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Warrick J. Molecular Subtypes of Bladder Cancer: Component Signatures and Potential Value in Clinical Decision-making. Adv Anat Pathol 2024; 31:178-187. [PMID: 38231156 DOI: 10.1097/pap.0000000000000430] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2024]
Abstract
Bladder cancer may be classified into "molecular subtypes" based on gene expression. These are associated with treatment response and patient outcomes. The gene expression signatures that define these subtypes are diverse, including signatures of epithelial differentiation, stromal involvement, cell cycle activity, and immune cell infiltration. Multiple different systems are described. While earlier studies considered molecular subtypes to be intrinsic properties of cancer, recent data have shown molecular subtypes change as tumors progress and evolve, and often differ between histologically distinct regions of a tumor. The data also indicate that some signatures that define molecular subtypes may be treated as independent continuous variables, rather than categorical subtypes, and these individual signatures may be more clinically informative. This review describes molecular subtypes of urothelial carcinoma, including histologic subtypes and tumors with divergent differentiation, and explores potential future uses in patient management.
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Affiliation(s)
- Joshua Warrick
- Departments of Pathology and Urology, Penn State College of Medicine, Hershey, PA
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Griffin RL, Shuman L, Yamashita H, Wu Q, Chen G, Brown RM, Vander Griend D, DeGraff DJ, Warrick JI. The transcription factor sex-determining region Y-box 2 (SOX2) in bladder cancer. Am J Clin Exp Urol 2024; 12:88-99. [PMID: 38736621 PMCID: PMC11087210 DOI: 10.62347/meqo6014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Accepted: 04/11/2024] [Indexed: 05/14/2024]
Abstract
Sex-determining region Y-box 2 (SOX2) is a transcription factor with a central role in embryologic development. SOX2 is also an oncogene in several cancer types. Prior work by our group has shown SOX2 activity associates with cell cycle dysregulation in early-stage bladder cancer. The present study was thus undertaken to broadly investigate SOX2 in bladder cancer, with emphasis on associations with tumor stage, clinical outcomes, and tumorigenicity. Gene expression was quantified by immunohistochemistry in an established tissue microarray (n=303 cystectomy specimens, all stages) and whole tissue sections of noninvasive papillary urothelial carcinoma (n=25). Gene expression by RNA sequencing was evaluated in non-muscle invasive and muscle-invasive cohorts from publicly available repositories. By immunohistochemistry, SOX2 was expressed in 40% of whole tissue sections of noninvasive papillary carcinoma, which correlated with SOX2 expression by RNA sequencing (r=0.6, P=0.001, Spearman correlation). Expression tended to be focal (median H-score =6). SOX2 was expressed in only 9% of TMA cases, consistent with focal expression. SOX2 expression was substantially higher in muscle-invasive compared with noninvasive papillary urothelial carcinoma by RNA sequencing (P<0.001, Wilcoxon rank sum test). SOX2 expression associated with stage progression in lamina-propria invasive cancers (hazard ratio =2, P=0.05, Cox model, binary, RNA sequencing) but not noninvasive papillary cancers (P=0.5, Cox model, binary, RNA sequencing). SOX2 expression did not associate with overall survival in muscle-invasive carcinoma. Activity of SOX2 in bladder cancer was tested in vivo using murine allografts created with MB49 cells that express human SOX2 (MB49-SOX). MB49-SOX allografts expressed this protein focally by immunohistochemistry, much like human tumors. Compared with controls, MB49 allografts demonstrated larger tumor size (P=0.03, Wilcoxon rank sum test) and higher tumor burden in mesenteric metastases (P=0.009, Wilcoxon rank sum test). Though SOX2 expression is focal within tumors, it may drive tumorigenesis, increase growth rate, and promote aggressive features of bladder cancer, particularly stage progression of early-stage disease.
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Affiliation(s)
- Rachel L Griffin
- Department of Comparative Medicine, Penn State College of MedicineHershey, PA, USA
| | - Lauren Shuman
- Department of Urology, Penn State College of MedicineHershey, PA, USA
| | | | - Qingqing Wu
- Department of Pathology, Penn State College of MedicineHershey, PA, USA
| | - Guoli Chen
- Department of Pathology, Penn State College of MedicineHershey, PA, USA
| | - Ryan M Brown
- Department of Pathology, University of Illinois at ChicagoChicago, IL, USA
| | - Don Vander Griend
- Department of Pathology, University of Illinois at ChicagoChicago, IL, USA
| | - David J DeGraff
- Department of Urology, Penn State College of MedicineHershey, PA, USA
- Department of Pathology, Penn State College of MedicineHershey, PA, USA
| | - Joshua I Warrick
- Department of Urology, Penn State College of MedicineHershey, PA, USA
- Department of Pathology, Penn State College of MedicineHershey, PA, USA
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Warrick JI, Al-Ahmadie H, Berman DM, Black PC, Flaig TW, Höglund M, Bubendorf L, van der Kwast TH, Cheng L. International Society of Urological Pathology Consensus Conference on Current Issues in Bladder Cancer. Working Group 4: Molecular Subtypes of Bladder Cancer-Principles of Classification and Emerging Clinical Utility. Am J Surg Pathol 2024; 48:e32-e42. [PMID: 37199442 DOI: 10.1097/pas.0000000000002053] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
Molecular subtyping has been a major focus of bladder cancer research over the past decade. Despite many promising associations with clinical outcomes and treatment response, its clinical impact has yet to be defined. As part of the 2022 International Society of Urological Pathology Conference on Bladder Cancer, we reviewed the current state of the science for bladder cancer molecular subtyping. Our review included several different subtyping systems. We derived the following 7 principles, which summarize progress and challenges of molecular subtyping: (1) bladder cancer has 3 major molecular subtypes: luminal, basal-squamous, and neuroendocrine; (2) signatures of the tumor microenvironment differ greatly among bladder cancers, particularly among luminal tumors; (3) luminal bladder cancers are biologically diverse, and much of this diversity results from differences in features unrelated to the tumor microenvironment, such as FGFR3 signaling and RB1 inactivation; (4) molecular subtype of bladder cancer associates with tumor stage and histomorphology; (5) many subtyping systems include idiosyncrasies, such as subtypes recognized by no other system; (6) there are broad fuzzy borders between molecular subtypes, and cases that fall on these fuzzy borders are often classified differently by different subtyping systems; and (7) when there are histomorphologically distinct regions within a single tumor, the molecular subtypes of these regions are often discordant. We reviewed several use cases for molecular subtyping, highlighting their promise as clinical biomarkers. Finally, we conclude that data are currently insufficient to support the routine use of molecular subtyping to guide bladder cancer management, an opinion shared with the majority of conference attendees. We also conclude that molecular subtype should not be considered an "intrinsic" property of a tumor but should instead be considered the result of a specific laboratory test, performed using a specific testing platform and classification algorithm, validated for a specific clinical application.
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Affiliation(s)
- Joshua I Warrick
- Penn State College of Medicine, Departments of Pathology and Urology, Hershey, PA
| | - Hikmat Al-Ahmadie
- Memorial Sloan Kettering Cancer Center, Department of Pathology, New York, NY
| | - David M Berman
- Department of Pathology and Molecular Medicine, Queen's University, Kingston
| | - Peter C Black
- Department of Urologic Sciences, Univeristy of British Columbia, Vancouver, British Columbia, Canada
| | - Thomas W Flaig
- Department of Medicine-Medical Oncology, University of Colorado School of Medicine, Aurora, CO
| | - Mattias Höglund
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Lukas Bubendorf
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | | | - Liang Cheng
- Department of Pathology and Laboratory Medicine, Brown University Warren Alpert Medical School; Lifespan Academic Medical Center, and the Legorreta Cancer Center at Brown University, Providence, RI
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Ramal M, Corral S, Kalisz M, Lapi E, Real FX. The urothelial gene regulatory network: understanding biology to improve bladder cancer management. Oncogene 2024; 43:1-21. [PMID: 37996699 DOI: 10.1038/s41388-023-02876-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Revised: 10/13/2023] [Accepted: 10/18/2023] [Indexed: 11/25/2023]
Abstract
The urothelium is a stratified epithelium composed of basal cells, one or more layers of intermediate cells, and an upper layer of differentiated umbrella cells. Most bladder cancers (BLCA) are urothelial carcinomas. Loss of urothelial lineage fidelity results in altered differentiation, highlighted by the taxonomic classification into basal and luminal tumors. There is a need to better understand the urothelial transcriptional networks. To systematically identify transcription factors (TFs) relevant for urothelial identity, we defined highly expressed TFs in normal human bladder using RNA-Seq data and inferred their genomic binding using ATAC-Seq data. To focus on epithelial TFs, we analyzed RNA-Seq data from patient-derived organoids recapitulating features of basal/luminal tumors. We classified TFs as "luminal-enriched", "basal-enriched" or "common" according to expression in organoids. We validated our classification by differential gene expression analysis in Luminal Papillary vs. Basal/Squamous tumors. Genomic analyses revealed well-known TFs associated with luminal (e.g., PPARG, GATA3, FOXA1) and basal (e.g., TP63, TFAP2) phenotypes and novel candidates to play a role in urothelial differentiation or BLCA (e.g., MECOM, TBX3). We also identified TF families (e.g., KLFs, AP1, circadian clock, sex hormone receptors) for which there is suggestive evidence of their involvement in urothelial differentiation and/or BLCA. Genomic alterations in these TFs are associated with BLCA. We uncover a TF network involved in urothelial cell identity and BLCA. We identify novel candidate TFs involved in differentiation and cancer that provide opportunities for a better understanding of the underlying biology and therapeutic intervention.
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Affiliation(s)
- Maria Ramal
- Epithelial Carcinogenesis Group, Molecular Oncology Programme, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
| | - Sonia Corral
- Epithelial Carcinogenesis Group, Molecular Oncology Programme, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
| | - Mark Kalisz
- Epithelial Carcinogenesis Group, Molecular Oncology Programme, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
- CIBERONC, Madrid, Spain
| | - Eleonora Lapi
- Epithelial Carcinogenesis Group, Molecular Oncology Programme, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
- CIBERONC, Madrid, Spain
| | - Francisco X Real
- Epithelial Carcinogenesis Group, Molecular Oncology Programme, Spanish National Cancer Research Centre (CNIO), Madrid, Spain.
- CIBERONC, Madrid, Spain.
- Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain.
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Shuman L, Pham J, Wildermuth T, Wu XR, Walter V, Warrick JI, DeGraff DJ. Urothelium-Specific Expression of Mutationally Activated Pik3ca Initiates Early Lesions of Noninvasive Bladder Cancer. Am J Pathol 2023; 193:2133-2143. [PMID: 37544503 DOI: 10.1016/j.ajpath.2023.07.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Revised: 06/27/2023] [Accepted: 07/12/2023] [Indexed: 08/08/2023]
Abstract
Although approximately 70% of bladder cancers are noninvasive and have high recurrence rates, early-stage disease is understudied. The lack of models to validate the contribution of molecular drivers of bladder tumorigenesis is a significant issue. Although mutations in PIK3CA are frequent in human bladder cancer, an in vivo model for understanding their contribution to bladder tumorigenesis is unavailable. Therefore, a Upk2-Cre/Pik3caH1047R mouse model expressing one or two R26-Pik3caH1047R alleles in a urothelium-specific manner was generated. Pik3caH1047R functionality was confirmed by quantifying Akt phosphorylation, and mice were characterized by assessing urothelial thickness, nuclear atypia, and expression of luminal and basal markers at 6 and 12 months of age. While at 6 months, Pik3caH1047R mice developed increased urothelial thickness and nuclear atypia, progressive disease was not observed at 12 months. Immunohistochemistry showed urothelium maintained luminal differentiation characterized by high forkhead box A1 (Foxa1) and peroxisome proliferator-activated receptor γ expression. Surprisingly, Pik3caH1047R mice subjected to low-dose carcinogen exposure [N-butyl-N-(4-hydroxybutyl)nitrosamine] exhibited no significant differences after exposure relative to mice without exposure. Furthermore, single-sample gene set enrichment analysis of invasive human tumors showed those with mutant PIK3CA did not exhibit significantly increased phosphatidylinositol 3-kinase/AKT pathway activity compared with wild-type PIK3CA tumors. Overall, these data suggest that Pik3caH1047R can elicit early tumorigenic changes in the urothelium, but progression to invasion may require additional genetic alterations.
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Affiliation(s)
- Lauren Shuman
- Department of Pathology and Laboratory Medicine, Pennsylvania State University College of Medicine, Hershey, Pennsylvania; Department of Urology, Pennsylvania State University College of Medicine, Hershey, Pennsylvania
| | - Jonathan Pham
- Department of Pathology and Laboratory Medicine, Pennsylvania State University College of Medicine, Hershey, Pennsylvania
| | - Thomas Wildermuth
- Department of Pathology and Laboratory Medicine, Pennsylvania State University College of Medicine, Hershey, Pennsylvania
| | - Xue-Ru Wu
- Department of Urology, New York University School of Medicine, New York, New York; Department of Pathology, New York University School of Medicine, New York, New York; Veterans Affairs New York Harbor Healthcare System, Manhattan Campus, New York, New York
| | - Vonn Walter
- Division of Biostatistics and Bioinformatics, Department of Public Health Sciences, Pennsylvania State University College of Medicine, Hershey, Pennsylvania; Department of Biochemistry and Molecular Biology, Pennsylvania State University College of Medicine, Hershey, Pennsylvania
| | - Joshua I Warrick
- Department of Pathology and Laboratory Medicine, Pennsylvania State University College of Medicine, Hershey, Pennsylvania; Department of Urology, Pennsylvania State University College of Medicine, Hershey, Pennsylvania
| | - David J DeGraff
- Department of Pathology and Laboratory Medicine, Pennsylvania State University College of Medicine, Hershey, Pennsylvania; Department of Urology, Pennsylvania State University College of Medicine, Hershey, Pennsylvania; Department of Biochemistry and Molecular Biology, Pennsylvania State University College of Medicine, Hershey, Pennsylvania.
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Ferraz RS, Cavalcante JVF, Magalhães L, Ribeiro‐dos‐Santos Â, Dalmolin RJS. Revealing metastatic castration-resistant prostate cancer master regulator through lncRNAs-centered regulatory network. Cancer Med 2023; 12:19279-19290. [PMID: 37644825 PMCID: PMC10557827 DOI: 10.1002/cam4.6481] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Revised: 08/08/2023] [Accepted: 08/17/2023] [Indexed: 08/31/2023] Open
Abstract
BACKGROUND Metastatic castration-resistant prostate cancer (mCRPC) is an aggressive form of cancer unresponsive to androgen deprivation therapy (ADT) that spreads quickly to other organs. Despite reduced androgen levels after ADT, mCRPC development and lethality continues to be conducted by the androgen receptor (AR) axis. The maintenance of AR signaling in mCRPC is a result of AR alterations, androgen intratumoral production, and the action of regulatory elements, such as noncoding RNAs (ncRNAs). ncRNAs are key elements in cancer signaling, acting in tumor growth, metabolic reprogramming, and tumor progression. In prostate cancer (PCa), the ncRNAs have been reported to be associated with AR expression, PCa proliferation, and castration resistance. In this study, we aimed to reconstruct the lncRNA-centered regulatory network of mCRPC and identify the lncRNAs which act as master regulators (MRs). METHODS We used publicly available RNA-sequencing to infer the regulatory network of lncRNAs in mCRPC. Five gene signatures were employed to conduct the master regulator analysis. Inferred MRs were then subjected to functional enrichment and symbolic regression modeling. The latter approach was applied to identify the lncRNAs with greater predictive capacity and potential as a biomarker in mCRPC. RESULTS We identified 31 lncRNAs involved in cellular proliferation, tumor metabolism, and invasion-metastasis cascade. SNHG18 and HELLPAR were the highlights of our results. SNHG18 was downregulated in mCRPC and enriched to metastasis signatures. It accurately distinguished both mCRPC and primary CRPC from normal tissue and was associated with epithelial-mesenchymal transition (EMT) and cell-matrix adhesion pathways. HELLPAR consistently distinguished mCRPC from primary CRPC and normal tissue using only its expression. CONCLUSION Our results contribute to understanding the regulatory behavior of lncRNAs in mCRPC and indicate SNHG18 and HELLPAR as master regulators and potential new diagnostic targets in this tumor.
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Affiliation(s)
- Rafaella Sousa Ferraz
- Laboratory of Human and Medical Genetics, Institute of Biological SciencesFederal University of ParaBelemBrazil
| | | | - Leandro Magalhães
- Laboratory of Human and Medical Genetics, Institute of Biological SciencesFederal University of ParaBelemBrazil
| | - Ândrea Ribeiro‐dos‐Santos
- Laboratory of Human and Medical Genetics, Institute of Biological SciencesFederal University of ParaBelemBrazil
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