Role of Oxidative Stress-Related Gene and Immune cell Infiltration in Chronic Heart Failure: Novel Insights from Bioinformatic Analyses

Author:

Yang Qian1,Wang Jinda2,Zhang Kan3,Wang Yabin4,Han Dong5,Cao Feng6ORCID

Affiliation:

1. Medical School of Chinese PLA: Chinese PLA General Hospital

2. Sixth Medical Center of PLA General Hospital

3. 8th Medical Center of Chinese PLA General Hospital

4. National Clinical Research Center for Geriatric Disease & Cardiology Department of Second Medical Centre, Chinese PLA General Hospital

5. National Clinical Research Center for Geriatric Diseases & Cardiology Department of Second Medical Centre, Chinese PLA General Hospital

6. Military General Hospital of Beijing PLA

Abstract

Abstract Background Oxidative stress and immune cells infiltration have been shown to play a role in chronic heart failure (CHF). In this study, we aimed to explore oxidative stress status and immune cells infiltration associated with CHF and they may identify new candidates for biomarker. Methods CHF samples were collected from Gene Expression Omnibus (GEO) database (GSE5406, GSE9128, and GSE76701). Differentially expressed genes of oxidative stress (OSDEGs) were identified based on differentially expressed genes (DEGs) and oxidative stress gene set. Multiple machine learning methods were adopted to screen signature OSDEGs. Consensus clustering was used to divide samples into categories with different OSDEGs levels. Functional enrichment analysis was conducted to evaluate the gene enrichment signaling pathways in OSDEGs. The correlation between OSDEGs and immune cells infiltration was performed by single sample gene set enrichment analysis (ssGSEA) and CIBERSORT. Results Overall, 33 differentially expressed oxidative stress-related genes were identified. Among them, 10 were further regarded as independent predictors for CHF, and used to develop a nomogram that had shown good performance in predicting CHF with an area under the receiver operating characteristic curve of 0.93(95%CI: 0.85-1.00) in the training sets and 0.81 (95%CI: 0.43-1.00) in the validation set. Furthermore, hub genes were mainly enriched in the detoxification of reactive oxygen species pathway, cell redox homeostasis and negative regulation of oxidative stress-induced cell death. The CHF and control samples showed significantly different distributions (P < 0.05) of monocytes and M0 macrophages. In addition, both AKT1 and NOS3 held a positive relationship with monocytes, but HSP90AA1 was negatively correlated with natural killer cells and type 1 T helper cells, respectively. Conclusions These results indicate that oxidative stress status is closely linked to CHF risk prediction and immune cell infiltration. Thus, the oxidative stress-based molecular signature may be target for CHF intervention.

Publisher

Research Square Platform LLC

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3