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衰老与头颈癌:来自单细胞和空间转录组分析的见解

Aging and head and neck cancer insights from single cell and spatial transcriptomic analyses.

作者信息

Pei Yi, Mou Zhuying, Jiang Lai, Yang Jinyan, Gu Yuheng, Min Jie, Sunzhang Lingyi, Xiong Nan, Xu Xiang, Chi Hao, Xu Ke, Liu Sinian, Luo Huiyan

机构信息

School of Stomatology, Southwest Medical University, Luzhou, 646000, China.

Clinical Medical College, Southwest Medical University, Luzhou, 646000, China.

出版信息

Discov Oncol. 2024 Dec 18;15(1):801. doi: 10.1007/s12672-024-01672-z.

DOI:10.1007/s12672-024-01672-z
PMID:39692961
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11655923/
Abstract

BACKGROUND

Head and neck squamous cell carcinoma(HNSCC) is the sixth most common malignancy worldwide, with more than 890,000 new cases and 450,000 deaths annually. Its major risk factors include smoking, alcohol abuse, aging, and poor oral hygiene. Due to the lack of early and effective detection and screening methods, many patients are diagnosed at advanced stages with a five-year survival rate of less than 50%. In this study, we deeply explored the expression of Aging-related genes(ARGs) in HNSCC and analyzed their prognostic significance using single-cell sequencing and spatial transcriptomics analysis. This research aims to provide new theoretical support and directions for personalized treatment. Annually, more than 890,000 new cases of head and neck squamous cell carcinoma (HNSCC) are diagnosed globally, leading to 450,000 deaths, making it the sixth most common malignancy worldwide. The primary risk factors for HNSCC include smoking, alcohol abuse, aging, and poor oral hygiene. Many patients are diagnosed at advanced stages due to the absence of early and effective detection and screening methods, resulting in a five-year survival rate of less than 50%. In this research, single cell sequencing and spatial transcriptome analysis were used to investigate the expression of Aging-related genes (ARGs) in HNSCC and to analyse their prognostic significance. This research aims to provide new theoretical support and directions for personalized treatment.

METHODS

In this study, we investigated the association between HNSCC and AGRs by utilizing the GSE139324 series in the GEO database alongside the TCGA database, combined with single-cell sequencing and spatial transcriptomics analysis. The data were analyzed using Seurat and tSNE tools to reveal intercellular communication networks. For the spatial transcriptome data, SCTransform and RunPCA were applied to examine the metabolic activities of the cells. Gene expression differences were determined through spacerxr and RCTD tools, while the limma package was employed to identify differentially expressed genes and to predict recurrence rates using Cox regression analysis and column line plots. These findings underscore the potential importance of molecular classification, prognostic assessment, and personalized treatment of HNSCC.

RESULTS

This study utilized HNSCC single-cell sequencing data to highlight the significance of ARGs in the onset and prognosis of HNSCC. It revealed that the proportion of monocytes and macrophages increased, while the proportion of B cells decreased. Notably, high expression of the APOE gene in monocytes was closely associated with patient prognosis. Additionally, a Cox regression model was developed based on GSTP1 and age to provide personalized prediction tools for clinical use in predicting patient survival.

CONCLUSIONS

We utilized single-cell sequencing and spatial transcriptomics to explore the cellular characteristics of HNSCC and its interaction with the tumor microenvironment. Our findings reveal that HNSCC tissues show increased mononuclear cells and demonstrate enhanced activity in ARGs, thereby advancing our understanding of HNSCC development mechanisms.

摘要

背景

头颈部鳞状细胞癌(HNSCC)是全球第六大常见恶性肿瘤,每年有超过89万新发病例和45万例死亡。其主要危险因素包括吸烟、酗酒、衰老和口腔卫生不良。由于缺乏早期有效的检测和筛查方法,许多患者在晚期才被诊断出来,五年生存率不到50%。在本研究中,我们利用单细胞测序和空间转录组学分析深入探究了衰老相关基因(ARGs)在HNSCC中的表达,并分析了它们的预后意义。本研究旨在为个性化治疗提供新的理论支持和方向。全球每年有超过89万例头颈部鳞状细胞癌(HNSCC)新发病例被诊断出来,导致45万人死亡,使其成为全球第六大常见恶性肿瘤。HNSCC的主要危险因素包括吸烟、酗酒、衰老和口腔卫生不良。由于缺乏早期有效的检测和筛查方法,许多患者在晚期才被诊断出来,导致五年生存率不到50%。在本研究中,采用单细胞测序和空间转录组分析来研究衰老相关基因(ARGs)在HNSCC中的表达,并分析它们的预后意义。本研究旨在为个性化治疗提供新的理论支持和方向。

方法

在本研究中,我们利用GEO数据库中的GSE139324系列以及TCGA数据库,结合单细胞测序和空间转录组学分析,研究了HNSCC与AGR之间的关联。使用Seurat和tSNE工具对数据进行分析,以揭示细胞间通讯网络。对于空间转录组数据,应用SCTransform和RunPCA来检查细胞的代谢活性。通过spacerxr和RCTD工具确定基因表达差异,同时使用limma软件包来鉴定差异表达基因,并使用Cox回归分析和柱状线图预测复发率。这些发现强调了HNSCC分子分类、预后评估和个性化治疗的潜在重要性。

结果

本研究利用HNSCC单细胞测序数据突出了ARGs在HNSCC发病和预后中的重要性。结果显示,单核细胞和巨噬细胞的比例增加,而B细胞的比例下降。值得注意的是,单核细胞中APOE基因的高表达与患者预后密切相关。此外,基于GSTP1和年龄建立了Cox回归模型,为临床预测患者生存提供个性化预测工具。

结论

我们利用单细胞测序和空间转录组学来探索HNSCC的细胞特征及其与肿瘤微环境的相互作用。我们的研究结果表明,HNSCC组织中单核细胞增加,ARGs活性增强,从而加深了我们对HNSCC发生发展机制的理解。

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