ScRNA-seq reveals the correlation between M2 phenotype of tumor-associated macrophages and lymph node metastasis of breast cancer

被引:4
|
作者
Shen, Jun [1 ]
Ma, Hongfang [1 ,2 ]
Chen, Yongxia [3 ]
Shen, Jianguo [1 ]
机构
[1] Zhejiang Univ, Sir Run Run Shaw Hosp, Sch Med, Dept Surg Oncol, Hangzhou, Peoples R China
[2] Zhejiang Univ, Sir Run Run Shaw Hosp, Sch Med, Dept Plast Surg, Hangzhou, Peoples R China
[3] Zhejiang Univ, Sir Run Run Shaw Hosp, Sch Med, Lab Canc Biol, Hangzhou, Peoples R China
关键词
M2; macrophages; Breast cancer; Lymph node; Metastasis; ScRNA-seq; EXPRESSION; REGULATOR;
D O I
10.32604/or.2023.029638
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
The process of lymphatic metastasis was proved to be associated with podoplanin-expressing macrophages in breast cancer (BC). This study aimed to investigate the role of the M2 phenotype of tumor-associated macrophages and mine the key M2 macrophages-related genes for lymph node metastasis in BC. We downloaded the GSE158399 dataset from the Gene Expression Omnibus (GEO) database, which includes transcriptomic profiles of individual cells from primary tumors, negative lymph nodes (NLNs), and positive lymph nodes (PLNs) of breast cancer patients. The cell subsets were identified by clustering analysis after quality control of the scRNA-seq using Seurat. The activation and migration capability of M2 macrophages were evaluated with R package "GSVA". The key M2 macrophages-related genes were screened from the differential expressed genes (DEGs) and M2 macrophages activation and migration gene sets collected from MSigDB database. Our analysis identified three main cell types in primary tumors, NLNs, and PLNs: basal cells, luminal cells, and immune cell subsets. The further cell type classification of immune cell subsets indicated M2 macrophages accumulation in NLs and PLs. The GSVA enrichment scores for activation and migration capability were increased significantly in M2 macrophages from primary tumors than NLNs and PLNs (pvalue < 0.001). Seven M2 macrophages activation-related and 15 M2 macrophages migration-related genes were significantly up-regulated in primary tumors than NLNs and PLNs. The proportion and GSVA enrichment scores for activation and migration of M2 macrophages may be potential markers for lymph node metastasis in breast cancer. Our study demonstrated that twenty-two up-regulated mRNA may be possible therapeutic targets for lymph node metastasis in breast cancer.
引用
收藏
页码:955 / 966
页数:12
相关论文
共 50 条
  • [21] A pancreatic cancer organoid incorporating macrophages reveals the correlation between the diversity of tumor-associated macrophages and cancer cell survival
    Tabe, Shunsuke
    Takeuchi, Kenta
    Aoshima, Kenji
    Okumura, Ayumu
    Yamamoto, Yuya
    Yanagisawa, Kazuki
    Eto, Ryotaro
    Matsuo, Megumi
    Ueno, Yasuharu
    Konishi, Takanori
    Furukawa, Yoichi
    Yamaguchi, Kiyoshi
    Morinaga, Soichiro
    Miyagi, Yohei
    Ohtsuka, Masayuki
    Tanimizu, Naoki
    Taniguchi, Hideki
    BIOMATERIALS, 2025, 314
  • [22] LINC00337 induces tumor development and chemoresistance to paclitaxel of breast cancer by recruiting M2 tumor-associated macrophages
    Xing, Zeyu
    Zhang, Menglu
    Liu, Jiaqi
    Liu, Gang
    Feng, Kexin
    Wang, Xiang
    MOLECULAR IMMUNOLOGY, 2021, 138 : 1 - 9
  • [23] Targeting crosstalk of STAT3 between tumor-associated M2 macrophages and Tregs in colorectal cancer
    Huang, Lili
    Zhao, Yu
    Shan, Mengying
    Wang, Sitong
    Chen, Jianhua
    Liu, Zhuqing
    Xu, Qing
    CANCER BIOLOGY & THERAPY, 2023, 24 (01)
  • [24] miR-382 inhibits breast cancer progression and metastasis by affecting the M2 polarization of tumor-associated macrophages by targeting PGC-1α
    Zhou, Hua
    Gan, Mingyu
    Jin, Xin
    Dai, Meng
    Wang, Yuanyuan
    Lei, Youyang
    Lin, Zijing
    Ming, Jia
    INTERNATIONAL JOURNAL OF ONCOLOGY, 2022, 61 (04)
  • [25] Gaucher disease is associated with lymph node reactive follicular hyperplasia with tingible body macrophages of M2 phenotype
    Ivanova, Margarita M.
    Limgala, Renuka Pudi
    Changsila, Erk
    Ioanou, Chidima
    Badger, Ariel
    Goker-Alpan, Ozlem
    INTERNATIONAL JOURNAL OF CLINICAL AND EXPERIMENTAL PATHOLOGY, 2017, 10 (02): : 2290 - 2297
  • [26] A pro-tumorigenic mechanism of M2 tumor-associated macrophages (TAM) in triple-negative breast cancer
    Korlimarla, Aruna
    Prabhu, Jyothi
    Ragulan, Chantirika
    Shivakumar, Gnanapriya
    Desai, Krisha
    Cheang, Maggie
    Srinath, B. S.
    Diwakar, Ravi
    Apachu, Sandhya
    Kumar, Rekha
    Sridhar, T. S.
    RajaRajan, Savitha
    Kaluve, Rohini
    Alexander, Annie
    Sadanandam, Anguraj
    CANCER RESEARCH, 2021, 81 (04)
  • [27] Emodin inhibits breast cancer growth by modulating the phenotype of tumor-associated macrophages
    Iwanowycz, Stephen
    Wang, Junfeng
    Jia, Xuemei
    Fan, Daping
    JOURNAL OF IMMUNOLOGY, 2015, 194
  • [28] Tumor-Associated Neutrophils Can Predict Lymph Node Metastasis in Early Gastric Cancer
    Wang, Yaohui
    Zhai, Jing
    Zhang, Tiancheng
    Han, Shutang
    Zhang, Yifen
    Yao, Xuequan
    Shen, Lizong
    FRONTIERS IN ONCOLOGY, 2020, 10
  • [29] Fasting inhibits colorectal cancer growth by reducing M2 polarization of tumor-associated macrophages
    Sun, Pengfei
    Wang, Huihui
    He, Zhiyong
    Chen, Xiangyuan
    Wu, Qichao
    Chen, Wankun
    Sun, Zhirong
    Weng, Meilin
    Zhu, Minmin
    Ma, Duan
    Miao, Changhong
    ONCOTARGET, 2017, 8 (43) : 74649 - 74660
  • [30] The role of NADPH oxidase 2 on M2 tumor-associated macrophages differentiation in pancreatic cancer progression
    Chen, C. -J
    Hou, Y. -C
    Wang, H. -C
    Shieh, C. -C
    Shan, Y. -S
    EUROPEAN JOURNAL OF IMMUNOLOGY, 2016, 46 : 192 - 192