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探讨 STING 通路激活对乳腺癌治疗结局的影响:预后模型的构建与验证

英文原题:Investigating the impact of STING pathway activation on breast cancer treatment outcomes: development and validation of a prognostic model.

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Investigating the impact of STING pathway activation on breast cancer treatment outcomes: development and validation of a prognostic model.

PubMed 2024/08/09(内容时间) Front Immunol Q1 · IF 7(JCR 2025)

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研究概要

开发并验证了一个 STING 通路相关的预后模型,该模型能够准确预测 BRCA 患者的结局。这些发现对 BRCA 患者的个体化治疗和管理具有重要意义。

研究思路结论见上方概要

乳腺癌(BRCA)是全球癌症相关死亡的重要原因。当前的治疗方法面临耐药和转移等挑战。染色体不稳定(CIN)会引发免疫信号传导,产生错位的DNA结构,从而激活环鸟苷酸-腺苷酸合成酶-干扰素基因刺激因子(cGAS-STING)通路,触发免疫反应。研究已将STING激活与BRCA治疗联系起来。

BRCA患者的bulk RNA-seq数据来自TCGA-BRCA队列、GSE20685和GSE96058队列。STING通路相关基因(SRGs)从Reactome数据库获取。使用limma包分析差异表达基因。使用IOBR包分析免疫细胞浸润。使用MSigDB数据库分析基因本体生物学过程、京都基因与基因组百科全书通路和癌症标志通路。使用least absolute shrinkage and selection operator和多因素Cox回归分析构建预后模型。使用Seurat和SCP流程进行单细胞分析。

分析了SRGs在BRCA患者中的表达模式及临床相关性。在正常组织和肿瘤组织之间观察到SRGs的转录差异,BRCA组织中STING1整体下调而TBK1上调。通过共识聚类分析将肿瘤组织分为两个不同的组别,两组在临床特征和免疫浸润方面存在差异。开发并验证了一个与STING通路活性差异相关的预后模型——具有较高的预后分层效能。相关性分析显示,风险评分较高的BRCA患者整体免疫激活受到抑制。吉西他滨在低风险组中具有更有利的结局。通过单细胞分析证实了预后模型在单细胞水平的活性,尤其是在CD8 T细胞和瘤内NK 细胞中。

展开英文摘要原文

The bulk RNA-seq data for patients with BRCA were collected from the TCGA-BRCA cohort, GSE20685, and GSE96058 cohorts. STING pathway-related genes (SRGs) were obtained from the Reactome database. Differentially expressed genes were analyzed using the limma package. Immune cell infiltration was analyzed using the IOBR package. Gene Ontology biological processes, Kyoto Encyclopedia of Genes and Genomes pathways, and cancer hallmark pathways were analyzed using the MSigDB database. Prognostic models were prepared using the least absolute shrinkage and selection operator and multiple-factor Cox regression analysis. Single-cell analysis was performed using the Seurat and SCP pipeline.

The expression patterns and clinical relevance of SRGs were analyzed in patients with BRCA. Transcriptional differences in the SRGs were observed between normal and tumorous tissues, with global down-regulated STING1 and up-regulated TBK1 in BRCA tissue. Tumor tissues were classified through consensus clustering analysis into two distinct groups, with differences in clinical characteristics and immune infiltration. A prognostic model related to the differences in STING pathway activity-high prognostic stratification potency-was developed and validated. Correlation analysis revealed suppressed overall immune activation in patients with BRCA having higher risk scores. Gemcitabine had a more favorable outcome in the low-risk group. The activity of the prognostic model at the single-cell level was confirmed through single-cell analysis, particularly in CD8 T cells and intratumor natural killer cells.

A STING pathway-related prognostic model developed and validated and the model could accurately predict BRCA patient outcomes. These findings have important implications for the personalized treatment and management of patients with BRCA.

论文信息

作者
Zhong Y、Cao H、Li W、Deng J、Li D、Deng J
单位
The Second Affiliated Hospital, Department of Breast and Thyroid Surgery, Hengyang Medical School, University of South China, Hengyang, Hunan, China.China
期刊
Frontiers in immunology2024
原文标识
PubMed 39185402 · DOI 10.3389/fimmu.2024.1438364