记忆和推理能力,进而影响他们完成最简单任务的能力。本研究调查了AD的枢纽基因。蛋白质与其他蛋白质及非蛋白质分子相互作用,这些相互作用对于理解蛋白质功能起着重要作用。计算方法有助于理解生物学问题,尤其是蛋白质-蛋白质相互作用的网络分析。通过蛋白质网络分析,我们确定了与AD相关的以下前10个枢纽基因:PTGER3、C3AR1、NPY、ADCY2、CXCL12、CCR5、MTNR1A、CNR2、GRM2和CXCL8。通过基因富集分析发现,在基因本体论下,大多数基因功能可归类为质膜整合、G蛋白偶联受体活性和细胞通讯,以及参与信号转导途径。基于收敛功能基因组学排名,优先级较高的基因是NPY、CXCL12、CCR5和CNR2。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ca65/7808865/c4d664b65b49/gi-2020-18-4-e39f1.jpg

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