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 BV]
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
1秒前
GTY发布了新的文献求助60
1秒前
1秒前
彼岸完成签到,获得积分10
1秒前
2秒前
白藏完成签到,获得积分10
2秒前
自由的悒发布了新的文献求助10
2秒前
mc完成签到,获得积分10
3秒前
3秒前
nav发布了新的文献求助10
3秒前
4秒前
背后的尔琴完成签到 ,获得积分10
5秒前
xcx完成签到 ,获得积分10
5秒前
6秒前
科研小白完成签到,获得积分10
7秒前
烟花应助杨文静采纳,获得10
8秒前
落寞的柜子完成签到,获得积分10
8秒前
Paddi完成签到,获得积分10
10秒前
11秒前
11秒前
睡不醒的xx完成签到 ,获得积分10
12秒前
13秒前
科研通AI6.4应助weishang采纳,获得10
14秒前
搜集达人应助栀鸢采纳,获得10
14秒前
小肥羊发布了新的文献求助10
16秒前
淡定的咖啡豆完成签到 ,获得积分10
16秒前
17秒前
17秒前
呱呱完成签到,获得积分10
17秒前
司空悒完成签到,获得积分0
18秒前
吹泡泡的红豆完成签到 ,获得积分0
18秒前
SAY完成签到,获得积分10
18秒前
子义完成签到,获得积分10
18秒前
19秒前
19秒前
Orange应助可靠的公爵熊采纳,获得10
20秒前
Hui发布了新的文献求助10
21秒前
科研通AI6.3应助Daisy采纳,获得10
22秒前
吴楠发布了新的文献求助10
22秒前
Wang发布了新的文献求助10
23秒前
高分求助中
Principles of Economics, 11th Edition 10000
University Physics with Modern Physics, 16th edition 10000
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Development of a Bridge Weigh-In-Motion System: A technology to convert the bridge response to the passage of traffic into data on vehicle configurations, speeds, times of travel and weights 1000
Molecular Mechanisms of Photosynthesis, 4th Edition 1000
Organic Reactions, Volume 116 1000
Current concepts in cutaneous toxicity : proceedings of the Fourth Conference on Cutaneous Toxicity, Washington, D.C., May 9-11, 1979 1000
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7265624
求助须知:如何正确求助?哪些是违规求助? 8886567
关于积分的说明 18782171
捐赠科研通 6943134
什么是DOI,文献DOI怎么找? 3202965
关于科研通互助平台的介绍 2376073
邀请新用户注册赠送积分活动 2178825