Uncovering the immune microenvironmental atlas of breast cancer molecular subtypes based on single-cell transcriptomics
Breast cancer progression is closely linked to immune cells within the tumor microenvironment (TME), but the immune landscape differences across HER2-positive (HER2+), triple-negative (TNBC), and ER-positive (ER+) subtypes have yet to be systematically characterized. In this study, we characterized immune landscape differences across HER2-positive (HER2+), triple-negative (TNBC), and ER-positive (ER+) breast cancers using single-cell RNA sequencing data, focusing on T cells, macrophages, and B cells. Our analysis revealed that cytotoxic CD8 + T cells were more abundant in TNBC but showed signs of dysfunction. Macrophage subsets, including an NDUFB8 + population, exhibited divergent functional orientations across subtypes. B cells in TNBC exhibited functional alterations, characterized by a decreased proportion of plasmablasts and an increased proportion of memory B cells. Single-cell regulatory network inference and clustering (SCENIC) analysis predicted a set of subtype-specific candidate transcription factors (TFs), including E2F8 across all subtypes and ATF7 in HER2 + tumors, whose activity correlated with clinical outcomes. Finally, mapping multicellular communication networks revealed both conserved and subtype-specific signaling pathways. Together, these results present a detailed transcriptional landscape of immune heterogeneity in breast cancer and contribute novel insights that may inform the design of subtype-specific immunotherapies.
Authors
- Chunlong Zhang (ORCID: https://orcid.org/0000-0003-4782-5424)
- Li Wang (ORCID: https://orcid.org/0000-0002-1936-8513)
- Xia Li (ORCID: https://orcid.org/0000-0001-8556-5964)
- Menoudji Djetoyom Patrice (ORCID: https://orcid.org/0009-0002-8195-1993)
- Yangxinyue Zheng
- Zushun Chen
- Xingda Zhang
- Shihua Lin
Institutions
- Harbin Medical University (CN)
- Third Affiliated Hospital of Harbin Medical University (CN)
- Hainan Medical University (CN)
Publication Details
- Journal
- PLoS ONE
- Published
- 2026-11-06
- DOI
- https://doi.org/10.1371/journal.pone.0361987
- Primary Topic
- Single-cell and spatial transcriptomics
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Key Research and Development Program of Heilongjiang
- National Natural Science Foundation of China