Yin Xiang-Qian, Yin Xue-Hui, Yu Ya-Qin, Xu Lang, Zhang Mao
Department of Oncology, The People's Hospital of Huangpi, Wuhan, China.
Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China.
Front Oncol. 2022 Jul 21;12:924239. doi: 10.3389/fonc.2022.924239. eCollection 2022.
The RTK/RAS pathway is an oncogenic signaling pathway for which many targeted drugs have been developed; however, survival remains poor. A combination of targeted therapy and immunotherapy has emerged as an option for improving cancer treatment responses. In this study, on the basis of the expression, survival, single nucleotide variation (SNV), copy number variation (CNV), and methylation data of lung adenocarcinoma (LUAD) from The Cancer Genome Atlas database, we comprehensively analyzed the genomic changes in the RTK/RAS pathway and their associations with tumor-infiltrating lymphocytes (TIL) and prognosis in LUAD to provide the genomics landscape of RTK/RAS with TIL and prognosis. We found that two rarely mutated genes, mitogen-activated protein kinase kinase 1 and insulin-like growth factor 1 receptor, were significantly associated with the worse survival of patients with LUAD. Patients with LUAD and co-mutation of KRAS proto-oncogene () and neurofibromin 1 genes had worse survival, and the underlying mechanism could be insufficient for protein synthesis and intracellular signal deactivation. Methylation of the Rac family small GTPase 1 () was associated with better survival. The SNVs of the top mutated genes, including epidermal growth factor receptor (12.7%), neurotrophic receptor tyrosine kinase 3 (7.8%), erb-b2 receptor tyrosine kinase 4 (8.5%), and (29.6%), were associated with T cell exhaustion in LUAD. To construct nomograms, we further screened the genes whose genomic changes were closely associated with survival and immune infiltration. The nomograms performed well in predicting disease-specific survival (DSS) with a concordance index of 0.7 (0.589, 0.811) and overall survival with a concordance index of 0.689 (0.603, 0.775) in test set; they also showed good correspondence between actual and ideal nomogram predictions. Tumor stage, methylation, and type 1 regulatory T cells greatly contributed to DSS and OS nomograms. In summary, we provided a comprehensive genomic profile of the RTK/RAS pathway in LUAD and its association with immune cell infiltration and prognosis of LUAD. This profile would serve as a basis for developing better therapeutic strategies, improving patient prognosis, and understanding the mechanisms of immune disturbance from the perspective of oncogenic pathways of LUAD.
RTK/RAS信号通路是一条致癌信号通路,针对该通路已研发出多种靶向药物;然而,患者的生存率仍然很低。靶向治疗与免疫治疗联合应用已成为改善癌症治疗反应的一种选择。在本研究中,基于癌症基因组图谱数据库中肺腺癌(LUAD)的表达、生存、单核苷酸变异(SNV)、拷贝数变异(CNV)和甲基化数据,我们全面分析了RTK/RAS通路中的基因组变化及其与LUAD中肿瘤浸润淋巴细胞(TIL)和预后的关系,以提供RTK/RAS与TIL及预后相关的基因组学全景。我们发现,两个罕见突变基因,即丝裂原活化蛋白激酶激酶1和胰岛素样生长因子1受体,与LUAD患者较差的生存率显著相关。LUAD患者中KRAS原癌基因()与神经纤维瘤蛋白1基因共突变时,患者生存率更差,其潜在机制可能是蛋白质合成不足和细胞内信号失活。Rac家族小GTP酶1()的甲基化与较好的生存率相关。包括表皮生长因子受体(12.7%)、神经营养性受体酪氨酸激酶3(7.8%)、erb-b2受体酪氨酸激酶4(8.5%)和(29.6%)在内的最常见突变基因的SNV与LUAD中的T细胞耗竭相关。为构建列线图,我们进一步筛选了基因组变化与生存及免疫浸润密切相关的基因。在测试集中,列线图在预测疾病特异性生存(DSS)方面表现良好,一致性指数为0.7(0.589,0.811),在预测总生存方面一致性指数为0.689(0.603,0.775);实际预测与理想列线图预测之间也显示出良好的对应关系。肿瘤分期、甲基化和1型调节性T细胞对DSS和总生存列线图贡献很大。总之,我们提供了LUAD中RTK/RAS通路的全面基因组概况及其与LUAD免疫细胞浸润和预后的关系。这一概况将为制定更好的治疗策略、改善患者预后以及从LUAD致癌通路角度理解免疫紊乱机制提供依据。