Investigating hub genes in the relationship between septic cardiomyopathy and cuproptosis and potential Chinese herbal drug candidates with bioinformatic tools.

IF 1.4 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Minerva cardiology and angiology Pub Date : 2024-10-01 Epub Date: 2024-05-27 DOI:10.23736/S2724-5683.23.06476-1
Guangbao Pang, Kunlin Hu, Jianyu Ji, Bin Xiong, Lin Han, Jing Pang, Shulin Xiang
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Abstract

Background: The aim of this study was using bioinformatic tools to identify hub genes in the relationship between septic cardiomyopathy (SCM) and cuproptosis and predict potential Chinese herbal drug candidates.

Methods: SCM datasets were downloaded from the gene expression omnibus. Cuproptosis related genes were collected from a research published on Science in March, 2022. The expression profiles of genes related to cuproptosis in SCM were extracted. Differentially expressed genes (DEGs) were analyzed using R package limma. A single-sample gene set enrichment analysis was conducted to measure the correlation between DEGs and immune cell infiltration. Hub genes were screened out by random forest model. Finally, HERB database and COREMINE database were used to predict Chinese herbal drugs for hub genes and carry out molecular docking.

Results: A total of 9 DEGs were identified. Cuproptosis differential genes PDHB, DLAT, DLD, FDX1, GCSH, LIAS were significantly correlated with one or more cells and their functions in immune infiltration. The random forest model screened pyruvate dehydrogenase E1 beta subunit (PDHB) as the hub gene. PDHB was negatively correlated with Plasmacytoid dendritic cell infiltration. Pyruvic acid, rhodioloside and adenosine were predicted with PDHB as the target, and all three components are able to bind to PDHB.

Conclusions: Cuproptosis related gene PDHB is associated with the occurrence and immune infiltration of septic cardiomyopathy. Rhodioloside and other Chinese herbal drugs may play a role in the treatment of SCM by regulating the expression of PDHB.

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利用生物信息学工具研究脓毒性心肌病与杯状红细胞增多症关系中的枢纽基因及潜在的候选中药
背景:本研究旨在利用生物信息学工具识别脓毒性心肌病(SCM)与杯状红细胞增多症关系中的枢纽基因,并预测潜在的候选中药:本研究旨在利用生物信息学工具识别脓毒性心肌病(SCM)与杯状红细胞增多症之间关系的枢纽基因,并预测潜在的候选中药:方法:从基因表达总库(gene expression omnibus)中下载败血症心肌病数据集。方法:从基因表达总库中下载单克隆抗体数据集,从2022年3月发表在《科学》杂志上的一项研究中收集杯突相关基因。提取单克隆抗体中铜突相关基因的表达谱。使用 R 软件包 limma 对差异表达基因(DEGs)进行分析。进行了单样本基因组富集分析,以测量 DEGs 与免疫细胞浸润之间的相关性。通过随机森林模型筛选出枢纽基因。最后,利用 HERB 数据库和 COREMINE 数据库预测中药枢纽基因并进行分子对接:结果:共鉴定出 9 个 DEGs。结果:共鉴定出9个DEGs,其中Cuproptosis差异基因PDHB、DLAT、DLD、FDX1、GCSH、LIAS与一个或多个细胞及其免疫浸润功能显著相关。随机森林模型筛选出丙酮酸脱氢酶 E1 beta 亚基(PDHB)为中心基因。PDHB 与浆细胞树突状细胞浸润呈负相关。丙酮酸、红景天苷和腺苷被预测为以 PDHB 为靶点,并且这三种成分都能与 PDHB 结合:结论:杯突相关基因PDHB与脓毒性心肌病的发生和免疫浸润有关。红景天苷和其他中药可能通过调节 PDHB 的表达在治疗脓毒性心肌病中发挥作用。
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来源期刊
Minerva cardiology and angiology
Minerva cardiology and angiology CARDIAC & CARDIOVASCULAR SYSTEMS-
CiteScore
2.60
自引率
18.80%
发文量
118
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