纵向血浆代谢组学指导食管鳞状细胞癌化疗免疫治疗的动态风险评估与饮食调节
Longitudinal Plasma Metabolomics Guides Dynamic Risk Assessment and Dietary Modulation for Esophageal Squamous Cell Cancer Chemoimmunotherapy.
CELL INTELLIGENCE · 肿瘤细胞治疗研究
肿瘤细胞治疗研究
英文原题:The construction of CD8+ T cell-associated molecular subtypes in esophageal squamous cell carcinoma reveals tumor heterogeneity, tumor microenvironment, and immunotherapy.
The construction of CD8+ T cell-associated molecular subtypes in esophageal squamous cell carcinoma reveals tumor heterogeneity, tumor microenvironment, and immunotherapy.
分数与星级只用于站内排序 —— 不代表疗效、安全性或个人适用性。
本研究构建了与 CD8+ T 细胞相关的分子亚型,并深入分析了这三种分子亚型的生物学特征、基因组变异及其在肿瘤微环境和免疫治疗中的作用。这些分子亚型使我们能够更准确地识别患者群体,从而为 ESCC 患者提供更有效的治疗策略。此外,本研究确定了 RHOB 作为食管鳞状细胞癌的新型生物标志物,并通过体外细胞实验验证了 RHOB 与 ESCC 的增殖、迁移和侵袭相关。
食管鳞状细胞癌(ESCC)是一种全球常见的癌症。其发病率和死亡率仍然很高,严重威胁人类健康。在肿瘤微环境(TME)中,CD8+ T细胞经历一系列动态变化,这些变化对肿瘤进展和免疫治疗疗效具有重要意义。我们的研究旨在通过CD8+ T细胞分化过程中的基因表达谱构建新的分子亚型,并预测ESCC患者的预后和治疗效果。
在单细胞测序(scRNA-seq)分析中,我们使用Seurat包对细胞亚群进行聚类和可视化,使用Harmony包去除样本间的批次效应,并使用Monocle2包对CD8+ T细胞进行拟时序分析。在bulk-RNA分析中,应用非负矩阵分解(NMF)构建分子亚型,并探索分子亚型在预后评估、生物学过程、基因组变异和免疫微环境组成中的独特表达。进一步研究了不同亚型的药物敏感性。使用孟德尔随机化(MR)分析推断CD8+ T细胞分化过程中基因表达与ESCC发生之间的因果关系。此外,通过体外细胞实验进一步探索了关键基因的生物学功能。
基于CD8+ T细胞分化过程中的基因,我们识别出三种具有不同临床结局的分子亚型。为确保分子亚型的稳健性和可重复性,我们使用GSE53625队列进行验证。其中,C1亚型表现出更高的基因组变异,其患者预后显著差于C2和C3亚型。值得注意的是,C3亚型表现出“免疫热”表型,伴随大量免疫细胞浸润、免疫检查点分子上调以及对免疫治疗更高的敏感性。此外,我们筛选了一系列潜在治疗药物,为未来的临床转化研究提供了有力支持。最后,孟德尔随机化分析结果表明,RHOB基因可能增加ESCC发生的风险。此外,CCK-8、划痕实验和Transwell等体外细胞实验验证了RHOB可在体外促进ESCC细胞的增殖、迁移和侵袭。
Esophageal squamous cell carcinoma (ESCC) is a cancer that is common worldwide. Its morbidity and mortality rates remain high, seriously threatening human health. In the tumor microenvironment (TME), CD8+ T cells undergo a series of dynamic changes that have important implications for tumor progression and the efficacy of immunotherapy. Our research aims to construct novel molecular subtypes through the gene expression profiling of CD8+ T cells during differentiation and to predict the prognostic and therapeutic effects in ESCC patients.
In the single-cell sequencing (scRNA-seq) analysis, we clustered and visualized cell subsets using the Seurat package, removed batch effects between samples using the Harmony package, and performed pseudo-time analysis of CD8+ T cells using the Monocle2 package. In the bulk-RNA analysis, non-negative matrix factorization (NMF) was applied to construct molecular subtypes, and the unique expression of molecular subtypes in prognostic assessment, biological processes, genomic variation, and immune microenvironment composition was explored. The drug sensitivity of different subtypes was further studied. The causal relationship between gene expression during CD8+ T cell differentiation and ESCC occurrence was inferred using Mendelian Randomization (MR) analysis. In addition, the biological functions of key genes were further explored by in vitro cellular experiments.
Based on the genes during CD8+ T cell differentiation, we identified three molecular subtypes with different clinical outcomes. To ensure the robustness and reproducibility of the molecular subtypes, we used the GSE53625 cohort for validation. Among them, the C1 subtype showed higher genomic variation, and its patients had significantly worse prognoses than the C2 and C3 subtypes. It is worth noting that the C3 subtype exhibits an "immune-heat" phenotype, which is accompanied by a large number of immune cell infiltrates, up-regulated immunological checkpoint molecules, and greater sensitivity to immune therapy. In addition, we have screened a series of potential therapeutic drugs, which provides strong support for future clinical translational research. Finally, the results of Mendelian randomization analysis indicated that the RHOB gene could increase the risk of ESCC development. In addition, in vitro cellular assays such as CCK-8, scratch assay and Transwell verified that RHOB could promote the proliferation, migration and invasion of ESCC cells in vitro .
This study constructed molecular subtypes related to CD8+ T cells and analyzed in depth the biological characteristics, genomic variation, and role of these three molecular subtypes in the tumor microenvironment and immunotherapy. These molecular subtypes allow us to more accurately identify patient groups and thus provide more effective treatment strategies for ESCC patients. In addition, this study identified RHOB as a novel biomarker for esophageal squamous cell carcinoma and verified that RHOB was associated with proliferation, migration and invasion of ESCC by in vitro cellular assays.
在 PubMed 查看 → 出版商原文(DOI) 全文 PDF(PMC)· 可下载 治疗专题与资料阅读指南 资料来源与翻译说明 报告译文或资料问题 →
MEMBER ACCOUNT
登录成功会直接打开下一页。