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利用单细胞 RNA 测序和批量 RNA 测序数据揭示食管癌患者吸烟与中性粒细胞激活之间的相关性。

Using single-cell RNA sequencing and bulk RNA sequencing data to reveal a correlation between smoking and neutrophil activation in esophageal carcinoma patients.

机构信息

Department of Laboratory Medicine, Xinxiang Central Hospital, the Fourth Clinical College of Xinxiang Medical University, Xinxiang, China.

Department of Oncology, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang, China.

出版信息

Environ Toxicol. 2024 Oct;39(10):4689-4699. doi: 10.1002/tox.24312. Epub 2024 May 3.

Abstract

BACKGROUND

Cigarette smoking is considered as a major risk factor for esophageal carcinoma (ESCA) patients. Neutrophil activation plays a key role in cancer development and progression. However, the relationship between cigarette smoking and neutrophils in ESCA patients remained unclear.

METHODS

Single-cell RNA sequencing (scRNA-seq) and bulk RNA sequencing data were obtained from public databases. Uniform manifold approximation and projection (UMAP) was used to perform downscaling and clustering based on scRNA-seq data. The module genes associated with smoking in ESCA patients were filtered by weighted gene co-expression network analysis (WGCNA). Using the "AUCell" package, the enrichment of different cell subpopulations and gene collections were assessed. "CellChat" and "CellphoneDB" were used to infer the probability and significance of ligand-receptor interactions between different cell subpopulations.

RESULTS

WGCNA was performed to screened module genes associated with smoking in ESCA patients from MEdarkquosie, MEturquoise, and MEgreenyellow. Next, eight cell clusters were identified, and using the AUCell score, we determined that neutrophil clusters were more active in the gene modules associated with smoking in ESCA patients. Two neutrophil subtypes, Neutrophils 1 and Neutrophils 2, exhibited greater enrichment in inflammatory response regulation, intercellular adhesion, and regulation of T cell activation. Furthermore, we found that neutrophils may pass through AMPT-(ITGA5 + ITGB1) and ICAM1-AREG in order to promote the development of ESCA, and that the expression levels of the receptor genes insulin-degrading enzyme and ITGB1 were significantly and positively correlated with cigarette smoking per day.

CONCLUSION

Combining smoking-related gene modules and scRNA-seq, the current findings revealed the heterogeneity of neutrophils in ESCA and a tumor-promoting role of neutrophils in the tumor microenvironment of smoking ESCA patients.

摘要

背景

吸烟被认为是食管癌(ESCA)患者的主要危险因素。中性粒细胞激活在癌症的发生和发展中起着关键作用。然而,吸烟与 ESCA 患者中性粒细胞之间的关系仍不清楚。

方法

从公共数据库中获取单细胞 RNA 测序(scRNA-seq)和批量 RNA 测序数据。基于 scRNA-seq 数据,使用统一流形逼近和投影(UMAP)进行降维和聚类。通过加权基因共表达网络分析(WGCNA)筛选与 ESCA 患者吸烟相关的模块基因。使用“AUCell”包评估不同细胞亚群和基因集的富集情况。使用“CellChat”和“CellphoneDB”推断不同细胞亚群之间配体-受体相互作用的概率和显著性。

结果

从 MEdarkquosie、MEturquoise 和 MEgreenyellow 中进行 WGCNA,筛选出与 ESCA 患者吸烟相关的模块基因。接下来,鉴定出 8 个细胞簇,使用 AUCell 评分,我们确定与 ESCA 患者吸烟相关的基因模块中中性粒细胞簇更活跃。两种中性粒细胞亚型,Neutrophils 1 和 Neutrophils 2,在炎症反应调节、细胞间黏附以及 T 细胞激活的调节中表现出更大的富集。此外,我们发现中性粒细胞可能通过 AMPT-(ITGA5+ITGB1)和 ICAM1-AREG 来促进 ESCA 的发展,并且受体基因胰岛素降解酶和 ITGB1 的表达水平与每天吸烟量呈显著正相关。

结论

将吸烟相关基因模块与 scRNA-seq 相结合,本研究揭示了 ESCA 中性粒细胞的异质性以及中性粒细胞在吸烟 ESCA 患者肿瘤微环境中促进肿瘤的作用。

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