Macrophage-related molecular subtypes in lung adenocarcinoma identify novel tumor microenvironment with prognostic and therapeutic implications

被引:1
作者
Wen, Heng [1 ]
Chen, Hanjian [1 ]
Xie, Liwei [1 ]
Li, Zetao [2 ]
Zhang, Qian [2 ]
Tian, Qiping [2 ]
机构
[1] Zhejiang Univ, Affiliated Hosp 1, Sch Med, Dept Anesthesiol, Hangzhou, Peoples R China
[2] Jincheng Peoples Hosp, Dept Anesthesiol, Jincheng, Peoples R China
关键词
macrophages; lung adenocarcinoma; tumor microenvironment; prognostic model; molecular subtypes; CANCER;
D O I
10.3389/fgene.2022.1012164
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Background: Lung adenocarcinoma (LUAD) is a life-threatening malignant tumor, contributing for the largest cancer burden worldwide. Tumor microenvironment (TME) is composed of various immune cells, stromal cells and tumor cells, which is highly associated with the cancer prognosis and the response to immunotherapy, in which macrophages in TME have been revealing a potential target for cancer treatment. In this study, we sought to further explore the role of macrophages in LUAD progression and establish a risk model related to macrophages for LUAD. Methods: We explored immune-related pathways that might be affected by counting positively associated genes in macrophages. Molecular typing was also constructed by mining macrophage-associated genes with prognostic value through COX regression and other analyses. RiskScore prognostic models were constructed using lasso regression and stepwise multifactorial regression analysis. The differences on clinical characteristics among three subtypes (C1, C2, and C3) and RiskScore subtypes were analyzed in TCGA dataset. Immunological algorithms such as TIMER, ssGSEA, MCP-Counter, ESTIMATE, and TIDE were used to calculate the level of difference in immune infiltration between the different subtypes. The TCGA mutation dataset processed by mutect2 was used to demonstrate the frequency of mutations between different molecular subtypes. Finally, nomograms, calibration curves, and decision curves were created to assess the predictive accuracy and reliability of the model. Results: The C1 subtype demonstrated the best prognostic outcome, accompanied by higher levels of immune infiltration and lower mutation frequency, while the majority of patients in the C1 subtype were women under 65 years of age. Myeloid-derived suppressor cell (MDSC) scores were higher in the C3 subtype, suggesting a more severe immune escape, which may have contributed to the tumor evading the immune system resulting in a poorer prognosis for patients. In addition, our RiskScore prognostic model had good predictive accuracy and reliability. Conclusion: This paper provides a study of macrophage-related pathways, immunosuppression, and their mechanisms of action in lung cancer, along with targets for future treatment to guide the optimal treatment of lung cancer.
引用
收藏
页数:14
相关论文
共 30 条
  • [11] TIMER: A Web Server for Comprehensive Analysis of Tumor-Infiltrating Immune Cells
    Li, Taiwen
    Fan, Jingyu
    Wang, Binbin
    Traugh, Nicole
    Chen, Qianming
    Liu, Jun S.
    Li, Bo
    Liu, X. Shirley
    [J]. CANCER RESEARCH, 2017, 77 (21) : E108 - E110
  • [12] HisgAtlas 1.0: a human immunosuppression gene database
    Liu, Yuan
    He, Mengqi
    Wang, Dan
    Diao, Lihong
    Liu, Jinying
    Tang, Li
    Guo, Shuzhen
    He, Fuchu
    Li, Dong
    [J]. DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION, 2017,
  • [13] The development and maintenance of resident macrophages
    Perdiguero, Elisa Gomez
    Geissmann, Frederic
    [J]. NATURE IMMUNOLOGY, 2016, 17 (01) : 2 - 8
  • [14] Macrophage Diversity Enhances Tumor Progression and Metastasis
    Qian, Bin-Zhi
    Pollard, Jeffrey W.
    [J]. CELL, 2010, 141 (01) : 39 - 51
  • [15] Qiao Yanyan, 2022, Zhongguo Fei Ai Za Zhi, V25, P34, DOI 10.3779/j.issn.1009-3419.2021.102.49
  • [16] limma powers differential expression analyses for RNA-sequencing and microarray studies
    Ritchie, Matthew E.
    Phipson, Belinda
    Wu, Di
    Hu, Yifang
    Law, Charity W.
    Shi, Wei
    Smyth, Gordon K.
    [J]. NUCLEIC ACIDS RESEARCH, 2015, 43 (07) : e47
  • [17] Rogler G., 2017, Crohn's Disease and Ulcerative Colitis, P119
  • [18] Evidence for management of small cell lung cancer - ACCP evidence-based clinical practice guidelines (2nd edition)
    Samson, David J.
    Seidenfeld, Jerome
    Simon, George R.
    Turrisi, Andrew T., III
    Bonnell, Claudia
    Ziegler, Kathleen M.
    Aronson, Naomi
    [J]. CHEST, 2007, 132 (03) : 314S - 323S
  • [19] The strong propensity of Cadherin-23 for aggregation inhibits cell migration
    Sannigrahi, Malay K.
    Srinivas, Cheerneni S.
    Deokate, Nilesh
    Rakshit, Sabyasachi
    [J]. MOLECULAR ONCOLOGY, 2019, 13 (05) : 1092 - 1109
  • [20] Sangerbox: A comprehensive, interaction-friendly clinical bioinformatics analysis platform
    Shen, Weitao
    Song, Ziguang
    Zhong, Xiao
    Huang, Mei
    Shen, Danting
    Gao, Pingping
    Qian, Xiaoqian
    Wang, Mengmeng
    He, Xiubin
    Wang, Tonglian
    Li, Shuang
    Song, Xiang
    [J]. IMETA, 2022, 1 (03):