Department of Neurology, Xiangya Hospital, Central South University, Changsha, China.
National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.
Cancer Med. 2022 Jul;11(13):2711-2726. doi: 10.1002/cam4.4633. Epub 2022 Mar 14.
Recent evidence suggested that the mRNA vaccine has been effective for many tumors, but its progress in gliomas was slow. In this study, we screened potential tumor antigens and suitable populations for mRNA vaccine to develop mRNA vaccine for glioma. We integrated the normalized RNA sequencing expression data and somatic mutation data from TCGA-GBM, TCGA-LGG, and CGGA datasets. Putative antigens in glioma were identified by selecting highly mutated genes with intimate correlation with clinical survival and immune infiltration. An unsupervised partition around medoids algorithm was utilized to stably cluster the patients into five different immune subtypes. Among them, IS1/2 was cold tumor with low tumor mutation burden (TMB), immunogenic cell death (ICDs), and immune checkpoints (ICPs), and IS4/5 was hot tumor with high TMB, ICDs, and ICPs. Monocle3 package was used to evaluate the immune status similarity and evolution in glioma, which identified cluster IS2A/2B within IS2 subtype to be more suitable vaccination receivers. Weighted gene co-expression network analysis identified five hub immune genes as the biomarkers of patients' immune status in glioma. In conclusion, NAT1, FRRS1, GTF2H2C, BRCA2, GRAP, NR5A2, ABCB4, ZNF90, ERCC6L, and ZNF813 are potential antigens suitable for glioma mRNA vaccine. IS1/2A/2B are suitable for mRNA vaccination.
最近的证据表明,mRNA 疫苗对许多肿瘤都有效,但在神经胶质瘤中的进展缓慢。在这项研究中,我们筛选了潜在的肿瘤抗原和适合 mRNA 疫苗的人群,以开发用于神经胶质瘤的 mRNA 疫苗。我们整合了 TCGA-GBM、TCGA-LGG 和 CGGA 数据集的标准化 RNA 测序表达数据和体细胞突变数据。通过选择与临床生存和免疫浸润密切相关的高度突变基因,鉴定出胶质瘤中的假定抗原。利用中位数周围无监督分区算法将患者稳定地聚类为五个不同的免疫亚型。其中,IS1/2 是冷肿瘤,具有低肿瘤突变负担(TMB)、免疫原性细胞死亡(ICD)和免疫检查点(ICP),而 IS4/5 是热肿瘤,具有高 TMB、ICD 和 ICP。Monocle3 包用于评估神经胶质瘤中的免疫状态相似性和进化,鉴定出 IS2 亚型内的 IS2A/2B 簇更适合疫苗接种。加权基因共表达网络分析确定了五个免疫相关的关键基因作为神经胶质瘤患者免疫状态的生物标志物。总之,NAT1、FRRS1、GTF2H2C、BRCA2、GRAP、NR5A2、ABCB4、ZNF90、ERCC6L 和 ZNF813 是适合神经胶质瘤 mRNA 疫苗的潜在抗原。IS1/2A/2B 适合 mRNA 疫苗接种。