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基于糖基磷脂酰肌醇锚定生物合成通路的生物标志物识别结合机器学习用于乳腺癌预后和 T 细胞耗竭状态预测

英文原题:Glycosylphosphatidylinositol anchor biosynthesis pathway-based biomarker identification with machine learning for prognosis and T cell exhaustion status prediction in breast cancer.

查看英文原题

Glycosylphosphatidylinositol anchor biosynthesis pathway-based biomarker identification with machine learning for prognosis and T cell exhaustion status prediction in breast cancer.

PubMed 2024/07/02(内容时间) Front Immunol Q1 · IF 7(JCR 2025)

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中文摘要

作为抗肿瘤免疫的主要组成部分,T细胞在肿瘤微环境(TME)中容易发生耗竭和功能障碍。全面理解TME中的T细胞耗竭(TEX)对于在临床环境中有效应对TEX并提升免疫检查点阻断疗法的疗效至关重要。在真核生物中,许多细胞表面蛋白通过糖基磷脂酰肌醇(GPI)锚定在质膜上,GPI锚在促进膜蛋白的正确定位中发挥关键作用。

然而,现有证据不足以支持GPI锚具有其他功能参与。在此,我们研究了乳腺癌(BC)患者TME中GPI锚生物合成的特征,特别是其与TEX的相关性。GPI锚生物合成应被视为BC的预后风险因素。GPI锚生物合成水平高的患者表现出更严重的TEX。并且,耗竭CD8 T细胞中GPI锚生物合成水平高于正常CD8 T细胞,而在恶性上皮细胞与正常乳腺上皮细胞之间未观察到这一现象。

此外,我们还发现GPI锚生物合成相关基因可用于诊断BC患者的TEX状态并预测预后,TEX诊断模型和预后模型均显示出良好的AUC值。

最后,我们在细胞和临床样本中验证了我们的发现。敲低PIGU基因表达显著降低了MDA-MB-231和MCF-7细胞系的增殖速率。临床样本的免疫荧光结果显示,在GPAA1和PIGU高表达的组织中,CD8 T细胞的聚集减少。

展开英文摘要原文

As the primary component of anti-tumor immunity, T cells are prone to exhaustion and dysfunction in the tumor microenvironment (TME). A thorough understanding of T cell exhaustion (TEX) in the TME is crucial for effectively addressing TEX in clinical settings and promoting the efficacy of immune checkpoint blockade therapies. In eukaryotes, numerous cell surface proteins are tethered to the plasma membrane via Glycosylphosphatidylinositol (GPI) anchors, which play a crucial role in facilitating the proper translocation of membrane proteins.

However, the available evidence is insufficient to support any additional functional involvement of GPI anchors.

Here, we investigate the signature of GPI-anchor biosynthesis in the TME of breast cancer (BC)patients, particularly its correlation with TEX. GPI-anchor biosynthesis should be considered as a prognostic risk factor for BC. Patients with high GPI-anchor biosynthesis showed more severe TEX. And the levels of GPI-anchor biosynthesis in exhausted CD8 T cells was higher than normal CD8 T cells, which was not observed between malignant epithelial cells and normal mammary epithelial cells.

In addition, we also found that GPI -anchor biosynthesis related genes can be used to diagnose TEX status and predict prognosis in BC patients, both the TEX diagnostic model and the prognostic model showed good AUC values.

Finally, we confirmed our findings in cells and clinical samples. Knockdown of PIGU gene expression significantly reduced the proliferation rate of MDA-MB-231 and MCF-7 cell lines. Immunofluorescence results from clinical samples showed reduced aggregation of CD8 T cells in tissues with high expression of GPAA1 and PIGU.

论文信息

作者
Wu H、Wu Z、Li H、Wang Z、Chen Y、Bao J、Chen B、Xu S
单位
Department of Breast Surgery, Key Laboratory of Clinical Laboratory Diagnosis and Translational Research of Zhejiang Province, the First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China.China
文献类型
非美国政府资助研究
期刊
Frontiers in immunology2024
原文标识
PubMed 39015576 · DOI 10.3389/fimmu.2024.1392940