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Cañizo CG, Guerrero-Ramos F, Perez Escavy M, Lodewijk I, Suárez-Cabrera C, Morales L, Nunes SP, Munera-Maravilla E, Rubio C, Sánchez R, Rodriguez-Izquierdo M, Martínez de Villarreal J, Real FX, Castellano D, Martín-Arriscado C, Lora Pablos D, Rodríguez Antolín A, Dueñas M, Paramio JM, Martínez VG. Characterisation of the tumour microenvironment and PD-L1 granularity reveals the prognostic value of cancer-associated myofibroblasts in non-invasive bladder cancer. Oncoimmunology 2025; 14:2438291. [PMID: 39698899 DOI: 10.1080/2162402x.2024.2438291] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Revised: 10/29/2024] [Accepted: 11/29/2024] [Indexed: 12/20/2024] Open
Abstract
High-risk non-muscle-invasive bladder cancer (NMIBC) presents high recurrence and progression rates. Despite the use of Bacillus Calmette-Guérin gold-standard immunotherapy and the recent irruption of anti-PD-1/PD-L1 drugs, we are missing a comprehensive understanding of the tumor microenvironment (TME) that may help us find biomarkers associated to treatment outcome. Here, we prospectively analyzed TME composition and PD-L1 expression of tumor and non-tumoral tissue biopsies from 73 NMIBC patients and used scRNA-seq, transcriptomic cohorts and tissue micro-array to validate the prognostic value of cell types of interest. Compared to non-tumoral tissue, NMIBC presented microvascular alterations, increased cancer-associated fibroblast (CAF) and myofibroblast (myoCAF) presence, and varied immune cell distribution, such as increased macrophage infiltration. Heterogeneous PD-L1 expression was observed across subsets, with macrophages showing the highest expression levels, but cancer cells as the primary potential anti-PD-L1 binding targets. Unbiased analysis revealed that myoCAF and M2-like macrophages are specifically enriched in high-grade NMIBC tumors. The topological distribution of these two cell types changed as NMIBC progresses, as shown by immunofluorescence. Only myoCAFs were associated with higher rates of progression and recurrence in three independent cohorts (888 total patients), reaching prediction values comparable to transcriptomic classes, which we further validated using tissue micro-array. Our study provides a roadmap to establish the landscape of the NMIBC TME, highlighting myoCAFs as potential prognostic markers.
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Affiliation(s)
- Carmen G Cañizo
- Urology Department, University Hospital '12 de Octubre', Madrid, Spain
| | | | - Mercedes Perez Escavy
- Molecular and Translational Oncology Division, Biomedical Innovation Unit, CIEMAT, Madrid, Spain
- Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Madrid, Spain
- Institute of Biomedical Research, University Hospital '12 de Octubre', Madrid, Spain
| | - Iris Lodewijk
- Molecular and Translational Oncology Division, Biomedical Innovation Unit, CIEMAT, Madrid, Spain
- Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Madrid, Spain
- Institute of Biomedical Research, University Hospital '12 de Octubre', Madrid, Spain
| | - Cristian Suárez-Cabrera
- Molecular and Translational Oncology Division, Biomedical Innovation Unit, CIEMAT, Madrid, Spain
- Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Madrid, Spain
- Institute of Biomedical Research, University Hospital '12 de Octubre', Madrid, Spain
| | - Lucía Morales
- Molecular and Translational Oncology Division, Biomedical Innovation Unit, CIEMAT, Madrid, Spain
- Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Madrid, Spain
- Institute of Biomedical Research, University Hospital '12 de Octubre', Madrid, Spain
| | - Sandra P Nunes
- Molecular and Translational Oncology Division, Biomedical Innovation Unit, CIEMAT, Madrid, Spain
- Institute of Biomedical Research, University Hospital '12 de Octubre', Madrid, Spain
- Cancer Biology and Epigenetics Group, Research Center of IPO Porto (CI-IPOP)/CI-IPOP@RISE (Health Research Network) Porto Comprehensive Cancer Center Raquel Seruca (Porto.CCC), Porto, Portugal
| | - Ester Munera-Maravilla
- Molecular and Translational Oncology Division, Biomedical Innovation Unit, CIEMAT, Madrid, Spain
- Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Madrid, Spain
- Institute of Biomedical Research, University Hospital '12 de Octubre', Madrid, Spain
| | - Carolina Rubio
- Molecular and Translational Oncology Division, Biomedical Innovation Unit, CIEMAT, Madrid, Spain
- Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Madrid, Spain
- Institute of Biomedical Research, University Hospital '12 de Octubre', Madrid, Spain
| | - Rebeca Sánchez
- Cell Technology Division, Biomedical Innovation Unit, CIEMAT, Madrid, Spain
- Centro de Investigación Biomédica en Red Enfermedades Raras (CIBERER), Madrid, Spain
| | | | - Jaime Martínez de Villarreal
- Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Madrid, Spain
- Epithelial Carcinogenesis Group, Spanish National Cancer Centre-CNIO, Madrid, Spain
| | - Francisco X Real
- Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Madrid, Spain
- Epithelial Carcinogenesis Group, Spanish National Cancer Centre-CNIO, Madrid, Spain
- Departament de Medicina i Ciències de la Vida, Universitat Pompeu Fabra, Barcelona, Spain
| | - Daniel Castellano
- Oncology Department, University Hospital '12 de Octubre', Madrid, Spain
| | | | - David Lora Pablos
- Scientific Support Unit, Research Institute I+12, University Hospital 12 de Octubre, Madrid, Spain
| | | | - Marta Dueñas
- Molecular and Translational Oncology Division, Biomedical Innovation Unit, CIEMAT, Madrid, Spain
- Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Madrid, Spain
- Institute of Biomedical Research, University Hospital '12 de Octubre', Madrid, Spain
| | - Jesús M Paramio
- Molecular and Translational Oncology Division, Biomedical Innovation Unit, CIEMAT, Madrid, Spain
- Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Madrid, Spain
- Institute of Biomedical Research, University Hospital '12 de Octubre', Madrid, Spain
| | - Victor G Martínez
- Molecular and Translational Oncology Division, Biomedical Innovation Unit, CIEMAT, Madrid, Spain
- Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Madrid, Spain
- Institute of Biomedical Research, University Hospital '12 de Octubre', Madrid, Spain
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A Systematic Review of Clinical Validated and Potential miRNA Markers Related to the Efficacy of Fluoropyrimidine Drugs. DISEASE MARKERS 2022; 2022:1360954. [PMID: 36051356 PMCID: PMC9427288 DOI: 10.1155/2022/1360954] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Revised: 07/15/2022] [Accepted: 07/29/2022] [Indexed: 12/24/2022]
Abstract
Colorectal cancer (CRC) is becoming increasingly prevalent worldwide. Fluoropyrimidine drugs are the primary chemotherapy regimens in routine clinical practice of CRC. However, the survival rate of patients on fluoropyrimidine-based chemotherapy varies significantly among individuals. Biomarkers of fluoropyrimidine drugs'' efficacy are needed to implement personalized medicine. This review summarized fluoropyrimidine drug-related microRNA (miRNA) by affecting metabolic enzymes or showing the relevance of drug efficacy. We first outlined 42 miRNAs that may affect the metabolism of fluoropyrimidine drugs. Subsequently, we filtered another 41 miRNAs related to the efficacy of fluoropyrimidine drugs based on clinical trials. Bioinformatics analysis showed that most well-established miRNA biomarkers were significantly enriched in the cancer pathways instead of the fluoropyrimidine drug metabolism pathways. The result also suggests that the miRNAs screened from metastasis patients have a more critical role in cancer development than those from non-metastasis patients. There are five miRNAs shared between these two lists. The miR-21, miR-215, and miR-218 can suppress fluoropyrimidine drugs'' catabolism. The miR-326 and miR-328 can reduce the efflux of fluoropyrimidine drugs. These five miRNAs could jointly act by increasing intracellular levels of fluoropyrimidine drugs'' cytotoxic metabolites, leading to better chemotherapy responses. In conclusion, we demonstrated that the dynamic changes in the transcriptional regulation via miRNAs might play significant roles in the efficacy and toxicity of the fluoropyrimidine drug. The reported miRNA biomarkers would help evaluate the efficacy of fluoropyrimidine drug-based chemotherapy and improve the prognosis of colorectal cancer patients.
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