Lu Tong, Xu Ran, Wang Cheng-Hao, Zhao Jia-Ying, Peng Bo, Wang Jun, Zhang Lin-You
Department of Thoracic Surgery, The Second Affiliated Hospital of Harbin Medical University, Harbin, China.
Front Genet. 2022 Jun 6;13:853113. doi: 10.3389/fgene.2022.853113. eCollection 2022.
The applicability of mRNA vaccines against esophageal squamous cell carcinoma (ESCC) remains unclear. Here, we identified potential antigens for developing mRNA vaccines against ESCC and characterized immune subtypes to select appropriate patients for vaccination. RNA-seq, genetic alteration data, and corresponding clinical information of ESCC patients were obtained from the Cancer Genome Atlas (TCGA) database. The RNA-seq data of normal esophageal tissue were obtained from the Genotype-Tissue Expression (GTEx) database. Potential tumor antigens were screened by analyzing differentially expressed and mutated genes and potential antigens with significant differences in prognosis were screened using the Kaplan-Meier method. The proportion of immune cell infiltration in the tumor microenvironment was estimated using CIBERSORT and MCPcounter, and the correlation of potential antigens with antigen-presenting cells and major histocompatibility complex class II was analyzed. Subsequently, immune subtypes were constructed using consensus clustering analysis and characterized by single-sample gene set enrichment analysis and weighted gene co-expression network analysis (WGCNA). The Genomics of Drug Sensitivity in Cancer (GDSC) database was used to analyze the drug sensitivity of different immune subtypes. Four overexpressed and mutated tumor antigens associated with antigen presentation and poor prognosis were identified in ESCC, including NLRC5, FCRL4, TMEM229B, and LCP2. By consensus clustering, we identified two immune-associated ESCC subtypes, immune subtype 1 (IS1) and immune subtype 2 (IS2); the prognosis of the two subtypes was statistically different. In addition, the two immune subtypes had distinctly different cellular, molecular, and clinical characteristics. IS1 patients have a distinct immune "hot" phenotype with strong immune tolerance, whereas patients with IS2 have an immune "cold" phenotype. Differential expression of immune checkpoints and immunogenic cell death modulators was observed between the different immune subtypes. Finally, we found that IS1 and IS2 patients showed different drug sensitivities to common anti-tumor drugs, possibly facilitating the development of individualized treatment regimens for patients. NLRC5, LCP2, TMEM229B, and FCRL4 are potential antigens for ESCC mRNA vaccines, and such vaccines may be more suitable for IS2 patients. This study provides a theoretical basis for mRNA vaccines against ESCC, by identifying the critical characteristics to predict ESCC prognosis and select suitable patients for vaccination.
信使核糖核酸(mRNA)疫苗对食管鳞状细胞癌(ESCC)的适用性仍不明确。在此,我们确定了开发针对ESCC的mRNA疫苗的潜在抗原,并对免疫亚型进行了特征分析,以选择合适的患者进行疫苗接种。ESCC患者的RNA测序(RNA-seq)数据、基因改变数据及相应临床信息取自癌症基因组图谱(TCGA)数据库。正常食管组织的RNA-seq数据取自基因型-组织表达(GTEx)数据库。通过分析差异表达和突变基因筛选潜在肿瘤抗原,并使用Kaplan-Meier法筛选预后有显著差异的潜在抗原。利用CIBERSORT和MCPcounter评估肿瘤微环境中免疫细胞浸润比例,并分析潜在抗原与抗原呈递细胞及主要组织相容性复合体II类分子的相关性。随后,采用一致性聚类分析构建免疫亚型,并通过单样本基因集富集分析和加权基因共表达网络分析(WGCNA)进行特征分析。利用癌症药物敏感性基因组学(GDSC)数据库分析不同免疫亚型的药物敏感性。在ESCC中鉴定出四种与抗原呈递及不良预后相关的过表达且突变的肿瘤抗原,包括NLR家族CARD结构域5(NLRC5)、Fc受体样蛋白4(FCRL4)、跨膜蛋白229B(TMEM229B)和淋巴细胞胞质蛋白2(LCP2)。通过一致性聚类,我们确定了两种与免疫相关的ESCC亚型,免疫亚型1(IS1)和免疫亚型2(IS2);这两种亚型的预后在统计学上存在差异。此外,这两种免疫亚型具有明显不同的细胞、分子和临床特征。IS1患者具有独特的免疫“热”表型,伴有较强的免疫耐受性,而IS2患者具有免疫“冷”表型。在不同免疫亚型之间观察到免疫检查点和免疫原性细胞死亡调节剂的差异表达。最后,我们发现IS1和IS2患者对常见抗肿瘤药物表现出不同的药物敏感性,这可能有助于为患者制定个体化治疗方案。NLRC5、LCP2、TMEM229B和FCRL4是ESCC mRNA疫苗的潜在抗原,此类疫苗可能更适合IS2患者。本研究通过确定预测ESCC预后和选择合适疫苗接种患者的关键特征,为针对ESCC的mRNA疫苗提供了理论依据。