Integrating spatial and single-cell transcriptomes reveals the role of COL1A2(+) MMP1(+/-) cancer-associated fibroblasts in ER-positive breast cancer
Cancer-associated fibroblasts (CAFs) are highly heterogeneous cells and important components of the breast tumor microenvironment (TME). However, their role and clinical value in ER-positive breast cancer have not been fully clarified. Our study aims to comprehensively characterize the heterogeneity, potential biological functions, and molecular mechanisms of CAFs in ER-positive breast cancer within the tumor microenvironment using multi-omics data, to provide new strategies for the diagnosis and treatment of ER-positive breast cancer patients. In this study, we found that COL1A2(+) MMP1(+) and COL1A2(+) MMP1(-) CAFs were associated with unfavorable prognosis. The dynamic evolution and cell-cell communications of CAFs were analyzed, revealing that COL1A2(+) MMP1(+/-) CAFs show extensive crosstalk with tumor-associated macrophages (TAMs), contributing to an immunosuppressive TME. Moreover, the somatic mutation of TP53 may be a potential indicator for evaluating the infiltration of COL1A2(+) MMP1(+/-) CAFs. Finally, an MRI-based radiomic model was constructed to estimate the abundance of these CAFs. In conclusion, our findings provide a theoretical basis for targeting CAFs and offer a noninvasive approach to evaluate the infiltration level of COL1A2(+) MMP1(+/-) CAFs.
Authors
- Yao Tian (ORCID: https://orcid.org/0000-0003-4680-6889)
- Guixin Wang (ORCID: https://orcid.org/0000-0002-4850-9207)
- Yingxi Li (ORCID: https://orcid.org/0000-0002-3848-1992)
- Zhihao Yu (ORCID: https://orcid.org/0000-0002-6538-5007)
- Xuchen Cao (ORCID: https://orcid.org/0000-0003-3216-6673)
- Xuejun Wang (ORCID: https://orcid.org/0000-0001-9267-1343)
- Yue Yu (ORCID: https://orcid.org/0000-0003-2053-9866)
- Shuo Wang (ORCID: https://orcid.org/0000-0002-7443-7999)
- Zhaohui Chen (ORCID: https://orcid.org/0000-0003-0688-9798)
- Haonan Xu (ORCID: https://orcid.org/0000-0001-8873-0320)
- Long He (ORCID: https://orcid.org/0000-0002-2814-6541)
- Wenbin Song
Institutions
- Tianjin Medical University General Hospital (CN)
- Tianjin Medical University Cancer Institute and Hospital (CN)
- Jiangmen Central Hospital (CN)
- Tianjin Medical University (CN)
Publication Details
- Journal
- Cancer Cell International
- Published
- 2025-03-07
- DOI
- https://doi.org/10.1186/s12935-025-03705-1
- Citations
- 3
- Primary Topic
- Cancer Cells and Metastasis
- Type
- article
- Field-Weighted Citation Impact
- 3.14
Funders
- National Natural Science Foundation of China
- Tianjin Science and Technology Committee