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
标致雪糕发布了新的文献求助10
刚刚
情怀的应助被1230采纳,获得10
1秒前
1秒前
勤容完成签到,获得积分20
1秒前
领导范儿的应助被LightningFast采纳,获得10
2秒前
小翟发布了新的文献求助10
2秒前
2秒前
木头人的应助被宇an采纳,获得10
3秒前
TiAmo完成签到,获得积分10
4秒前
molihuakai的应助被木木采纳,获得10
4秒前
从容的板凳完成签到,获得积分10
4秒前
5秒前
狂野冷荷完成签到 ,获得积分10
5秒前
林狗发布了新的文献求助10
6秒前
畅快新之发布了新的文献求助10
6秒前
liuying6618发布了新的文献求助10
7秒前
7秒前
马克完成签到,获得积分10
7秒前
扬眉亮剑完成签到,获得积分10
8秒前
CarryLJR发布了新的文献求助10
8秒前
Dr.c发布了新的文献求助10
8秒前
8秒前
小二郎的应助被沐沐采纳,获得10
9秒前
9秒前
核桃发布了新的文献求助10
10秒前
慢慢完成签到 ,获得积分10
10秒前
10秒前
开朗平松完成签到 ,获得积分10
11秒前
11秒前
李爱国的应助被dorothy采纳,获得10
12秒前
木头人的应助被longlong采纳,获得10
12秒前
今夜有雨发布了新的文献求助10
12秒前
Marine吃苹果完成签到 ,获得积分10
12秒前
清新的南琴完成签到,获得积分10
13秒前
14秒前
甜美的穆发布了新的文献求助10
14秒前
勤容关注了科研通微信公众号
15秒前
vision0000发布了新的文献求助10
15秒前
15秒前
香蕉觅云的应助被CarryLJR采纳,获得10
16秒前
高分求助中
(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
Rosenblum, Global Change Biology 800
Organizational Behavior 510
Management and the Arts 510
Convergent and bidirectional strategies towards the total synthesis of hemibrevetoxin B 300
Geschichtliche Grundbegriffe (GGB), Band 5: Pro–Soz 300
Die Religion in Geschichte und Gegenwart (RGG), 4. Auflage, Band 7: R–S 300
热门求助领域 (近24小时)
化学 材料科学 医学 生物 计算机科学 工程类 纳米技术 内科学 物理 有机化学 化学工程 生物化学 复合材料 光电子学 细胞生物学 心理学 量子力学 催化作用 物理化学 电极
热门帖子
关注 科研通微信公众号,转发送积分 7796364
求助须知:如何正确求助?哪些是违规求助? 9332098
关于积分的说明 20447542
捐赠科研通 7386737
什么是DOI,文献DOI怎么找? 3324973
关于科研通互助平台的介绍 2472291
邀请新用户注册赠送积分活动 2342129