Analysis of Tumor Microenvironment Heterogeneity among Breast Cancer Subtypes to Identify Subtype-Specific Signatures
被引:6
|
作者:
Li, Ji
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机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150086, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150086, Peoples R China
Li, Ji
[1
]
Wu, Jiashuo
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机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150086, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150086, Peoples R China
Wu, Jiashuo
[1
]
Han, Junwei
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机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150086, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150086, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150086, Peoples R China
Han, Junwei
[1
,2
]
机构:
[1] Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150086, Peoples R China
[2] Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150086, Peoples R China
breast cancer subtypes;
tumor microenvironment;
immune hot and cold tumors;
prognostic biomarkers;
subtype-specific treatment approaches;
IMMUNE CELLS;
EXPRESSION;
MUTATIONS;
LANDSCAPE;
STROMA;
D O I:
10.3390/genes14010044
中图分类号:
Q3 [遗传学];
学科分类号:
071007 ;
090102 ;
摘要:
Breast cancer is one of the most frequent malignancies in women worldwide. According to 50-gene signature, Prediction Analysis of Microarray 50 (PAM50), breast cancer can be categorized into five molecular subtypes, and these subtypes are highly heterogeneous in different molecular characteristics. However, the landscape of their tumor microenvironment (TME) heterogeneity has not been fully researched. Using the multi-omics dataset of breast cancer from the METABRIC cohort (n = 1699), we conducted extensive analyses of TME-related features to investigate TME heterogeneity in each breast cancer subtype. We then developed a cell-based subtype set enrichment analysis to identify the subtype-specific TME cells, and further evaluate their prognostic effects. Our results illustrate that different breast cancer subtypes exhibit different TME patterns. Basal-like and HER2-enriched subtypes are associated with high immune scores, expression of most immune regulatory targets, and immune cell infiltration, suggesting that these subtypes could be defined as "immune hot" tumors and suitable for immune checkpoint blockade (ICB) therapy. In contrast, Luminal A and Luminal B subtypes are associated with low immune scores and immune cell infiltration, suggesting that these subtypes could be defined as "immune cold" tumors. Additionally, the Normal-like subtype has relatively high levels of both immune and stromal features, which indicates that the Normal-like subtype may be suitable for more diverse treatment strategies. Our study reveals the breast cancer tumor microenvironment heterogeneity across subtypes. The comprehensive analysis of breast cancer TME-related characteristics may help us to adopt a tailored treatment strategy for different subtypes of patients.
机构:
Sichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R China
Sichuan Univ, West China Hosp, Orthoped Res Inst, Lab Stem Cell & Tissue Engn,State Key Lab Biothera, Chengdu, Peoples R ChinaSichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R China
Tan, Qiuwen
Xu, Li
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机构:
Sichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R ChinaSichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R China
Xu, Li
Zhang, Junhui
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h-index: 0
机构:
Sichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R China
Sichuan Univ, West China Hosp 4, Gastrointestinal Surg & Hernia Surg & Thyroid & Br, Chengdu, Peoples R ChinaSichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R China
Zhang, Junhui
Ning, Liangju
论文数: 0引用数: 0
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机构:
Sichuan Univ, West China Hosp, Orthoped Res Inst, Lab Stem Cell & Tissue Engn,State Key Lab Biothera, Chengdu, Peoples R ChinaSichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R China
Ning, Liangju
Jiang, Yanling
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, West China Hosp, Orthoped Res Inst, Lab Stem Cell & Tissue Engn,State Key Lab Biothera, Chengdu, Peoples R ChinaSichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R China
Jiang, Yanling
He, Tao
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机构:
Sichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R ChinaSichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R China
He, Tao
Luo, Jingcong
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h-index: 0
机构:
Sichuan Univ, West China Hosp, Orthoped Res Inst, Lab Stem Cell & Tissue Engn,State Key Lab Biothera, Chengdu, Peoples R ChinaSichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R China
Luo, Jingcong
Chen, Jie
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R ChinaSichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R China
Chen, Jie
Lv, Qing
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R China
Sichuan Univ, West China Hosp, 37 Guoxue St, Chengdu 610041, Peoples R ChinaSichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R China
Lv, Qing
Yang, Xiaoqin
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R China
Sichuan Univ, West China Hosp, 37 Guoxue St, Chengdu 610041, Peoples R ChinaSichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R China
Yang, Xiaoqin
Xie, Huiqi
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, West China Hosp, Orthoped Res Inst, Lab Stem Cell & Tissue Engn,State Key Lab Biothera, Chengdu, Peoples R China
Sichuan Univ, West China Hosp, 37 Guoxue St, Chengdu 610041, Peoples R ChinaSichuan Univ, West China Hosp, Dept Breast Surg, Chengdu, Peoples R China
机构:
Binzhou Med Univ, Yantaishan Hosp, Dept Breast Surg, Yantai 264003, Peoples R ChinaBinzhou Med Univ, Yantaishan Hosp, Dept Breast Surg, Yantai 264003, Peoples R China
Ni, Gaofeng
Sun, Yuwei
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机构:
Shandong Univ Tradit Chinese Med, Clin Med Coll 1, Jinan 250014, Peoples R ChinaBinzhou Med Univ, Yantaishan Hosp, Dept Breast Surg, Yantai 264003, Peoples R China
Sun, Yuwei
Jia, Hongling
论文数: 0引用数: 0
h-index: 0
机构:
Shandong Univ Tradit Chinese Med, Clin Med Coll 1, Jinan 250014, Peoples R ChinaBinzhou Med Univ, Yantaishan Hosp, Dept Breast Surg, Yantai 264003, Peoples R China
Jia, Hongling
Xiahou, Zhikai
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Sport Univ, China Inst Sport & Hlth Sci, Beijing 100084, Peoples R ChinaBinzhou Med Univ, Yantaishan Hosp, Dept Breast Surg, Yantai 264003, Peoples R China
Xiahou, Zhikai
Li, Yumeng
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机构:
Shandong Univ Tradit Chinese Med, Clin Med Coll 1, Jinan 250014, Peoples R ChinaBinzhou Med Univ, Yantaishan Hosp, Dept Breast Surg, Yantai 264003, Peoples R China
Li, Yumeng
Zhao, Fu
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机构:
Shandong Univ Tradit Chinese Med, Clin Med Coll 1, Jinan 250014, Peoples R ChinaBinzhou Med Univ, Yantaishan Hosp, Dept Breast Surg, Yantai 264003, Peoples R China
Zhao, Fu
Zang, Hongyan
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机构:
Binzhou Med Univ, Yantaishan Hosp, Dept Breast Surg, Yantai 264003, Peoples R ChinaBinzhou Med Univ, Yantaishan Hosp, Dept Breast Surg, Yantai 264003, Peoples R China
机构:
Catholic Univ Korea, Coll Med, Seoul St Marys Hosp, Dept Surg, Seoul, South Korea
Catholic Univ Korea, Canc Res Inst, 222 Banpo Daero, Seoul 06591, South KoreaCatholic Univ Korea, Coll Med, Seoul St Marys Hosp, Dept Surg, Seoul, South Korea
Song, Byung Joo
Chae, Byung Joo
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机构:
Catholic Univ Korea, Coll Med, Seoul St Marys Hosp, Dept Surg, Seoul, South Korea
Catholic Univ Korea, Canc Res Inst, 222 Banpo Daero, Seoul 06591, South KoreaCatholic Univ Korea, Coll Med, Seoul St Marys Hosp, Dept Surg, Seoul, South Korea