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Cotillas EA, Bernardo C, Veerla S, Liedberg F, Sjödahl G, Eriksson P. A Versatile and Upgraded Version of the LundTax Classification Algorithm Applied to Independent Cohorts. J Mol Diagn 2024; 26:1081-1101. [PMID: 39326668 DOI: 10.1016/j.jmoldx.2024.08.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2023] [Revised: 06/10/2024] [Accepted: 08/28/2024] [Indexed: 09/28/2024] Open
Abstract
Stratification of cancer into biologically and molecularly similar subgroups is a cornerstone of precision medicine. The Lund Taxonomy classification system for urothelial carcinoma aims to be applicable across the whole disease spectrum including both non-muscle-invasive and invasive bladder cancer. A successful classification system is one that can be robustly and reproducibly applied to new samples. However, transcriptomic methods used for subtype classification are affected by analytic platform, data preprocessing, cohort composition, and tumor purity. Furthermore, only limited data have been published evaluating the transferability of existing classification algorithms to external data sets. In this study, a single sample classifier was developed based on in-house microarray and RNA-sequencing data, intended to be broadly applicable across studies and platforms. The new classification algorithm was applied to 10 published external bladder cancer cohorts (n = 2560 cases) to evaluate its ability to capture characteristic subtype-associated gene expression signatures and complementary data such as mutations, clinical outcomes, treatment response, or histologic subtypes. The effect of sample purity on the classification results was evaluated by generating low-purity versions of samples in silico. The classifier was robustly applicable across different gene expression profiling platforms and preprocessing methods and was less sensitive to variations in sample purity.
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Affiliation(s)
- Elena Aramendía Cotillas
- Department of Translational Medicine, Lund University, Malmö, Sweden; Department of Urology, Skåne University Hospital, Malmö, Sweden
| | - Carina Bernardo
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Srinivas Veerla
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Fredrik Liedberg
- Department of Translational Medicine, Lund University, Malmö, Sweden; Department of Urology, Skåne University Hospital, Malmö, Sweden
| | - Gottfrid Sjödahl
- Department of Translational Medicine, Lund University, Malmö, Sweden; Department of Urology, Skåne University Hospital, Malmö, Sweden
| | - Pontus Eriksson
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden.
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Cano Barbadilla T, Álvarez Pérez M, Prieto Cuadra JD, Dawid de Vera MT, Alberca-del Arco F, García Muñoz I, Santos-Pérez de la Blanca R, Herrera-Imbroda B, Matas-Rico E, Hierro Martín MI. The Role of Immunohistochemistry as a Surrogate Marker in Molecular Subtyping and Classification of Bladder Cancer. Diagnostics (Basel) 2024; 14:2501. [PMID: 39594166 PMCID: PMC11592502 DOI: 10.3390/diagnostics14222501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2024] [Revised: 11/01/2024] [Accepted: 11/05/2024] [Indexed: 11/28/2024] Open
Abstract
BACKGROUND/OBJECTIVES Bladder cancer (BC) is a highly heterogeneous disease, presenting clinical challenges, particularly in predicting patient outcomes and selecting effective treatments. Molecular subtyping has emerged as an essential tool for understanding the biological diversity of BC; however, its implementation in clinical practice remains limited due to the high costs and complexity of genomic techniques. This review examines the role of immunohistochemistry (IHC) as a surrogate marker for molecular subtyping in BC, highlighting its potential to bridge the gap between advanced molecular classifications and routine clinical application; Methods: We explore the evolution of taxonomic classification in BC, with a particular focus on cytokeratin (KRT) expression patterns in normal urothelium, which are key to identifying basal and luminal subtypes. Furthermore, we emphasise the need for consensus on IHC markers to reliably define these subtypes, facilitating wider and standardised clinical use. The review also analyses the application of IHC in both muscle-invasive (MIBC) and non-muscle-invasive bladder cancer (NMIBC), with particular attention to the less extensively studied NMIBC cases. We discuss the practical advantages of IHC for subtyping, including its cost effectiveness and feasibility in standard pathology laboratories, alongside ongoing challenges such as the requirement for standardised protocols and external validation across diverse clinical settings; Conclusions: While IHC has limitations, it offers a viable alternative for laboratories lacking access to advanced molecular techniques. Further research is required to determine the optimal combination of markers, establish a consensus diagnostic algorithm, and validate IHC through large-scale trials. This will ultimately enhance diagnostic accuracy, guide treatment decisions, and improve patient outcomes.
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Affiliation(s)
- Tatiana Cano Barbadilla
- Pathology Department, Juan Ramón Jiménez University Hospital (HJRJ), 21005 Huelva, Spain;
- Department of Human Physiology, Human Histology, Pathology, and Sports Physical Education, University of Malaga (UMA), 29071 Málaga, Spain; (J.D.P.C.); (M.T.D.d.V.); (I.G.M.); (M.I.H.M.)
| | - Martina Álvarez Pérez
- Department of Human Physiology, Human Histology, Pathology, and Sports Physical Education, University of Malaga (UMA), 29071 Málaga, Spain; (J.D.P.C.); (M.T.D.d.V.); (I.G.M.); (M.I.H.M.)
- Institute of Biomedical Research in Malaga (IBIMA-Plataforma BIONAND), 29590 Málaga, Spain; (F.A.-d.A.); (R.S.-P.d.l.B.); (B.H.-I.); (E.M.-R.)
- Laboratory of Molecular Biology of Cancer (LBMC), Centre for Medical and Health Research, University of Malaga (UMA), 29010 Málaga, Spain
| | - Juan Daniel Prieto Cuadra
- Department of Human Physiology, Human Histology, Pathology, and Sports Physical Education, University of Malaga (UMA), 29071 Málaga, Spain; (J.D.P.C.); (M.T.D.d.V.); (I.G.M.); (M.I.H.M.)
- Institute of Biomedical Research in Malaga (IBIMA-Plataforma BIONAND), 29590 Málaga, Spain; (F.A.-d.A.); (R.S.-P.d.l.B.); (B.H.-I.); (E.M.-R.)
- Pathologý Department, Hospital Universitario Virgen de la Victoria (HUVV), 29010 Málaga, Spain
| | - Mª Teresa Dawid de Vera
- Department of Human Physiology, Human Histology, Pathology, and Sports Physical Education, University of Malaga (UMA), 29071 Málaga, Spain; (J.D.P.C.); (M.T.D.d.V.); (I.G.M.); (M.I.H.M.)
- Institute of Biomedical Research in Malaga (IBIMA-Plataforma BIONAND), 29590 Málaga, Spain; (F.A.-d.A.); (R.S.-P.d.l.B.); (B.H.-I.); (E.M.-R.)
- Pathologý Department, Hospital Universitario Virgen de la Victoria (HUVV), 29010 Málaga, Spain
| | - Fernando Alberca-del Arco
- Institute of Biomedical Research in Malaga (IBIMA-Plataforma BIONAND), 29590 Málaga, Spain; (F.A.-d.A.); (R.S.-P.d.l.B.); (B.H.-I.); (E.M.-R.)
- Urology Department, Hospital Universitario Virgen de la Victoria (HUVV), 29010 Málaga, Spain
- Genitourinary Alliance for Research and Development (GUARD Consortium), 29071 Málaga, Spain
| | - Isabel García Muñoz
- Department of Human Physiology, Human Histology, Pathology, and Sports Physical Education, University of Malaga (UMA), 29071 Málaga, Spain; (J.D.P.C.); (M.T.D.d.V.); (I.G.M.); (M.I.H.M.)
- Institute of Biomedical Research in Malaga (IBIMA-Plataforma BIONAND), 29590 Málaga, Spain; (F.A.-d.A.); (R.S.-P.d.l.B.); (B.H.-I.); (E.M.-R.)
- Pathologý Department, Hospital Universitario Virgen de la Victoria (HUVV), 29010 Málaga, Spain
| | - Rocío Santos-Pérez de la Blanca
- Institute of Biomedical Research in Malaga (IBIMA-Plataforma BIONAND), 29590 Málaga, Spain; (F.A.-d.A.); (R.S.-P.d.l.B.); (B.H.-I.); (E.M.-R.)
- Urology Department, Hospital Universitario Virgen de la Victoria (HUVV), 29010 Málaga, Spain
- Genitourinary Alliance for Research and Development (GUARD Consortium), 29071 Málaga, Spain
| | - Bernardo Herrera-Imbroda
- Institute of Biomedical Research in Malaga (IBIMA-Plataforma BIONAND), 29590 Málaga, Spain; (F.A.-d.A.); (R.S.-P.d.l.B.); (B.H.-I.); (E.M.-R.)
- Urology Department, Hospital Universitario Virgen de la Victoria (HUVV), 29010 Málaga, Spain
- Genitourinary Alliance for Research and Development (GUARD Consortium), 29071 Málaga, Spain
- Department of Surgical Specialties, Biochemistry, and Immunology, University of Malaga (UMA), 29071 Málaga, Spain
| | - Elisa Matas-Rico
- Institute of Biomedical Research in Malaga (IBIMA-Plataforma BIONAND), 29590 Málaga, Spain; (F.A.-d.A.); (R.S.-P.d.l.B.); (B.H.-I.); (E.M.-R.)
- Urology Department, Hospital Universitario Virgen de la Victoria (HUVV), 29010 Málaga, Spain
- Genitourinary Alliance for Research and Development (GUARD Consortium), 29071 Málaga, Spain
- Department of Cell Biology, Genetics, and Physiology, University of Malaga (UMA), 29071 Málaga, Spain
| | - Mª Isabel Hierro Martín
- Department of Human Physiology, Human Histology, Pathology, and Sports Physical Education, University of Malaga (UMA), 29071 Málaga, Spain; (J.D.P.C.); (M.T.D.d.V.); (I.G.M.); (M.I.H.M.)
- Institute of Biomedical Research in Malaga (IBIMA-Plataforma BIONAND), 29590 Málaga, Spain; (F.A.-d.A.); (R.S.-P.d.l.B.); (B.H.-I.); (E.M.-R.)
- Pathologý Department, Hospital Universitario Virgen de la Victoria (HUVV), 29010 Málaga, Spain
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Höglund M, Bernardo C, Sjödahl G, Eriksson P, Axelson H, Liedberg F. The Lund taxonomy for bladder cancer classification - from gene expression clustering to cancer cell molecular phenotypes, and back again. J Pathol 2023; 259:369-375. [PMID: 36700594 DOI: 10.1002/path.6062] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Revised: 01/11/2023] [Accepted: 01/24/2023] [Indexed: 01/27/2023]
Abstract
Treatment of bladder cancer patients depends on precise diagnosis. Molecular subtyping by gene expression profiling may contribute substantially to subclassification of bladder cancer. Several classification systems have been proposed. Most of these base their classification on whole biopsy features, and molecular subtypes are therefore often defined by a combination of features from the cancer cells as well as infiltrating noncancer cells. This makes the link to what is seen at the cancer cell level unclear. The aim of the Lund taxonomy (LundTax) has been to align gene expression-level classification with immunohistochemical classification to identify cancer cell phenotypes independent of infiltration and proliferation. A systematic approach was used in which gene expression clusters were validated and adjusted by immunohistochemistry using markers expressed only by the cancer cells. This review provides a rationale for defining molecular subtypes and a step-by-step description of the development of the LundTax with motivations for each modification and extension. As the cancer cell phenotype defined by gene expression profiling corresponds with the immunohistochemistry of cancer cells, the LundTax represents a harmonization of the gene expression and immunohistochemical levels. Furthermore, the classification system is independent of pathological stage and is, thus, applicable to all urothelial carcinomas. A unified classification system relevant for both the molecular biologist and pathologist will facilitate systematization of current treatment practices, as well as the development of new treatments. © 2023 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.
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Affiliation(s)
- Mattias Höglund
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Carina Bernardo
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Gottfrid Sjödahl
- Urology-Urothelial Cancer, Department of Translational Medicine, Lund University, Skåne University Hospital, Malmö, Sweden
| | - Pontus Eriksson
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Håkan Axelson
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Fredrik Liedberg
- Urology-Urothelial Cancer, Department of Translational Medicine, Lund University, Skåne University Hospital, Malmö, Sweden
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Accurate Characterization of Bladder Cancer Cells with Intraoperative Flow Cytometry. Cancers (Basel) 2022; 14:cancers14215440. [PMID: 36358858 PMCID: PMC9656620 DOI: 10.3390/cancers14215440] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Revised: 11/02/2022] [Accepted: 11/03/2022] [Indexed: 11/09/2022] Open
Abstract
Simple Summary Bladder cancer is a malignancy that predominantly affects male patients. Surgical treatment is the first option for clinical management and cancer cell characterization is critical for tumor margin detection and complete tumor removal. We developed a specialized intraoperative flow cytometry (iFC) methodology for bladder cancer cell detection. Our study, including 52 individuals, reveals that iFC is highly specific, sensitive and accurate in detecting cancer cells, based on the quantification of cell proliferation and the presence of tumor aneuploidy. The results of this study advocate further research on the utility of iFC as a next-generation malignancy evaluation technique during transurethral resections. Abstract Bladder cancer represents a major health issue. Transurethral resection is the first line treatment and an accurate assessment of tumor margins might warrant complete tumor removal. Genomic instability and proliferative potential are common hallmarks of cancer cells. We have previously demonstrated the utility of intraoperative flow cytometry (iFC), a next-generation margin evaluation methodology for assessment of DNA content, in the detection of several types of malignancy. In the current study we investigated the possible value of iFC in the characterization of bladder cancer during surgery. Samples from a population of 52 people with urothelial cancer were included in the study. The total time for iFC evaluation is 3–5 min per sample and included a two-step analysis, including DNA-index and Tumor-index calculation. First, DNA-index calculation revealed 24 hyperploid and one hypoploid tumor. Second, cell cycle analysis and Tumor-index calculation revealed that tumor samples are distinguished from normal cells based on their significantly higher proliferative potential. The standard for iFC evaluation was pathology assessment and revealed that our protocol exhibits an accuracy of 98% in defining the presence of cancer cells in a given sample. Our results support the further assessment of iFC value towards its use as a novel malignancy evaluation tool in transurethral resections.
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Are We Ready to Implement Molecular Subtyping of Bladder Cancer in Clinical Practice? Part 2: Subtypes and Divergent Differentiation. Int J Mol Sci 2022; 23:ijms23147844. [PMID: 35887192 PMCID: PMC9317362 DOI: 10.3390/ijms23147844] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Revised: 07/09/2022] [Accepted: 07/12/2022] [Indexed: 11/16/2022] Open
Abstract
Following several attempts to achieve a molecular stratification of bladder cancer (BC) over the last decade, a "consensus" classification has been recently developed to provide a common base for the molecular classification of bladder cancer (BC), encompassing a six-cluster scheme with distinct prognostic and predictive characteristics. In order to implement molecular subtyping (MS) as a risk stratification tool in routine practice, immunohistochemistry (IHC) has been explored as a readily accessible, relatively inexpensive, standardized surrogate method, achieving promising results in different clinical settings. The second part of this review deals with the pathological and clinical features of the molecular clusters, both in conventional and divergent urothelial carcinoma, with a focus on the role of IHC-based subtyping.
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Are We Ready to Implement Molecular Subtyping of Bladder Cancer in Clinical Practice? Part 1: General Issues and Marker Expression. Int J Mol Sci 2022; 23:ijms23147819. [PMID: 35887164 PMCID: PMC9319819 DOI: 10.3390/ijms23147819] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2022] [Revised: 07/10/2022] [Accepted: 07/12/2022] [Indexed: 11/25/2022] Open
Abstract
Bladder cancer (BC) is a heterogeneous disease with highly variable clinical and pathological features, and resulting in different outcomes. Such heterogeneity ensues from distinct pathogenetic mechanisms and may consistently affect treatment responses in single patients. Thus, over the last few years, several groups have developed molecular classification schemes for BC, mainly based on their mRNA expression profiles. A “consensus” classification has recently been proposed to combine the published systems, agreeing on a six-cluster scheme with distinct prognostic and predictive features. In order to implement molecular subtyping as a risk-stratification tool in routine practice, immunohistochemistry (IHC) has been explored as a readily accessible, relatively inexpensive, standardized surrogate method, achieving promising results in different clinical settings. The first part of this review deals with the steps resulting in the development of a molecular subtyping of BC, its prognostic and predictive implications, and the main features of immunohistochemical markers used as surrogates to stratify BC into pre-defined molecular clusters.
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