共 10 条
Population-based high-dimensional analyses identify multiple intrinsic characters for cancer vaccines against lung squamous cell carcinoma
被引:1
|作者:
Zeng, Longjin
[1
]
Li, Lingchen
[2
]
Liao, Xingyun
[3
]
Zhang, Lincheng
[1
]
Yin, Chenrui
[1
]
Chen, Xiewan
[1
]
Sun, Jianguo
[4
]
机构:
[1] Army Med Univ, Sch Basic Med, Dept Biosafety, Chongqing 400038, Peoples R China
[2] Army Med Univ, Xinqiao Hosp, Dept Med Affairs, Chongqing 400037, Peoples R China
[3] Chongqing Med Univ, Tumor Hosp, Dept Oncol, Chongqing 400037, Peoples R China
[4] Army Med Univ, Xinqiao Hosp, Canc Inst, Chongqing 400037, Peoples R China
基金:
中国国家自然科学基金;
关键词:
Lung squamous cell carcinoma;
Immunotherapy;
Tumor microenvironment;
WGCNA;
Single-cell RNA sequencing;
EXPRESSION;
MICROENVIRONMENT;
PLATFORM;
SUBTYPES;
D O I:
10.1007/s12032-023-02214-3
中图分类号:
R73 [肿瘤学];
学科分类号:
100214 ;
摘要:
In lung squamous cell carcinoma (LUSC), current cancer vaccines show promising effects, despite a lack of benefit for a large number of patients. We first identified the tumor antigens into shared and private antigens, and determined the population by clustering analysis in public datasets. For vaccine development, The Cancer Genome Atlas (TCGA) and Clinical Proteomic Tumor Analysis Consortium (CPTAC) were collected. WGCNA method was furthermore applied to construct a consensus gene co-expression network based on TCGA and CPTAC datasets. The main analyses in bulk sequencing included survival, clinical features, tumor microenvironment (TME), and pathways enrichment. In addition, single-cell RNA (scRNA) analysis of cancer epithelium dissected consensus subtype. We identified the ideal population for cancer vaccines, and candidate neoantigens including AOC1, COL5A2, LGI2, and POSTN. According to subtype analysis, Lung squamous 1 (LSQ1) type exhibited a higher tumor mutational load (TMB) and copy number but no immune infiltration, whereas lung squamous 2 (LSQ2) tumors had a higher global methylation level and more fibroblasts but had less stemness. Meanwhile, trajectory analysis further revealed that the evolution of TME influenced prognosis. We emphasized specific pathways or targets with the potential for combination immunotherapy by consensus network and single-cell RNA analyses. Anti-androgen therapy has been validated in vitro experiments of LUSC as proof of concept. In conclusion, LSQ1 was linked to immune exclusion and might be utilized for vaccination, while LSQ2 was linked to immune dysfunction and could be used for programmed cell death protein 1 (PD1) blocking therapy.
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