已发表论文

利用单细胞RNA测序分析确定COPD中5个NK细胞相关的核心基因

 

Authors Deng X, Yang X, Gan Z, Huang H, Yang J

Received 14 September 2024

Accepted for publication 31 December 2024

Published 12 February 2025 Volume 2025:18 Pages 2169—2183

DOI https://doi.org/10.2147/JIR.S491298

Checked for plagiarism Yes

Review by Single anonymous peer review

Peer reviewer comments 4

Editor who approved publication: Professor Ning Quan

Xiaojie Deng,1,* Xiahui Yang,1,* Zhihua Gan,2 Huaxing Huang,1 Jun Yang1 

1Department of Pulmonary and Critical Care Medicine, The Second Affiliated Hospital of Guangzhou Medical University Guangzhou, Guangdong, People’s Republic of China; 2Department of Pulmonary and Critical Care Medicine, The Affiliated Brain Hospital, Guangzhou Medical University Guangzhou, Guangdong, People’s Republic of China

*These authors contributed equally to this work

Correspondence: Jun Yang, Email yangjun2001@gzhmu.edu.cn

Background: COPD is a healthcare problem. However, the underlying mechanism remains unclear. Our study aimed to explore the key genes involved in immune infiltration in COPD using bioinformatic tools.
Methods: In this study, scRNA-seq analysis was utilized to explore specific marker genes of each immune cell subtype in COPD. TSNE analysis was used to evaluate the relationship between each immune cell cluster. Lasso regression identified 21 genes as characteristics of COPD modulated by the single-cell NK cell subpopulation. The “limma” package was used for differentially expressed analysis. The pseudotime analysis reveals the continuous changes of NK cells along their developmental trajectory. Further, we constructed a hub gene network to examine the correlation between hub genes and immune factors, transcriptional regulation factors, and potential therapeutic drugs. GO and KEGG enrichment analysis revealed the biological functions of the hub genes. RT-qPCR was used for validation of the five hub in COPD patients.
Results: NK cell subtypes are closely related to other immune cell subtypes and considered as the most important immune cells in the immune microenvironment of COPD patients. LASSO regression identified 21 genes as NK cells-characteristic genes for COPD. The GSE57148 as the training set has a AUC of 0.9489 and GSE8581 as the validation set has a AUC of 0.7303. The GO semantic similarity further confirmed five NK cell-related hub genes, C1orf56, S100A6, IGFBP7, ANXA1, and PTPN7. RT-qPCR experiment revealed that the mRNA expression of five hub genes in the normal group was lower than that in the disease group. We also found that five hub genes correlated with immune cell infiltration. The potential therapeutic agents for COPD may be zalcitabine, PP-2, PD-98059, and TGX-221 based on the CMap database prediction.
Conclusion: We proposed that peripheral NK cells may play a role in the pathogenesis of COPD through bioinformatic analysis. These hub genes may provide insights into mechanistic research and new targets for new therapies in patients with COPD.

Keywords: COPD, hub genes, single-cell RNA-sequencing, NK cell, immune infiltration