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通过单细胞 RNA 测序阐明具有转化功能的肿瘤相关 ALOX5+肥大细胞在宫颈癌进展中的作用。

Elucidating the role of tumor-associated ALOX5+ mast cells with transformative function in cervical cancer progression via single-cell RNA sequencing.

机构信息

Department of Gynecological Radiotherapy, Zhejiang Cancer Hospital, Hangzhou, China.

Shandong University of Traditional Chinese Medicine, Jinan, China.

出版信息

Front Immunol. 2024 Aug 19;15:1434450. doi: 10.3389/fimmu.2024.1434450. eCollection 2024.

Abstract

BACKGROUND

Cervical cancer (CC) is the fourth most common malignancy among women globally and serves as the main cause of cancer-related deaths among women in developing countries. The early symptoms of CC are often not apparent, with diagnoses typically made at advanced stages, which lead to poor clinical prognoses. In recent years, numerous studies have shown that there is a close relationship between mast cells (MCs) and tumor development. However, research on the role MCs played in CC is still very limited at that time. Thus, the study conducted a single-cell multi-omics analysis on human CC cells, aiming to explore the mechanisms by which MCs interact with the tumor microenvironment in CC. The goal was to provide a scientific basis for the prevention, diagnosis, and treatment of CC, with the hope of improving patients' prognoses and quality of life.

METHOD

The present study acquired single-cell RNA sequencing data from ten CC tumor samples in the ArrayExpress database. Slingshot and AUCcell were utilized to infer and assess the differentiation trajectory and cell plasticity of MCs subpopulations. Differential expression analysis of MCs subpopulations in CC was performed, employing Gene Ontology, gene set enrichment analysis, and gene set variation analysis. CellChat software package was applied to predict cell communication between MCs subpopulations and CC cells. Cellular functional experiments validated the functionality of TNFRSF12A in HeLa and Caski cell lines. Additionally, a risk scoring model was constructed to evaluate the differences in clinical features, prognosis, immune infiltration, immune checkpoint, and functional enrichment across various risk scores. Copy number variation levels were computed using inference of copy number variations.

RESULT

The obtained 93,524 high-quality cells were classified into ten cell types, including T_NK cells, endothelial cells, fibroblasts, smooth muscle cells, epithelial cells, B cells, plasma cells, MCs, neutrophils, and myeloid cells. Furthermore, a total of 1,392 MCs were subdivided into seven subpopulations: C0 CTSG+ MCs, C1 CALR+ MCs, C2 ALOX5+ MCs, C3 ANXA2+ MCs, C4 MGP+ MCs, C5 IL32+ MCs, and C6 ADGRL4+ MCs. Notably, the C2 subpopulation showed close associations with tumor-related MCs, with Slingshot results indicating that C2 subpopulation resided at the intermediate-to-late stage of differentiation, potentially representing a crucial transition point in the benign-to-malignant transformation of CC. CNVscore and bulk analysis results further confirmed the transforming state of the C2 subpopulation. CellChat analysis revealed TNFRSF12A as a key receptor involved in the actions of C2 ALOX5+ MCs. Moreover, experiments indicated that downregulating the TNFRSF12A gene may partially inhibit the development of CC. Additionally, a prognosis model and immune infiltration analysis based on the marker genes of the C2 subpopulation provided valuable guidance for patient prognosis and clinical intervention strategies.

CONCLUSIONS

We first identified the transformative tumor-associated MCs subpopulation C2 ALOX5+ MCs within CC, which was at a critical stage of tumor differentiation and impacted the progression of CC. experiments confirmed the inhibitory effect of knocking down the TNFRSF12A gene on the development of CC. The prognostic model constructed based on the C2 ALOX5+MCs subset demonstrated excellent predictive value. These findings offer a fresh perspective for clinical decision-making in CC.

摘要

背景

宫颈癌(CC)是全球女性中第四常见的恶性肿瘤,也是发展中国家女性癌症相关死亡的主要原因。CC 的早期症状通常不明显,诊断通常在晚期进行,导致临床预后不良。近年来,大量研究表明肥大细胞(MCs)与肿瘤发展之间存在密切关系。然而,当时关于 MCs 在 CC 中作用的研究仍然非常有限。因此,本研究对人 CC 细胞进行了单细胞多组学分析,旨在探索 MCs 与 CC 肿瘤微环境相互作用的机制。目的是为 CC 的预防、诊断和治疗提供科学依据,希望改善患者的预后和生活质量。

方法

本研究从 ArrayExpress 数据库中获取了 10 个 CC 肿瘤样本的单细胞 RNA 测序数据。利用 Slingshot 和 AUCcell 推断和评估 MCs 亚群的分化轨迹和细胞可塑性。对 CC 中 MCs 亚群的差异表达进行分析,采用基因本体论、基因集富集分析和基因集变异分析。使用 CellChat 软件包预测 MCs 亚群与 CC 细胞之间的细胞通讯。通过对 HeLa 和 Caski 细胞系进行 TNFRSF12A 的功能实验,验证了 TNFRSF12A 的功能。此外,构建了一个风险评分模型,以评估不同风险评分的临床特征、预后、免疫浸润、免疫检查点和功能富集的差异。使用拷贝数变异推断计算拷贝数变异水平。

结果

获得了 93524 个高质量细胞,分为十种细胞类型,包括 T_NK 细胞、内皮细胞、成纤维细胞、平滑肌细胞、上皮细胞、B 细胞、浆细胞、MCs、中性粒细胞和髓细胞。此外,总共鉴定出 1392 个 MCs 分为七个亚群:C0 CTSG+ MCs、C1 CALR+ MCs、C2 ALOX5+ MCs、C3 ANXA2+ MCs、C4 MGP+ MCs、C5 IL32+ MCs 和 C6 ADGRL4+ MCs。值得注意的是,C2 亚群与肿瘤相关的 MCs 密切相关,Slingshot 结果表明 C2 亚群位于分化的中晚期,可能代表 CC 从良性向恶性转化的关键转折点。CNVscore 和批量分析结果进一步证实了 C2 亚群的转化状态。CellChat 分析表明 TNFRSF12A 是 C2 ALOX5+ MCs 作用的关键受体。此外,实验表明下调 TNFRSF12A 基因可能部分抑制 CC 的发展。基于 C2 亚群标记基因的预后模型和免疫浸润分析为患者的预后和临床干预策略提供了有价值的指导。

结论

我们首次鉴定了 CC 中处于肿瘤分化关键阶段且影响 CC 进展的转化性肿瘤相关 MCs 亚群 C2 ALOX5+ MCs。实验证实了敲低 TNFRSF12A 基因对 CC 发展的抑制作用。基于 C2 ALOX5+ MCs 亚群构建的预后模型表现出优异的预测价值。这些发现为 CC 的临床决策提供了新的视角。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/747e/11366577/844b2a30c798/fimmu-15-1434450-g001.jpg

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