Combination of tumor mutation burden and immune infiltrates for the prognosis of lung adenocarcinoma

被引:20
作者
Zhao, Zhenyu
He, Boxue
Cai, Qidong
Zhang, Pengfei
Peng, Xiong
Zhang, Yuqian
Xie, Hui
Wang, Xiang [1 ]
机构
[1] Cent South Univ, Dept Thorac Surg, Xiangya Hosp 2, 139 Renmin Rd, Changsha 410011, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
Tumor mutation burden; Immune infiltrates; Signature; Nomogram; Lung adenocarcinoma; CHECKPOINT-INHIBITORS; CANCER; IMMUNOTHERAPY; ASSOCIATION; BLOCKADE; GROWTH; HIN-1;
D O I
10.1016/j.intimp.2021.107807
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Background: Tumor mutation burden (TMB) levels are associated with immune infiltrates in the tumor micro-environment and can modulate the responses to immune checkpoint inhibitors (ICIs) in lung adenocarcinoma (LUAD) patients. This study aimed at exploring the potential role of a signature of genes associated with TMB and immune infiltrates and the relevant nomogram in the prognosis of LUAD. Materials and Methods: The TMB levels in LUAD patients in the Cancer Genome Atlas (TCGA) were analyzed. The differentially expressed genes (DEGs) between the higher- and lower-TMB subgroups were functionally analyzed. The immune-related DEGs and their relationship with immune infiltrates in the tumor environment between two subgroups were analyzed. Nine immune-related DEGs were used to generate a TMB-related immune signature. The sensitivity to immunotherapy in TCGA-LUAD patients was analyzed by immunophenotypic scores (IPS). Subsequently, a nomogram was generated using tumor-related parameters and the signature score. The signature or nomogram values in predicting overall survival (OS) were evaluated and validated in LUAD patients in the GSE30219 and GSE72094. Result: There were 468 DEGs between the higher and lower-TMB subgroups of LUAD patients. The TMB levels were associated positively with the number of immune infiltrates in LUAD patients. Nine DEGs were related to immune infiltrates in the tumor environment. The higher signature scores (high-risk) were associated with poor prognosis of LUAD in the TCGA, which was validated in LUAD patients of the GSE30219 and GSE72094 datasets. Interestingly, the patients in the high-risk group had higher PD-L1 expression in their tumors and the risk scores in LUAD patients. The IPS of LUAD patients in the high-risk group were predicted to benefit from immunotherapy. Finally, the nomogram had high AUC values in predicting the OS of LUAD patients. Conclusion: The TMB-related immune signature or nomogram is valuable for the prognosis of LUAD patients and evaluating their responses to ICIs. These relevant genes may participate into the pathogenesis, ICIs, and drug resistance of LUAD.
引用
收藏
页数:14
相关论文
共 50 条
[41]   Cuproptosis-related lncRNA signatures: Predicting prognosis and evaluating the tumor immune microenvironment in lung adenocarcinoma [J].
Zhang, Pengpeng ;
Pei, Shengbin ;
Liu, Jianlan ;
Zhang, Xiao ;
Feng, Yanlong ;
Gong, Zeitian ;
Zeng, Tianyu ;
Li, Jun ;
Wang, Wei .
FRONTIERS IN ONCOLOGY, 2023, 12
[42]   Relationship between tumor mutational burden, gene mutation status, and clinical characteristics in 340 cases of lung adenocarcinoma [J].
Ma, Kai ;
Huang, Fengxiang ;
Wang, Yin ;
Kang, Yan ;
Wang, Qilong ;
Tang, Jiaqi ;
Sun, Panfeng ;
Lou, Jiaojiao ;
Qiao, Ruiping ;
Si, Jiming ;
Cao, Jian ;
Miao, Lijun .
CANCER MEDICINE, 2022, 11 (22) :4389-4397
[43]   Correlation between prognostic indicator AHNAK2 and immune infiltrates in lung adenocarcinoma [J].
Zheng, Miaosen ;
Liu, Jian ;
Bian, Tingting ;
Liu, Lei ;
Sun, Hui ;
Zhou, Haomiao ;
Zhao, Cui ;
Yang, Zheng ;
Shi, Jiahai ;
Liu, Yifei .
INTERNATIONAL IMMUNOPHARMACOLOGY, 2021, 90
[44]   Interferon Regulatory Factor 4 Correlated With Immune Cells Infiltration Could Predict Prognosis for Patients With Lung Adenocarcinoma [J].
Li, Xuanzong ;
Zhai, Shujun ;
Zhang, Jianbo ;
Zhang, Dai ;
Wang, Shijiang ;
Wang, Linlin ;
Yu, Jinming .
FRONTIERS IN ONCOLOGY, 2021, 11
[45]   Correlate tumor mutation burden with immune signatures in human cancers [J].
Wang, Xiaosheng ;
Li, Mengyuan .
BMC IMMUNOLOGY, 2019, 20 (1)
[46]   A tumor mutational burden-derived immune computational framework selects sensitive immunotherapy/chemotherapy for lung adenocarcinoma populations with different prognoses [J].
Zhang, Wenlong ;
Wei, Chuzhong ;
Huang, Fengyu ;
Huang, Wencheng ;
Xu, Xiaoxin ;
Zhu, Xiao .
FRONTIERS IN ONCOLOGY, 2023, 13
[47]   Apoptosis-Related Signature Predicts Prognosis and Immune Microenvironment Infiltration in Lung Adenocarcinoma [J].
Zou, Xiaoli ;
He, Rong ;
Zhang, Zhenzhen ;
Yan, Yulan .
FRONTIERS IN GENETICS, 2022, 13
[48]   HMMR associates with immune infiltrates and acts as a prognostic biomaker in lung adenocarcinoma [J].
Ma, Xidong ;
Xie, Mei ;
Xue, Zhiqiang ;
Yao, Jie ;
Wang, Yuanyong ;
Xue, Xinying ;
Wang, Jianxin .
COMPUTERS IN BIOLOGY AND MEDICINE, 2022, 151
[49]   Significance of a Tumor Mutation Burden Gene Signature with Prognosis and Immune Feature of Gastric Cancer Patients [J].
Xiang, Li ;
Lan, Chuan .
INTERNATIONAL JOURNAL OF GENOMICS, 2022, 2022
[50]   Association of a Novel Prognosis Model with Tumor Mutation Burden and Tumor-Infiltrating Immune Cells in Thyroid Carcinoma [J].
Zhang, Siqin ;
Chen, Shaoyong ;
Wang, Yuchen ;
Zhan, Yuxiang ;
Li, Jiarui ;
Nong, Xiaolin ;
Gao, Biyun .
FRONTIERS IN GENETICS, 2021, 12