CELL INTELLIGENCE · 肿瘤细胞治疗研究
肿瘤细胞治疗研究
英文原题:Immunological and Prognostic Profiling of Triple-Negative Breast Cancer Based on Single-Cell and Bulk RNA Sequencing of T-Cell Exhaustion.
Immunological and Prognostic Profiling of Triple-Negative Breast Cancer Based on Single-Cell and Bulk RNA Sequencing of T-Cell Exhaustion.
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引言 三阴性乳腺癌(TNBC)是乳腺癌的一种亚型,其特征为雌激素受体、孕激素受体和HER2表达缺失,约占所有乳腺癌病例的15%。TNBC与不良预后相关,且缺乏有效的靶向治疗。T细胞耗竭(TEX)是指肿瘤微环境中T细胞功能下降,对免疫应答产生不利影响。
本研究探讨TEX在TNBC中的作用及其与患者预后的关系。本研究的目的是通过单细胞RNA测序及多种生物信息学分析,评估TEX特征对TNBC患者免疫治疗反应的影响,旨在识别潜在的生物标志物和治疗靶点。方法 我们使用10× scRNA-seq对GSE161529数据集进行了全面分析,鉴定出12,477个高质量细胞和七个不同的细胞亚群。差异表达分析和共表达网络构建揭示了154个候选TEX相关基因,从中筛选出五个具有预后意义的基因以构建风险评分模型。结果 我们的研究结果表明,TEX特征对TNBC患者的预后评估至关重要,风险评分与肿瘤浸润免疫细胞之间存在显著相关性。高风险患者表现出免疫检查点基因表达水平升高,提示对免疫治疗具有潜在意义。结论 本研究强调了TEX特征在TNBC预后中的临床意义,并突出表明迫切需要针对TEX的治疗策略以改善患者预后。
IntroductionTriple-Negative Breast Cancer (TNBC) is a subtype of breast cancer characterized by the absence of estrogen receptors, progesterone receptors, and HER2 expression, accounting for approximately 15% of all breast cancer cases. TNBC is associated with poor prognosis and lacks effective targeted therapies. T cell exhaustion (TEX) refers to the functional decline of T cells within the tumor microenvironment, which adversely affects immune responses.
This study investigates the role of TEX in TNBC and its relationship with patient prognosis. The objective of this research is to evaluate the impact of TEX characteristics on the response to immunotherapy in TNBC patients through single-cell RNA sequencing and various bioinformatics analyses, aiming to identify potential biomarkers and therapeutic targets. MethodsWe performed a comprehensive analysis of the GSE161529 dataset using 10× scRNA-seq, identifying 12,477 high-quality cells and seven distinct cell subpopulations.
Differential expression analysis and co-expression network construction revealed 154 candidate TEX-related genes, from which five prognostically significant genes were selected to construct a risk scoring model. ResultsOur findings indicate that TEX characteristics are crucial for prognostic assessment in TNBC patients, with significant correlations between risk scores and tumor-infiltrating immune cells.
High-risk patients exhibited elevated expression levels of immune checkpoint genes, suggesting potential implications for immunotherapy. ConclusionsThis study underscores the clinical significance of TEX features in TNBC prognosis and highlights the urgent need for therapeutic strategies targeting TEX to improve patient outcomes.
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