Network Biology Approaches to Uncover Therapeutic Targets Associated with Molecular Signaling Pathways from circRNA in Postoperative Cognitive Dysfunction Pathogenesis

IF 2.8 4区 医学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY
Piplu Bhuiyan, GS Chuwdhury, Zhaochu Sun, Yinan Chen, Hongquan Dong, Fee Faysal Ahmed, Li Nana, Md Habibur Rahman, Yanning Qian
{"title":"Network Biology Approaches to Uncover Therapeutic Targets Associated with Molecular Signaling Pathways from circRNA in Postoperative Cognitive Dysfunction Pathogenesis","authors":"Piplu Bhuiyan,&nbsp;GS Chuwdhury,&nbsp;Zhaochu Sun,&nbsp;Yinan Chen,&nbsp;Hongquan Dong,&nbsp;Fee Faysal Ahmed,&nbsp;Li Nana,&nbsp;Md Habibur Rahman,&nbsp;Yanning Qian","doi":"10.1007/s12031-022-02042-6","DOIUrl":null,"url":null,"abstract":"<div><h2>Abstract\n</h2><div><p>Postoperative cognitive dysfunction (POCD) is a cognitive deterioration and dementia that arise after a surgical procedure, affecting up to 40% of surgery patients over the age of 60. The precise etiology and molecular mechanisms underlying POCD remain uncovered. These reasons led us to employ integrative bioinformatics and machine learning methodologies to identify several biological signaling pathways involved and molecular signatures to better understand the pathophysiology of POCD. A total of 223 differentially expressed genes (DEGs) comprising 156 upregulated and 67 downregulated genes were identified from the circRNA microarray dataset by comparing POCD and non-POCD samples. Gene ontology (GO) analyses of DEGs were significantly involved in neurogenesis, autophagy regulation, translation in the postsynapse, modulating synaptic transmission, regulation of the cellular catabolic process, macromolecule modification, and chromatin remodeling. Pathway enrichment analysis indicated some key molecular pathways, including mTOR signaling pathway, AKT phosphorylation of cytosolic targets, MAPK and NF-κB signaling pathway, PI3K/AKT signaling pathway, nitric oxide signaling pathway, chaperones that modulate interferon signaling pathway, apoptosis signaling pathway, VEGF signaling pathway, cellular senescence, RANKL/RARK signaling pathway, and AGE/RAGE pathway. Furthermore, seven hub genes were identified from the PPI network and also determined transcription factors and protein kinases. Finally, we identified a new predictive drug for the treatment of SCZ using the LINCS L1000, GCP, and P100 databases. Together, our results bring a new era of the pathogenesis of a deeper understanding of POCD, identified novel therapeutic targets, and predicted drug inhibitors in POCD.\n</p></div></div>","PeriodicalId":652,"journal":{"name":"Journal of Molecular Neuroscience","volume":"72 9","pages":"1875 - 1901"},"PeriodicalIF":2.8000,"publicationDate":"2022-07-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s12031-022-02042-6.pdf","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Molecular Neuroscience","FirstCategoryId":"3","ListUrlMain":"https://link.springer.com/article/10.1007/s12031-022-02042-6","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"BIOCHEMISTRY & MOLECULAR BIOLOGY","Score":null,"Total":0}
引用次数: 1

Abstract

Abstract

Postoperative cognitive dysfunction (POCD) is a cognitive deterioration and dementia that arise after a surgical procedure, affecting up to 40% of surgery patients over the age of 60. The precise etiology and molecular mechanisms underlying POCD remain uncovered. These reasons led us to employ integrative bioinformatics and machine learning methodologies to identify several biological signaling pathways involved and molecular signatures to better understand the pathophysiology of POCD. A total of 223 differentially expressed genes (DEGs) comprising 156 upregulated and 67 downregulated genes were identified from the circRNA microarray dataset by comparing POCD and non-POCD samples. Gene ontology (GO) analyses of DEGs were significantly involved in neurogenesis, autophagy regulation, translation in the postsynapse, modulating synaptic transmission, regulation of the cellular catabolic process, macromolecule modification, and chromatin remodeling. Pathway enrichment analysis indicated some key molecular pathways, including mTOR signaling pathway, AKT phosphorylation of cytosolic targets, MAPK and NF-κB signaling pathway, PI3K/AKT signaling pathway, nitric oxide signaling pathway, chaperones that modulate interferon signaling pathway, apoptosis signaling pathway, VEGF signaling pathway, cellular senescence, RANKL/RARK signaling pathway, and AGE/RAGE pathway. Furthermore, seven hub genes were identified from the PPI network and also determined transcription factors and protein kinases. Finally, we identified a new predictive drug for the treatment of SCZ using the LINCS L1000, GCP, and P100 databases. Together, our results bring a new era of the pathogenesis of a deeper understanding of POCD, identified novel therapeutic targets, and predicted drug inhibitors in POCD.

Abstract Image

网络生物学方法揭示与circRNA分子信号通路相关的治疗靶点在术后认知功能障碍发病机制中
摘要术后认知功能障碍(POCD)是外科手术后出现的认知功能恶化和痴呆,影响60岁以上手术患者的比例高达40%。POCD的确切病因和分子机制尚不清楚。这些原因促使我们采用综合生物信息学和机器学习方法来识别涉及的几种生物信号通路和分子特征,以更好地了解POCD的病理生理学。通过比较POCD和非POCD样本,从circRNA微阵列数据集中共鉴定出223个差异表达基因(DEGs),其中包括156个上调基因和67个下调基因。DEGs的基因本体论(GO)分析在神经发生、自噬调节、突触后翻译、突触传递调节、细胞分解代谢过程调节、大分子修饰和染色质重塑等方面具有重要意义。途径富集分析发现了一些关键的分子通路,包括mTOR信号通路、AKT磷酸化胞质靶点、MAPK和NF-κB信号通路、PI3K/AKT信号通路、一氧化氮信号通路、调节干扰素信号通路、凋亡信号通路、VEGF信号通路、细胞衰老、RANKL/RARK信号通路、AGE/RAGE信号通路。此外,从PPI网络中鉴定出7个枢纽基因,并确定了转录因子和蛋白激酶。最后,我们利用LINCS L1000、GCP和P100数据库确定了一种新的预测治疗SCZ的药物。总之,我们的研究结果为POCD的发病机制带来了一个新的时代,加深了对POCD的理解,确定了新的治疗靶点,并预测了POCD的药物抑制剂。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Journal of Molecular Neuroscience
Journal of Molecular Neuroscience 医学-神经科学
CiteScore
6.60
自引率
3.20%
发文量
142
审稿时长
1 months
期刊介绍: The Journal of Molecular Neuroscience is committed to the rapid publication of original findings that increase our understanding of the molecular structure, function, and development of the nervous system. The criteria for acceptance of manuscripts will be scientific excellence, originality, and relevance to the field of molecular neuroscience. Manuscripts with clinical relevance are especially encouraged since the journal seeks to provide a means for accelerating the progression of basic research findings toward clinical utilization. All experiments described in the Journal of Molecular Neuroscience that involve the use of animal or human subjects must have been approved by the appropriate institutional review committee and conform to accepted ethical standards.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信