Identification of an Immune Classification and Prognostic Genes for Lung Adenocarcinoma Based on Immune Cell Signatures

被引:7
|
作者
Deng, Lili [1 ,2 ]
Long, Fei [1 ]
Wang, Ting [1 ]
Dai, Ling [1 ]
Chen, Huajian [1 ,3 ]
Yang, Yujun [1 ]
Xie, Guoming [1 ]
机构
[1] Chongqing Med Univ, Coll Lab Med, Key Lab Clin Lab Diagnost, Chinese Minist Educ, Chongqing, Peoples R China
[2] Chongqing Hlth Stat Informat Ctr, Chongqing, Peoples R China
[3] Chongqing Univ, Cent Hosp, Chongqing Emergency Med Ctr, Sch Med, Chongqing, Peoples R China
关键词
lung adenocarcinoma; immune cell signatures; immune subtypes; molecular characteristics; weighted gene correlation network analysis (WGCNA); prognosis; CANCER; VALIDATION; LANDSCAPE; SUBTYPES; THERAPY;
D O I
10.3389/fmed.2022.855387
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
ObjectiveCurrent advances in immunotherapy requires accurate tumor sub-classification due to the heterogeneity of lung adenocarcinoma (LUAD). This study aimed to develop a LUAD sub-classification system based on immune cell signatures and identified prognostic gene markers. MethodsSignatures related to the prognosis of TCGA-LUAD and 4 GSE cohorts were screened and intersected from 184 previously published immune cell signatures. The LUAD samples in the TCGA were clustered by ConsensusClusterPlus. Molecular characteristics, immune characteristics and sensitivity to immunotherapies/chemotherapies were compared. LDA score was established through Linear Discriminant Analysis (LDA). Co-expression module was constructed by Weighted Gene Co-Expression Network Analysis (WGCNA). ResultsFour LUAD subtypes with different molecular and immune characteristics were identified. Significant differences in prognosis among the four subtypes were observed. The IS1 subtype with the worst prognosis showed the highest number of TMB, mutant genes, IFN gamma score, angiogenesis score and immune score. Twenty co-expression modules were generated by WGCNA. Blue module, sky blue module and light yellow module were significantly correlated with LUAD prognosis. The hub genes (CCDC90B, ARNTL2, RIPK2, SMCO2 and ADA and NBN) showing great prognostic significance were identified from the blue module. A total of 8 hub genes (NLRC3, CLEC2D, GIMAP5, CXorf65, PARP15, AKNA, ZC3H12D, and ARRDC5) were found in the light yellow module. Except for CXorf65, the expression of the other seven genes were significantly correlated with LUAD prognosis. ConclusionThis study determined four LUAD subtypes with different molecular and immune characteristics and 13 genes closely related to the prognosis of LUAD. The current findings could help understand the heterogeneity of LUAD immune classes.
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页数:15
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