ArticleClinical and translational medicine2023
The molecular classification of cancer-associated fibroblasts on a pan-cancer single-cell transcriptional atlas.
Article in Clinical and translational medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 57 papers.
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Who cites it
57 citing papers in PubMed, 58 citations in OpenAlex.
- Intratumoral desmoplastic stroma in carcinoma brain metastases harbors stromal cells with a cancer-associated fibroblast (CAF)-like immunophenotype.Virchows Archiv : an international journal of pathology · 2026Article
- SDC1Gut · 2026Article
- Cancer-Associated Fibroblasts Promote Glucose Metabolic Reprogramming and Progression of Triple-Negative Breast Cancer via Exosomal circFAD104-Mediated Intercellular Communication.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Review
- Integrative single-cell and spatial transcriptomic analysis reveals that ATG13 enriched in cancer-associated fibroblasts is associated with the suppression of ferroptosis in colorectal cancer.Discover oncology · 2026Article
- BGN/MDK Axis in the Melanoma Tumor Microenvironment Strengthens Tumor Malignancy by Modulating Cancer Cells and Cancer-Associated Fibroblasts Crosstalk.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Cancer-associated fibroblasts are associated with CD8+ T cell depletion and poor prognosis in colorectal adenocarcinoma: a multi-omics and machine learning analysis.The journal of pathology. Clinical research · 2026Article
- Amelioration of colorectal cancer-associated fibroblasts in immunosuppressive microenvironment by ferroptosis-based nanotherapy.Nature communications · 2026Article
- Integrative single-cell and machine learning framework reveals prognostic fibroblast subtypes and constructs a fibroblast-related risk signature in lung adenocarcinoma.Scientific reports · 2026Article
- Prostate Cancer-Associated Fibroblasts: A Review on CAF Functions, Heterogeneity, Resistance Mechanisms, and Future in a Chip.International journal of molecular sciences · 2026Review
- Oncological Safety of High Hydrostatic Pressure Treatment: Effects on Cancer-Associated Fibroblast-like Transdifferentiation of Adipose Stromal Cells.Current issues in molecular biology · 2026Article
- Novel anti-tumor strategies: targeting the crosstalk between cancer stem cells and cancer-associated fibroblasts to resist drug resistance.Cancer drug resistance (Alhambra, Calif.) · 2026Review
- A Novel CAF-Related Signature for Precise Prediction of Clinical Outcomes and Immunotherapy Response for Breast Cancer Patients: Based on Multiomics Analyses and Experimental Validation.Mediators of inflammation · 2026Article
- Fibroblasts selectively modulate immune cell-derived cytokine effects on tumor cells in colorectal cancer.Frontiers in immunology · 2026Article
- Nanomedicine Targeting Cancer-Associated Fibroblasts in Prostate Cancer: From Biological Mechanisms to Integrated Theranostic Strategies.International journal of nanomedicine · 2026Review
- The Spatiotemporal Heterogeneity of Tumor-Associated Stromal Cells: Reprogramming Plasticity to Unlock Precision Cancer Immunotherapy.Cancer communications (London, England) · 2026Review
- Characterization of cancer-associated fibroblast populations that promote tertiary lymphoid structure formation in murine melanoma tumors.Frontiers in immunology · 2026Article
- Characterisation and impact of intratumoural stroma in melanoma and carcinoma brain metastases.The journal of pathology. Clinical research · 2026Article
- Endocrine therapy resistance of breast cancer: Important role of G protein-coupled estrogen receptor (GPER) and new therapeutic strategies.Genes & diseases · 2026Review
- The Role of Distinct Cancer-Associated Fibroblast Subtypes in Prostate Cancer Immunotherapy.International journal of biological sciences · 2026Review
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Authors and funding
29 authors at 7 institutions in 4 countries.
Funding
Abstract
backgroundCancer-associated fibroblasts (CAFs), integral to the tumour microenvironment, are pivotal in cancer progression, exhibiting either pro-tumourigenic or anti-tumourigenic functions. Their inherent phenotypic and functional diversity allows for the subdivision of CAFs into various subpopulations. While several classification systems have been suggested for different cancer types, a unified molecular classification of CAFs on a single-cell pan-cancer scale has yet to be established.
methodsWe employed a comprehensive single-cell transcriptomic atlas encompassing 12 solid tumour types. Our objective was to establish a novel molecular classification and to elucidate the evolutionary trajectories of CAFs. We investigated the functional profiles of each CAF subtype using Single-Cell Regulatory Network Inference and Clustering and single-cell gene set enrichment analysis. The clinical relevance of these subtypes was assessed through survival curve analysis. Concurrently, we employed multiplex immunofluorescence staining on tumour tissues to determine the dynamic changes of CAF subtypes across different tumour stages. Additionally, we identified the small molecule procyanidin C1 (PCC1) as a target for matrix-producing CAF (matCAF) using molecular docking techniques and further validated these findings through in vitro and in vivo experiments.
resultsIn our investigation of solid tumours, we identified four molecular clusters of CAFs: progenitor CAF (proCAF), inflammatory CAF (iCAF), myofibroblastic CAF (myCAF) and matCAF, each characterised by distinct molecular traits. This classification was consistently applicable across all nine studied solid tumour types. These CAF subtypes displayed unique evolutionary pathways, functional roles and clinical relevance in various solid tumours. Notably, the matCAF subtype was associated with poorer prognoses in several cancer types. The targeting of matCAF using the identified small molecule, PCC1, demonstrated promising antitumour activity.
conclusionsCollectively, the various subtypes of CAFs, particularly matCAF, are crucial in the initiation and progression of cancer. Focusing therapeutic strategies on targeting matCAF in solid tumours holds significant potential for cancer treatment.
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