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胃癌中基于质谱的 PD-L1 相关特征谱的鉴定与验证

英文原题:Identification and validation of a PD-L1-related signature from mass spectrometry in gastric cancer.

查看英文原题

Identification and validation of a PD-L1-related signature from mass spectrometry in gastric cancer.

PubMed 2023/01/02(内容时间) J Cancer Res Clin Oncol Q2 · IF 3.3(JCR 2025)

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研究概要

根据我们对 GC 中 PD-L1 相关特征的分析,UBscore 在预后中起关键作用,并与 TMB、MSI 和化疗药物敏感性密切相关。

中文摘要

根据指南,PD-L1表达是指导免疫治疗应用的重要指标。但部分研究提示,无论PD-L1表达如何,胃癌患者都可能从免疫治疗中获益。因此,需要新的评分系统或生物标志物来优化治疗策略。

研究人员采用质谱和机器学习筛选与PD-L1密切相关的基因,并使用非负矩阵分解(NMF)将胃癌患者分为两类。根据两种亚型间差异表达基因(DEG)建立UBscore预测模型,并通过基因表达综合数据库(GEO)验证。研究还开展免疫共沉淀、蛋白表达检测及NK细胞共培养实验以验证结果。

共鉴定出123种与PD-L1相互作用的蛋白,这些蛋白在mRNA水平上显著富集于蛋白酶体复合物。通过随机森林分析,在GSE66229队列中筛选出30个泛素-蛋白酶体系统(UPS)基因;实验验证ANAPC7是123种PD-L1相互作用蛋白之一。依据PD-L1和ANAPC7表达,患者被分为免疫浸润情况迥异的两个亚组。低UBscore与肿瘤突变负荷(TMB)升高及微卫星高度不稳定(MSI-H)相关。此外,低UBscore患者对化疗药物更敏感。最后,研究发现,与NK-92细胞共培养时,ANAPC7可能促进免疫逃逸。

本研究分析了胃癌PD-L1相关特征,发现UBscore对预后具有重要作用,并与TMB、MSI状态和化疗药物敏感性密切相关。本研究为改善胃癌患者预后和治疗应答奠定了基础。

展开英文摘要原文

According to the guidelines, PD-L1 expression is a critical indicator for guiding immunotherapy application. According to certain studies, regardless of PD-L1 expression, immunotherapy could be advantageous for individuals with gastric cancer. Therefore, new scoring systems or biomarkers are required to enhance treatment strategies.

Mass spectrometry and machine learning were used to search for strongly related PD-L1 genes, and the NMF approach was then used to separate gastric cancer patients into two categories. Differentially expressed genes (DEGs) between the two subtypes identified in this investigation were utilized to develop the UBscore predictive model, which was verified by the Gene Expression Omnibus (GEO) database. Coimmunoprecipitation, protein expression, and natural killing (NK) cell coculture experiments were conducted to validate the findings.

A total of 123 proteins were identified as PD-L1 interactors that are substantially enriched in the proteasome complex at the mRNA level. Using random forest, 30 UPS genes were discovered in the GSE66229 cohort, and ANAPC7 was experimentally verified as one of 123 PD-L1 interactors. Depending on the expression of PD-L1 and ANAPC7, patients were separated into two subgroups with vastly distinct immune infiltration. Low UBscore was related to increased tumor mutation burden (TMB) and microsatellite instability-high (MSI-H). In addition, chemotherapy medications were more effective in individuals with a low UBscore. Finally, we discovered that ANAPC7 might lead to the incidence of immunological escape when cocultured with NK-92 cells.

According to our analysis of the PD-L1-related signature in GC, the UBscore played a crucial role in prognosis and had a strong relationship with TMB, MSI, and chemotherapeutic drug sensitivity. This research lays the groundwork for improving GC patient prognosis and treatment response.

论文信息

作者
Chen X、Mao D、Li D、Li W、Wei H、Deng C、Chen H、Zhang C
第一作者单位
Digestive Diseases Center, The Seventh Affiliated Hospital of Sun Yat-Sen University, Shenzhen, China.China
通讯作者单位
Digestive Diseases Center, The Seventh Affiliated Hospital of Sun Yat-Sen University, Shenzhen, China. zhchangh@mail.sysu.edu.cn.China
期刊
Journal of cancer research and clinical oncology2023 Aug
原文标识
PubMed 36592213 · DOI 10.1007/s00432-022-04529-6