Tumor antigens and immune subtypes of glioblastoma: the fundamentals of mRNA vaccine and individualized immunotherapy development

免疫系统 免疫疗法 抗原 免疫学 表型 肿瘤微环境 医学 癌症研究 生物 基因 遗传学
作者
Changwu Wu,Chaoying Qin,Wenyong Long,Xiangyu Wang,Kai Xiao,Qing Liu
出处
期刊:Journal of Big Data [Springer Science+Business Media]
卷期号:9 (1) 被引量:12
标识
DOI:10.1186/s40537-022-00643-x
摘要

Abstract Purpose Glioblastoma (GBM) is the most common primary brain tumor in adults and is notorious for its lethality. Given its limited therapeutic measures and high heterogeneity, the development of new individualized therapies is important. mRNA vaccines have exhibited promising performance in a variety of solid tumors, those designed for glioblastoma (GBM) need further development. The aim of this study is to explore tumor antigens for the development of mRNA vaccines against GBM and to identify potential immune subtypes of GBM to identify the patients suitable for different immunotherapies. Methods RNA-seq data and the clinical information of 143 GBM patients was extracted from the TCGA database; microarray data and the clinical information of 181 GBM patients was obtained from the REMBRANDT cohort. A GBM immunotherapy cohort of 17 patients was obtained from a previous literature. GEPIA2, cBioPortal, and TIMER2 were used to identify the potential tumor antigens. Immune subtypes and gene modules were identified using consensus clustering; immune landscape was constructed using graph-learning-based dimensionality reduction analysis. Results Nine potential tumor antigens associated with poor prognosis and infiltration of antigen-presenting cells were identified in GBM: ADAMTSL4, COL6A1, CTSL, CYTH4, EGFLAM, LILRB2, MPZL2, SAA2, and LSP1. Four robust immune subtypes and seven functional gene modules were identified and validated in an independent cohort. Immune subtypes had different cellular and molecular characteristics, with IS1, an immune cold phenotype; IS2, an immune hot and immunosuppressive phenotype; IS3, a relatively immune cold phenotype, second only to IS1; IS4, having a moderate tumor immune microenvironment. Immune landscape revealed the immune distribution of the GBM patients. Additionally, the potential value of immune subtypes for individualized immunotherapy was demonstrated in a GBM immunotherapy cohort. Conclusions ADAMTSL4, COL6A1, CTSL, CYTH4, EGFLAM, LILRB2, MPZL2, SAA2, and LSP1 are the candidate tumor antigens for mRNA vaccine development in GBM, and IS1 GBM patients are best suited for mRNA vaccination, IS2 patients are best suited for immune checkpoint inhibitor. This study provides a theoretical framework for GBM mRNA vaccine development and individualized immunotherapy strategies.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
机智豌豆发布了新的文献求助10
刚刚
贤惠的白开水完成签到 ,获得积分10
1秒前
脑洞疼应助玖月采纳,获得10
3秒前
勇敢的黑猫完成签到,获得积分20
4秒前
欣喜眼神完成签到,获得积分20
4秒前
6秒前
星辰大海应助哈哈哈采纳,获得10
6秒前
可爱的函函应助木木三采纳,获得10
8秒前
orixero应助木木三采纳,获得10
8秒前
星辰大海应助木木三采纳,获得10
8秒前
深情安青应助木木三采纳,获得10
8秒前
万柳书院小书童完成签到 ,获得积分10
9秒前
肥陈发布了新的文献求助10
10秒前
林水程发布了新的文献求助10
11秒前
liu完成签到 ,获得积分20
11秒前
闪闪小小完成签到 ,获得积分10
12秒前
喵喵完成签到,获得积分10
13秒前
科研通AI2S应助CYY采纳,获得10
13秒前
15秒前
大意的皓轩完成签到 ,获得积分10
15秒前
18秒前
玖月发布了新的文献求助10
20秒前
achenghn完成签到,获得积分10
20秒前
ayer发布了新的文献求助10
21秒前
顺利兰完成签到 ,获得积分10
22秒前
木木完成签到 ,获得积分10
23秒前
achenghn发布了新的文献求助10
23秒前
赘婿应助明天会更美好采纳,获得10
23秒前
果果完成签到,获得积分10
24秒前
无奈醉柳完成签到,获得积分10
24秒前
25秒前
gb2312完成签到 ,获得积分10
25秒前
香蕉觅云应助蔡继海采纳,获得10
26秒前
夏宇完成签到 ,获得积分10
28秒前
29秒前
29秒前
小姜爱橙子完成签到 ,获得积分10
29秒前
冰魂应助Freya采纳,获得10
30秒前
郭宇发布了新的文献求助10
30秒前
Belinda发布了新的文献求助10
33秒前
高分求助中
【此为提示信息,请勿应助】请按要求发布求助,避免被关 20000
ISCN 2024 – An International System for Human Cytogenomic Nomenclature (2024) 3000
Continuum Thermodynamics and Material Modelling 2000
Encyclopedia of Geology (2nd Edition) 2000
105th Edition CRC Handbook of Chemistry and Physics 1600
Maneuvering of a Damaged Navy Combatant 650
Mindfulness and Character Strengths: A Practitioner's Guide to MBSP 380
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3776783
求助须知:如何正确求助?哪些是违规求助? 3322227
关于积分的说明 10209307
捐赠科研通 3037454
什么是DOI,文献DOI怎么找? 1666696
邀请新用户注册赠送积分活动 797627
科研通“疑难数据库(出版商)”最低求助积分说明 757976