Department of Thoracic and Cardiovascular Surgery, Zhongnan Hospital of Wuhan University, Wuhan, China.
Department of Radiation and Medical Oncology, Zhongnan Hospital of Wuhan University, Wuhan, China.
Cancer Med. 2021 Dec;10(24):8944-8960. doi: 10.1002/cam4.4377. Epub 2021 Nov 5.
Cancer stem cells (CSCs) have been shown to accelerate tumor recurrence, radiotherapy, and chemotherapy resistance. Immunotherapy is a powerful anticancer treatment that can significantly prolong the overall survival of patients with lung adenocarcinoma (LUAD). However, little is known about the function of genes related to tumor stemness and immune infiltration in LUAD. After integrating the tumor stemness index based on mRNA expression (mRNAsi), immune score, mRNA expression, and clinical information from the TCGA database, we screened 380 tumor stemness and immune (TSI)-related genes and constructed a five TSI-specific-gene (CPS1, CCR2, NT5E, ANLN, and ABCC2) signature (TSISig) using a machine learning method. Survival analysis indicated that TSISig could stably predict the prognosis of patients with LUAD. Comparison of mRNAsi and immune score between high- and low-TSISig groups suggested that TSISig characterized tumor stemness and immune infiltration. In addition, enrichment of immune subpopulations showed that the low-TSISig group held more immune subpopulations. GSEA revealed that TSISig had a strong association with the cell cycle and human immune response. Further analysis revealed that TSISig not only had a good predictive ability for prognosis but could also serve as an excellent predictor of tumor recurrence and response to radiotherapy and immunotherapy in LUAD patients. TSISig might regulate the development of LUAD by coordinating tumor stemness and immune infiltration. Finally, a connectivity map (CMap) analysis demonstrated that the HDAC inhibitor could target TSISig.
肿瘤干细胞(CSCs)已被证明可加速肿瘤复发、放疗和化疗耐药。免疫疗法是一种强大的抗癌治疗方法,可以显著延长肺腺癌(LUAD)患者的总生存期。然而,关于与肿瘤干性和免疫浸润相关的基因在 LUAD 中的功能知之甚少。在整合了基于 mRNA 表达的肿瘤干性指数(mRNAsi)、免疫评分、mRNA 表达和 TCGA 数据库中的临床信息后,我们筛选了 380 个与肿瘤干性和免疫(TSI)相关的基因,并使用机器学习方法构建了一个由 5 个 TSI 特异性基因(CPS1、CCR2、NT5E、ANLN 和 ABCC2)组成的特征(TSISig)。生存分析表明,TSISig 可以稳定预测 LUAD 患者的预后。高、低 TSISig 组间 mRNAsi 和免疫评分的比较表明,TSISig 可表征肿瘤干性和免疫浸润。此外,免疫亚群的富集表明,低 TSISig 组具有更多的免疫亚群。GSEA 表明,TSISig 与细胞周期和人类免疫反应密切相关。进一步分析表明,TSISig 不仅对预后有良好的预测能力,而且可以作为 LUAD 患者肿瘤复发和对放疗和免疫治疗反应的优秀预测指标。TSISig 可能通过协调肿瘤干性和免疫浸润来调节 LUAD 的发展。最后,连通性图谱(CMap)分析表明,HDAC 抑制剂可以靶向 TSISig。