ArticleCancer immunology, immunotherapy : CII2023
Single-cell and spatial transcriptome analyses revealed cell heterogeneity and immune environment alternations in metastatic axillary lymph nodes in breast cancer.
Article in Cancer immunology, immunotherapy : CII, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.
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Who cites it
24 citing papers in PubMed, 28 citations in OpenAlex.
- Single-cell dissection of pleural and systemic immunity uncovers pathogen-specific immune reprogramming in tuberculosis versus lung adenocarcinoma.Inflammation research : official journal of the European Histamine Research Society ... [et al.] · 2026Article
- The evolving role of the immune microenvironment of tumor draining lymph nodes in the development of biomarkers of non-small cell lung cancer.Frontiers in oncology · 2026Review
- Single cell mapping of B and T cell dynamics in breast cancer lymph node metastasis.Frontiers in bioinformatics · 2026Article
- Minimal Residual Disease in Breast Cancer: Tumour Microenvironment Interactions, Detection Methods and Therapeutic Approaches.International journal of molecular sciences · 2025Review
- Decoding breast cancer: insights into molecular pathways & therapeutic approaches.Discover oncology · 2025Review
- Spatial Transcriptomics Decodes Breast Cancer Microenvironment Heterogeneity: From Multidimensional Dynamic Profiling to Precision Therapy Blueprint Construction.Biomolecules · 2025Review
- Unlocking the crucial role of cancer-associated fibroblasts in tumor metastasis: Mechanisms and therapeutic prospects.Journal of advanced research · 2025Review
- Distant Metastases of Breast Cancer Resemble Primary Tumors in Cancer Cell Composition but Differ in Immune Cell Phenotypes.Cancer research · 2025Article
- Comparative analysis of PD-L1 expression and tumor-infiltrating lymphocytes between primary breast cancer and matched metastatic lesions: implications for immunotherapy.Central-European journal of immunology · 2025Article
- Clinical application of PBMCs in breast cancer: detection, treatment evaluation and prognosis.Frontiers in cell and developmental biology · 2025Review
- Analysis of single-cell and spatial transcriptomics in TNBC cell-cell interactions.Frontiers in immunology · 2025Review
- Single-cell and spatial transcriptomics integration: new frontiers in tumor microenvironment and cellular communication.Frontiers in immunology · 2025Review
- Single-cell transcriptomes of dissecting the intra-tumoral heterogeneity of breast cancer microenvironment.Journal of cancer research and clinical oncology · 2024Article
- Article
- Next-generation spatial transcriptomics: unleashing the power to gear up translational oncology.MedComm · 2024Review
- Integration of single-cell and bulk RNA sequencing revealed immune heterogeneity and its association with disease activity in rheumatoid arthritis patients.Immunologic research · 2024Article
- Single-cell landscape of intratumoral heterogeneity and tumor microenvironment remolding in pre-nodal metastases of breast cancer.Journal of translational medicine · 2024Article
- Spatial transcriptomics in cancer research and potential clinical impact: a narrative review.Journal of cancer research and clinical oncology · 2024Review
- Fibroblast heterogeneity and functions: insights from single-cell sequencing in wound healing, breast cancer, ovarian cancer and melanoma.Frontiers in genetics · 2024Review
- Spatial transcriptomics: a new frontier in accurate localization of breast cancer diagnosis and treatment.Frontiers in immunology · 2024Review
Corrections and comments
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Authors and funding
15 authors at 4 institutions in 4 countries.
Funding
Abstract
backgroundTumor heterogeneity plays essential roles in developing cancer therapies, including therapies for breast cancer (BC). In addition, it is also very important to understand the relationships between tumor microenvironments and the systematic immune environment.
methodsHere, we performed single-cell, VDJ sequencing and spatial transcriptome analyses on tumor and adjacent normal tissue as well as axillar lymph nodes (LNs) and peripheral blood mononuclear cells (PBMCs) from 8 BC patients.
resultsWe found that myeloid cells exhibited environment-dependent plasticity, where a group of macrophages with both M1 and M2 signatures possessed high tumor specificity spatially and was associated with worse patient survival. Cytotoxic T cells in tumor sites evolved in a separate path from those in the circulatory system. T cell receptor (TCR) repertoires in metastatic LNs showed significant higher consistency with TCRs in tumor than those in nonmetastatic LNs and PBMCs, suggesting the existence of common neo-antigens across metastatic LNs and primary tumor cites. In addition, the immune environment in metastatic LNs had transformed into a tumor-like status, where pro-inflammatory macrophages and exhausted T cells were upregulated, accompanied by a decrease in B cells and neutrophils. Finally, cell interactions showed that cancer-associated fibroblasts (CAFs) contributed most to shaping the immune-suppressive microenvironment, while CD8
conclusionsThis study revealed the cell structures of both micro- and macroenvironments, revealed how different cells diverged in related contexts as well as their prognostic capacities, and displayed a landscape of cell interactions with spatial information.
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