Bioinformatics identification of potential biomarkers and therapeutic targets for ischemic stroke and vascular dementia

血管性痴呆 鉴定(生物学) 缺血性中风 痴呆 计算生物学 冲程(发动机) 生物 生物信息学 重症监护医学 医学 缺血 内科学 疾病 生态学 工程类 机械工程
作者
Ding Zhang,Ni Jia,Zhihan Hu,Zhou Keqing,Chenxi Song,Sun Chunying,C.-S. Chen,Wei Chen,Yueqiang Hu,Ziyun Ruan
出处
期刊:Experimental Gerontology [Elsevier]
卷期号:187: 112374-112374 被引量:6
标识
DOI:10.1016/j.exger.2024.112374
摘要

Ischemic stroke and vascular dementia, as common cerebrovascular diseases, with the former causing irreversible neurological damage and the latter causing cognitive and memory impairment, are closely related and have long received widespread attention. Currently, the potential causative genes of these two diseases have yet to be investigated, and effective early diagnostic tools for the diseases have not yet emerged. In this study, we screened new potential biomarkers and analyzed new therapeutic targets for both diseases from the perspective of immune infiltration. Two gene expression profiles on ischemic stroke and vascular dementia were obtained from the NCBI GEO database, and key genes were identified by LASSO regression and SVM-RFE algorithms, and key genes were analyzed by GO and KEGG enrichment. The CIBERSORT algorithm was applied to the gene expression profile species of the two diseases to quantify the 24 subpopulations of immune cells. Moreover, logistic regression modeling analysis was applied to illustrate the stability of the key genes in the diagnosis. Finally, the key genes were validated using RT-PCR assay. A total of 105 intersecting DEGs genes were obtained in the 2 sets of GEO datasets, and bioinformatics functional analysis of the intersecting DEGs genes showed that GO was mainly involved in the purine ribonucleoside triphosphate metabolic process,respiratory chain complex,DNA−binding transcription factor binding and active transmembrane transporter activity. KEGG is mainly involved in the Oxidative phosphorylation, cAMP signaling pathway. The LASSO regression algorithm and SVM-RFE algorithm finally obtained three genes, GAS2L1, ARHGEF40 and PFKFB3, and the logistic regression prediction model determined that the three genes, GAS2L1 (AUC: 0.882), ARHGEF40 (AUC: 0.867) and PFKFB3 (AUC: 0.869), had good diagnostic performance. Meanwhile, the two disease core genes and immune infiltration were closely related, GAS2L1 and PFKFB3 had the highest positive correlation with macrophage M1 (p < 0.001) and the highest negative correlation with mast cell activation (p = 0.0017); ARHGEF40 had the highest positive correlation with macrophage M1 and B cells naive (p < 0.001), the highest negative correlation with B cell memory highest correlation (p = 0.0047). RT-PCR results showed that the relative mRNA expression levels of GAS2L1, ARHGEF40, and PFKFB3 were significantly elevated in the populations of both disease groups (p < 0.05). Immune infiltration-based models can be used to predict the diagnosis of patients with ischemic stroke and vascular dementia and provide a new perspective on the early diagnosis and treatment of both diseases.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
mushrooms119发布了新的文献求助10
1秒前
1秒前
搜集达人应助科研通管家采纳,获得10
1秒前
共享精神应助科研通管家采纳,获得10
1秒前
1秒前
Lucas应助科研通管家采纳,获得10
1秒前
赘婿应助科研通管家采纳,获得10
1秒前
酷波er应助科研通管家采纳,获得10
1秒前
隐形曼青应助科研通管家采纳,获得10
1秒前
Lucas应助科研通管家采纳,获得10
1秒前
张诗菡应助科研通管家采纳,获得10
1秒前
CodeCraft应助科研通管家采纳,获得10
1秒前
小蘑菇应助科研通管家采纳,获得10
2秒前
2秒前
2秒前
蓝天应助科研通管家采纳,获得10
2秒前
2秒前
星辰大海应助科研通管家采纳,获得10
2秒前
Lucas应助科研通管家采纳,获得20
2秒前
JamesPei应助科研通管家采纳,获得30
2秒前
2秒前
共享精神应助科研通管家采纳,获得10
2秒前
3秒前
隐形曼青应助科研通管家采纳,获得30
3秒前
斯文败类应助科研通管家采纳,获得10
3秒前
小脆发布了新的文献求助10
3秒前
丘比特应助科研通管家采纳,获得10
3秒前
爆米花应助科研通管家采纳,获得10
3秒前
科研通AI2S应助科研通管家采纳,获得10
3秒前
3秒前
研友_VZG7GZ应助大方的冥茗采纳,获得30
3秒前
4秒前
4秒前
4秒前
4秒前
4秒前
4秒前
4秒前
逆光完成签到 ,获得积分10
5秒前
5秒前
高分求助中
Modern Epidemiology, Fourth Edition 5000
Kinesiophobia : a new view of chronic pain behavior 5000
Molecular Biology of Cancer: Mechanisms, Targets, and Therapeutics 3000
Digital Twins of Advanced Materials Processing 2000
Propeller Design 2000
Weaponeering, Fourth Edition – Two Volume SET 2000
Handbook of pharmaceutical excipients, Ninth edition 1500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 纳米技术 化学工程 生物化学 物理 计算机科学 内科学 复合材料 催化作用 物理化学 光电子学 电极 冶金 细胞生物学 基因
热门帖子
关注 科研通微信公众号,转发送积分 6010665
求助须知:如何正确求助?哪些是违规求助? 7556567
关于积分的说明 16134437
捐赠科研通 5157332
什么是DOI,文献DOI怎么找? 2762362
邀请新用户注册赠送积分活动 1740942
关于科研通互助平台的介绍 1633458