Bioinformatic analysis of hub markers and immune cell infiltration characteristics of gastric cancer

被引:3
作者
Li, Chao [1 ,2 ]
Yang, Tan [1 ]
Yuan, Yu [1 ]
Wen, Rou [2 ]
Yu, Huan [2 ]
机构
[1] Tianjin Univ Tradit Chinese Med, Sch Pharm, Tianjin, Peoples R China
[2] Jiangxi Univ Tradit Chinese Med, Sch Pharm, Nanchang, Peoples R China
来源
FRONTIERS IN IMMUNOLOGY | 2023年 / 14卷
基金
中国国家自然科学基金;
关键词
gastric cancer (GC); hub markers; immune cell infiltration; WGCNA; LASSO; GRP78;
D O I
10.3389/fimmu.2023.1202529
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
BackgroundGastric cancer (GC) is the fifth most common cancer and the second leading cause of cancer-related deaths worldwide. Due to the lack of specific markers, the early diagnosis of gastric cancer is very low, and most patients with gastric cancer are diagnosed at advanced stages. The aim of this study was to identify key biomarkers of GC and to elucidate GC-associated immune cell infiltration and related pathways. MethodsGene microarray data associated with GC were downloaded from the Gene Expression Omnibus (GEO). Differentially expressed genes (DEGs) were analyzed using Gene Ontology (GO), Kyoto Gene and Genome Encyclopedia, Gene Set Enrichment Analysis (GSEA) and Protein-Protein Interaction (PPI) networks. Weighted gene coexpression network analysis (WGCNA) and the least absolute shrinkage and selection operator (LASSO) algorithm were used to identify pivotal genes for GC and to assess the diagnostic accuracy of GC hub markers using the subjects' working characteristic curves. In addition, the infiltration levels of 28 immune cells in GC and their interrelationship with hub markers were analyzed using ssGSEA. And further validated by RT-qPCR. ResultsA total of 133 DEGs were identified. The biological functions and signaling pathways closely associated with GC were inflammatory and immune processes. Nine expression modules were obtained by WGCNA, with the pink module having the highest correlation with GC; 13 crossover genes were obtained by combining DEGs. Subsequently, the LASSO algorithm and validation set verification analysis were used to finally identify three hub genes as potential biomarkers of GC. In the immune cell infiltration analysis, infiltration of activated CD4 T cell, macrophages, regulatory T cells and plasmacytoid dendritic cells was more significant in GC. The validation part demonstrated that three hub genes were expressed at lower levels in the gastric cancer cells. ConclusionThe use of WGCNA combined with the LASSO algorithm to identify hub biomarkers closely related to GC can help to elucidate the molecular mechanism of GC development and is important for finding new immunotherapeutic targets and disease prevention.
引用
收藏
页数:14
相关论文
共 45 条
  • [21] Integrative proteomic characterization of adenocarcinoma of esophagogastric junction
    Li, Shengli
    Yuan, Li
    Xu, Zhi-Yuan
    Xu, Jing-Li
    Chen, Gui-Ping
    Guan, Xiaoqing
    Pan, Guang-Zhao
    Hu, Can
    Dong, Jinyun
    Du, Yi-An
    Yang, Li-Tao
    Ni, Mao-Wei
    Jiang, Rui-Bin
    Zhu, Xiu
    Lv, Hang
    Xu, Han-Dong
    Zhang, Sheng-Jie
    Qin, Jiang-Jiang
    Cheng, Xiang-Dong
    [J]. NATURE COMMUNICATIONS, 2023, 14 (01)
  • [22] Chemokine receptor 4 expression is correlated with the occurrence and prognosis of gastric cancer
    Li, Yang
    Wang, Hong-Chang
    Wang, Jin-Shen
    Sun, Bo
    Li, Le-Ping
    [J]. FEBS OPEN BIO, 2020, 10 (06): : 1149 - 1161
  • [23] Single-cell landscape reveals active cell subtypes and their interaction in the tumor microenvironment of gastric cancer
    Li, Yumin
    Hu, Xueda
    Lin, Ruichai
    Zhou, Guangyu
    Zhao, Lulu
    Zhao, Dongbing
    Zhang, Yawei
    Li, Wenbin
    Zhang, Yueming
    Ma, Peiqin
    Ren, Hu
    Liao, Xinhui
    Niu, Penghui
    Wang, Tongbo
    Zhang, Xiaojie
    Wang, Wanqing
    Gao, Ranran
    Li, Qibin
    Church, George
    He, Jie
    Chen, Yingtai
    [J]. THERANOSTICS, 2022, 12 (08): : 3818 - 3833
  • [24] Tumour-associated macrophages-derived CXCL8 determines immune evasion through autonomous PD-L1 expression in gastric cancer
    Lin, Chao
    He, Hongyong
    Liu, Hao
    Li, Ruochen
    Chen, Yifan
    Qi, Yangyang
    Jiang, Qi
    Chen, Lingli
    Zhang, Peipei
    Zhang, Heng
    Li, He
    Zhang, Weijuan
    Sun, Yihong
    Xu, Jiejie
    [J]. GUT, 2019, 68 (10) : 1764 - +
  • [25] m6A methylation mediates LHPP acetylation as a tumour aerobic glycolysis suppressor to improve the prognosis of gastric cancer
    Lin, Jian-Xian
    Lian, Ning-Zi
    Gao, You-Xin
    Zheng, Qiao-Ling
    Yang, Ying-Hong
    Ma, Yu-Bin
    Xiu, Zhi-Song
    Qiu, Qing-Zhu
    Wang, Hua-Gen
    Zheng, Chao-Hui
    Li, Ping
    Xie, Jian-Wei
    Lu, Jun
    Chen, Qi-Yue
    Cao, Long-Long
    Lin, Mi
    Wang, Jia-Bin
    Huang, Chang-Ming
    [J]. CELL DEATH & DISEASE, 2022, 13 (05)
  • [26] Identification of Potential Prognostic Biomarkers Associated With Macrophage M2 Infiltration in Gastric Cancer
    Liu, Baohong
    Ma, Xueting
    Ha, Wei
    [J]. FRONTIERS IN GENETICS, 2022, 13
  • [27] Gastrin: from pathophysiology to cancer prevention and treatment
    Maddalo, Gemma
    Spolverato, Ylenia
    Rugge, Massimo
    Farinati, Fabio
    [J]. EUROPEAN JOURNAL OF CANCER PREVENTION, 2014, 23 (04) : 258 - 263
  • [28] Tumor-Associated Macrophages in Tumor Immunity
    Pan, Yueyun
    Yu, Yinda
    Wang, Xiaojian
    Zhang, Ting
    [J]. FRONTIERS IN IMMUNOLOGY, 2020, 11
  • [29] Sodium Channel Subunit SCNN1B Suppresses Gastric Cancer Growth and Metastasis via GRP78 Degradation
    Qian, Yun
    Wong, Chi Chun
    Xu, Jiaying
    Chen, Huarong
    Zhang, Yanquan
    Kang, Wei
    Wang, Hua
    Zhang, Li
    Li, Weilin
    Chu, Eagle S. H.
    Go, Minnie Y. Y.
    Chiu, Philip W. Y.
    Ng, Enders K. W.
    Chan, Francis K. L.
    Sung, Joseph J. Y.
    Si, Jianmin
    Yu, Jun
    [J]. CANCER RESEARCH, 2017, 77 (08) : 1968 - 1982
  • [30] Molecular Characteristics, Clinical Significance, and Cancer Immune Interactions of Angiogenesis-Associated Genes in Gastric Cancer
    Qing, Xin
    Xu, Wenjing
    Liu, Shengli
    Chen, Zhencheng
    Ye, Chunping
    Zhang, Yewei
    [J]. FRONTIERS IN IMMUNOLOGY, 2022, 13