The role of FERMT2 in the tumor microenvironment and immunotherapy in pan-cancer using comprehensive single-cell and bulk sequencing

被引:1
|
作者
Wu, Guang-hao [1 ]
He, Chao [2 ]
Che, Gang [2 ]
Zhou, Zheng [2 ]
Chen, Bi-ying [2 ]
Wu, Hai-ming [3 ]
Chen, Jian-feng [3 ]
Zhu, Wei-pu [4 ]
Yang, Yan [2 ]
Zhou, Zhan [5 ,6 ]
Teng, Li-song [2 ]
Wang, Hai-yong [2 ]
机构
[1] Hangzhou Normal Univ, Sch Clin Med, Med Coll, Hangzhou, Peoples R China
[2] Zhejiang Univ, Affiliated Hosp 1, Sch Med, Dept Surg Oncol, 79 Qingchun Rd, Hangzhou, Peoples R China
[3] Yiwu Cent Hosp, Dept Gastrointestinal Surg, Jinhua, Peoples R China
[4] Zhejiang Univ, Dept Polymer Sci & Engn, MOE Key Lab Macromol Synth & Functionalizat, Hangzhou, Peoples R China
[5] Zhejiang Univ, Inst Drug Metab & Pharmaceut Anal, Hangzhou, Peoples R China
[6] Zhejiang Univ, Coll Pharmaceut Sci, Zhejiang Prov Key Lab Anticanc Drug Res, Hangzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
Pan-cancer; Tumor microenvironment; Single-cell transcriptomics; Cancer-associated fibroblasts; TGF-BETA; FIBROBLASTS; KINDLIN-2; EXPRESSION; PROMOTES;
D O I
10.1016/j.heliyon.2024.e30505
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
FERMT2 has been identified as a participant in integrin-linked kinase signaling pathways, influencing epithelial-mesenchymal transition and thereby affecting tumor initiation, progression, and invasion. While the character of FERMT2 in the tumor microenvironment (TME) as well as its implications for immunotherapy remain unclear. Thus, we conducted a comprehensive analysis to assess the prognostic significance of FERMT2 using Kaplan-Meier analysis. In addition, we employed enrichment analysis to uncover potential underlying molecular mechanisms. Using "Immunedeconv" package, we evaluated the immune characteristics of FERMT2 within TME. Furthermore, we determined the expression levels of FERMT2 in various cell types within TME, based on single-cell sequencing data. To confirm the co-expression of FERMT2 and markers of cancer-associated fibroblasts (CAFs), we performed multiplex immunofluorescence staining on tissue paraffin sections across various cancer types. Our analysis disclosed a significant correlation between elevated FERMT2 expression and unfavorable prognosis in specific cancer types. Furthermore, we identified a strong correlation between FERMT2 expression and diverse immune-related factors, including immune checkpoint molecules, immune cell infiltration, microsatellite instability (MSI), and tumor mutational burden (TMB). Additionally, there was a significant correlation between FERMT2 expression and immune-related pathways, particularly those associated with activating, migrating, and promoting the growth of fibroblasts in diverse cancer types. Interestingly, we observed consistent co-expression of FERMT2 in both malignant tumor cells and stromal cells, particularly within CAFs. Notably, our findings also indicated that FERMT2 , in particular, exhibited elevated expression levels within tumor tissues and co -expressed with alpha-SMA in CAFs based on the multiplex immunofluorescence staining results.
引用
收藏
页数:16
相关论文
共 50 条
  • [41] The comprehensive landscape of prognosis, immunity, and function of the GLI family by pan-cancer and single-cell analysis
    Wu, Yinteng
    Guo, Wenliang
    Wang, Tao
    Liu, Ying
    Mullor, Maria del Mar Requena
    Rodriguez, Raquel Alarcon
    Zhao, Shijian
    Wei, Ruqiong
    AGING-US, 2024, 16 (06): : 5123 - 5148
  • [42] Integrated single-cell and bulk sequencing analyses with experimental validation identify the prognostic and immunological implications of CD226 in pan-cancer
    Ma, Peng
    Sun, Weili
    JOURNAL OF CANCER RESEARCH AND CLINICAL ONCOLOGY, 2023, 149 (16) : 14597 - 14617
  • [43] Integrated single-cell and bulk sequencing analyses with experimental validation identify the prognostic and immunological implications of CD226 in pan-cancer
    Peng Ma
    Weili Sun
    Journal of Cancer Research and Clinical Oncology, 2023, 149 : 14597 - 14617
  • [44] Unraveling the tumor microenvironment of esophageal squamous cell carcinoma through single-cell sequencing: A comprehensive review
    Qi, Lingyu
    Wang, Jiaxin
    Hou, Songyuan
    Liu, Siying
    Zhang, Qian
    Zhu, Shengtao
    Liu, Si
    Zhang, Shutian
    BIOCHIMICA ET BIOPHYSICA ACTA-REVIEWS ON CANCER, 2025, 1880 (01):
  • [45] Aggrephagy-related patterns in tumor microenvironment, prognosis, and immunotherapy for acute myeloid leukemia: a comprehensive single-cell RNA sequencing analysis
    Pan, Yan
    Wang, Yingjian
    Hu, Mengsi
    Xu, Shoufang
    Jiang, Feiyu
    Han, Yetao
    Chen, Fangjian
    Liu, Zhiwei
    FRONTIERS IN ONCOLOGY, 2023, 13
  • [46] Single-cell spatial multiomics reveals tumor microenvironment vulnerabilities in cancer resistance to immunotherapy
    Quek, Camelia
    Pratapa, Aditya
    Bai, Xinyu
    Al-Eryani, Ghamdan
    da Silva, Ines Pires
    Mayer, Aaron
    Bartonicek, Nenad
    Harvey, Kate
    Maher, Nigel G.
    Conway, Jordan W.
    Kasalo, Rebecca J.
    Ben Cheikh, Bassem
    Braubach, Oliver
    Palendira, Umaimainthan
    Saw, Robyn P. M.
    Stretch, Jonathan R.
    Shannon, Kerwin F.
    Menzies, Alexander M.
    Scolyer, Richard A.
    Long, Georgina V.
    Swarbrick, Alexander
    Wilmott, James S.
    CELL REPORTS, 2024, 43 (07):
  • [47] Tumor Microenvironment Landscape in Lung Adenocarcinoma by Single-Cell Sequencing
    Ku, B. M.
    Jung, H. A.
    Sun, J.
    Lee, S.
    Ahn, J. S.
    Park, K.
    Ahn, M.
    JOURNAL OF THORACIC ONCOLOGY, 2019, 14 (10) : S440 - S441
  • [48] The Application of Single-Cell RNA Sequencing in the Inflammatory Tumor Microenvironment
    Zhao, Jiayi
    Shi, Yiwei
    Cao, Guangwen
    BIOMOLECULES, 2023, 13 (02)
  • [49] Integrated analysis of tumor microenvironment features to establish a diagnostic model for papillary thyroid cancer using bulk and single-cell RNA sequencing technology
    Yizeng Wang
    Wenbin Song
    Yingxi Li
    Zhaoyi Liu
    Ke Zhao
    Lanning Jia
    Xiaoning Wang
    Ruoyu Jiang
    Yao Tian
    Xianghui He
    Journal of Cancer Research and Clinical Oncology, 2023, 149 : 16837 - 16850
  • [50] Heterogeneity of the tumor immune cell microenvironment revealed by single-cell sequencing in head and neck cancer
    Li, Chunhong
    Liao, Jia
    Chen, Bo
    Wang, Qiang
    CRITICAL REVIEWS IN ONCOLOGY HEMATOLOGY, 2025, 209