Comprehensive analysis of cuproptosis-related genes involved in immune infiltration and their use in the diagnosis of hepatic ischemia‒reperfusion injury: an experimental Study

逻辑回归 医学 基因 计算生物学 微阵列 生物信息学 计算机科学 基因表达 内科学 生物 遗传学
作者
Xiaopeng Cai,Jingwen Deng,Xiaohu Zhou,Kaiyue Wang,Huiqiang Cai,Yingcai Yan,Jun Jiang,Yang Jia,Jin Gu,Yuan Zhang,Yuan Chun Ding,Qiang Sun,Weilin Wang
出处
期刊:International Journal of Surgery [Wolters Kluwer]
被引量:9
标识
DOI:10.1097/js9.0000000000001893
摘要

Background: Hepatic ischemia reperfusion injury (HIRI) is a common injury not only during liver transplantation but also during major hepatic surgery. HIRI causes severe complications and affects the prognosis and survival of patients. Cuproptosis, a newly identified form of cell death, plays an important role in a variety of illnesses. However, its role in HIRI remains unknown. Materials and methods: The GSE151648 dataset was mined from the Gene Expression Omnibus (GEO) database, and differences were analyzed for intersections. Based on the differentially expressed genes (DEGs), functional annotation, differentially expressed cuproptosis-related genes (DE-CRGs) identification and lasso logistic regression were conducted. Correlation analysis of DE-CRGs and immune infiltration was further conducted, and DE-CRGs were applied to construct an HIRI diagnostic model. The hierarchical clustering method was used to classify the specimens of HIRI, and functional annotation was conducted to verify the accuracy of these DE-CRGs in predicting HIRI progression. The GSE14951 microarray dataset and GSE171539 single-cell sequencing dataset were chosen as validation datasets. At the same time, the significance of DE-CRGs was verified using a mouse model of HIRI with cuproptosis inhibitors and inducers. Finally, a network of transcription-factor-DE-CRGs and miRNA-DE-CRGs was constructed to reveal the regulation mechanisms. And potential drugs for DE-CRGs were predicted using Drug Gene Interaction Database (DGIdb). Results: Overall, 2390 DEGs and 19 DE-CRGs were identified. Through machine learning algorithms, 8 featured DE-CRGs (GNL3, ALAS1, TSC22D2, KLF5, GTF2B, DNTTIP2, SLFN11 and HNRNPU) were screened, and 2 cuproptosis-related subclusters were defined. Based on the 8 DE-CRGs obtained from the HIRI model (AUC=0.97), the nomogram model demonstrated accuracy in predicting HIRI. Eight DE-CRGs were highly expressed in HIRI samples and were negatively related to immune cell infiltration. A higher level of immune infiltration and expression of CRG group B was found in the HIRI population. Differences in cell death and immune regulation were found between the 2 groups. The diagnostic value of the 8 DE-CRGs was confirmed in the validation of two datasets. The identification of 7 DE-CRGs (SLFN11 excluded) by HIRI animal model experiments was also confirmed. Using hTFtarget, miRWalk and DGIDB database, we predicted that 17 transcription factors, 192 miRNAs and 10 drugs might interact with the DE-CRGs. Conclusion: This study shows that cuproptosis may occur in HIRI and is correlated with immune infiltration. Additionally, a cuproptosis-related predictive model was constructed for studying the causes of HIRI and developing targeted treatment options for HIRI.
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
Terry发布了新的文献求助10
刚刚
做梦完成签到,获得积分10
刚刚
DKJ完成签到,获得积分0
刚刚
小二郎应助Xun采纳,获得10
刚刚
刚刚
林93发布了新的文献求助10
刚刚
1秒前
tan90完成签到,获得积分10
1秒前
1秒前
1秒前
灵巧幻露完成签到,获得积分10
1秒前
hhh发布了新的文献求助10
2秒前
2秒前
2秒前
3秒前
cwd完成签到,获得积分20
3秒前
molihuakai应助等待寄云采纳,获得10
3秒前
3秒前
Dodo完成签到,获得积分10
4秒前
5秒前
胡图图发布了新的文献求助10
5秒前
King发布了新的文献求助30
5秒前
5秒前
英勇的听荷完成签到,获得积分20
5秒前
小蘑菇应助kana采纳,获得30
5秒前
6秒前
6秒前
友好大凄发布了新的文献求助10
6秒前
13633501455发布了新的文献求助10
6秒前
雷雨泽石完成签到 ,获得积分10
6秒前
Olivia完成签到 ,获得积分10
7秒前
www发布了新的文献求助10
7秒前
7秒前
小Q完成签到,获得积分10
7秒前
xrima完成签到,获得积分10
8秒前
8秒前
kaka完成签到,获得积分10
8秒前
9秒前
樊焕焕发布了新的文献求助20
9秒前
xsh发布了新的文献求助10
9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
Römisch-Germanische Forschungen 1000
APA handbook of comparative psychology: Basic concepts, methods, neural substrate, and behavior 1000
Matrix Methods in Data Mining and Pattern Recognition Second Edition 510
The fast track to determining transfer functions of linear circuits: The student guide 500
The Analytical and Numerical Solution of Electric and Magnetic Fields 500
Discerning Saints: Moralization of Intrinsic Motivation and Selective Prosociality at Work 500
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 7606869
求助须知:如何正确求助?哪些是违规求助? 9182768
关于积分的说明 19667866
捐赠科研通 7181151
什么是DOI,文献DOI怎么找? 3269671
关于科研通互助平台的介绍 2433567
邀请新用户注册赠送积分活动 2263965