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Dragomir MP, Popovici V, Schallenberg S, Čarnogurská M, Horst D, Nenutil R, Bosman F, Budinská E. A quantitative tumor-wide analysis of morphological heterogeneity of colorectal adenocarcinoma. J Pathol Clin Res 2025; 11:e70034. [PMID: 40511583 PMCID: PMC12163513 DOI: 10.1002/2056-4538.70034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2024] [Revised: 03/21/2025] [Accepted: 05/20/2025] [Indexed: 06/16/2025]
Abstract
The intertumoral and intratumoral heterogeneity of colorectal adenocarcinoma (CRC) at the morphologic level is poorly understood. Previously, we identified morphological patterns associated with CRC molecular subtypes and their distinct molecular motifs. Here we aimed to evaluate the heterogeneity of these patterns across CRC. Three pathologists evaluated dominant, secondary, and tertiary morphology on four sections from four different FFPE blocks per tumor in a pilot set of 22 CRCs. An AI-based image analysis tool was trained on these tumors to evaluate the morphologic heterogeneity on an extended set of 161 stage I-IV primary CRCs (n = 644 H&E sections). We found that most tumors had two or three different dominant morphotypes and the complex tubular (CT) morphotype was the most common. The CT morphotype showed no combinatorial preferences. Desmoplastic (DE) morphotype was rarely dominant and rarely combined with other dominant morphotypes. Mucinous (MU) morphotype was mostly combined with solid/trabecular (TB) and papillary (PP) morphotypes. Most tumors showed medium or high heterogeneity, but no associations were found between heterogeneity and clinical parameters. A higher proportion of DE morphotype was associated with higher T-stage, N-stage, distant metastases, AJCC stage, and shorter overall survival (OS) and relapse-free survival (RFS). A higher proportion of MU morphotype was associated with higher grade, right side, and microsatellite instability (MSI). PP morphotype was associated with earlier T- and N-stage, absence of metastases, and improved OS and RFS. CT was linked to left side, lower grade, and better survival in stage I-III patients. MSI tumors showed higher proportions of MU and TB, and lower CT and PP morphotypes. These findings suggest that morphological shifts accompany tumor progression and highlight the need for extensive sampling and AI-based analysis. In conclusion, we observed unexpectedly high intratumoral morphological heterogeneity of CRC and found that it is not heterogeneity per se, but the proportions of morphologies that are associated with clinical outcomes.
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Affiliation(s)
- Mihnea P Dragomir
- Institute of PathologyCharité‐Universitätsmedizin BerlinBerlinGermany
- German Cancer Consortium (DKTK), Partner Site Berlin, and German Cancer Research Center (DKFZ)HeidelbergGermany
- Berlin Institute of Health (BIH)BerlinGermany
| | | | | | | | - David Horst
- Institute of PathologyCharité‐Universitätsmedizin BerlinBerlinGermany
- German Cancer Consortium (DKTK), Partner Site Berlin, and German Cancer Research Center (DKFZ)HeidelbergGermany
| | | | - Fred Bosman
- University Institute of PathologyUniversity of LausanneLausanneSwitzerland
| | - Eva Budinská
- Masarykova Univerzita, RECETOXBrnoCzech Republic
- Masaryk Memorial Cancer InstituteBrnoCzech Republic
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2
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Čarnogurská M, Vasylieva VS, Macháčková T, Boudná M, Pifková L, Orlíčková J, Ivkovic TC, Slabý O, Bencsiková B, Popovici V, Budinská E. Search for Mutations Connected With Non-Response to Anti-EGFR Therapy in mCRC in the Morphologically Defined Regions of Primary Tumours. Cancer Med 2025; 14:e70910. [PMID: 40302146 PMCID: PMC12040724 DOI: 10.1002/cam4.70910] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Revised: 04/01/2025] [Accepted: 04/09/2025] [Indexed: 05/01/2025] Open
Abstract
BACKGROUND Emerging evidence suggests that tumour morphological heterogeneity may influence mutational profiles relevant to therapy response. In this pilot study, we aimed to assess whether mutations identified within specific morphological patterns or at the invasion front correlate with shorter time to progression after anti-EGFR therapy, as compared to whole-tissue analysis. METHODS We investigated genetic mutations in 142 samples from primary tumours of 39 KRAS wild-type metastatic colorectal cancer (CRC) patients receiving anti-EGFR therapy. Deep next-generation sequencing was performed on whole-tumour sections and six morphology-defined tumour regions. RESULTS Mutations in genes linked to anti-EGFR therapy response (KRAS, BRAF, NRAS, PTEN and PI3KCA) were found uniquely in the non-responder group, with substantial variability across morphological sub-regions. BRAF mutations were aligned with serrated and mucinous morphologies, while KRAS mutations (p.Lys147Glu and p.Ala146Thr) were associated with mucinous and desmoplastic morphologies. In all cases, the cumulative mutational profile from sub-regions provided more details than that of the whole-tumour profile. CONCLUSION Our findings highlight that comprehensive analysis, considering morphological heterogeneity, is crucial for personalised CRC treatment strategies.
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Affiliation(s)
| | | | - Táňa Macháčková
- Central European Institute of Technology, Masaryk UniversityBrnoCzech Republic
- Department of Biology, Faculty of MedicineMasaryk UniversityBrnoCzech Republic
| | - Marie Boudná
- Central European Institute of Technology, Masaryk UniversityBrnoCzech Republic
- Department of Biology, Faculty of MedicineMasaryk UniversityBrnoCzech Republic
| | - Lucie Pifková
- Central European Institute of Technology, Masaryk UniversityBrnoCzech Republic
- Department of Biology, Faculty of MedicineMasaryk UniversityBrnoCzech Republic
| | - Jana Orlíčková
- Central European Institute of Technology, Masaryk UniversityBrnoCzech Republic
- Department of Biology, Faculty of MedicineMasaryk UniversityBrnoCzech Republic
| | - Tina Catela Ivkovic
- Central European Institute of Technology, Masaryk UniversityBrnoCzech Republic
| | - Ondrej Slabý
- Central European Institute of Technology, Masaryk UniversityBrnoCzech Republic
- Department of Biology, Faculty of MedicineMasaryk UniversityBrnoCzech Republic
| | | | - Vlad Popovici
- RECETOX, Faculty of ScienceMasaryk UniversityBrnoCzech Republic
| | - Eva Budinská
- RECETOX, Faculty of ScienceMasaryk UniversityBrnoCzech Republic
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3
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Su A, Lee H, Tran M, Dela Cruz RC, Sathe A, Bai X, Wichmann I, Pflieger L, Moulton B, Barker T, Haslem D, Jones D, Nadauld L, Nguyen Q, Ji HP, Rhodes T. The single-cell spatial landscape of stage III colorectal cancers. NPJ Precis Oncol 2025; 9:101. [PMID: 40189697 PMCID: PMC11973205 DOI: 10.1038/s41698-025-00853-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2024] [Accepted: 02/27/2025] [Indexed: 04/09/2025] Open
Abstract
We conducted a spatial analysis of stage III colorectal adenocarcinomas using Hyperion Imaging Mass Cytometry, examining 52 tumors to assess the tumor microenvironment at the single-cell level. This approach identified 10 distinct cell phenotypes in the tumor microenvironment, including stromal and immune cells, with a subset showing a proliferative phenotype. By focusing on spatial neighborhood interactions and tissue niches, particularly regions with tumor-infiltrating lymphocytes, we investigated how cellular organization relates to clinicopathological and molecular features such as microsatellite instability (MSI) and recurrence. We determined that microsatellite stable (MSS) colorectal cancers had an increased risk of recurrence if they had the following features: 1) a low level of stromal tumor-infiltrating lymphocytes, and 2) low interactions between CD4 + T cells and stromal cells. Our results point to the utility of spatial single-cell interaction analysis in defining novel features of the tumor immune microenvironments and providing useful clinical cell-related spatial biomarkers.
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Affiliation(s)
- Andrew Su
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, USA
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - HoJoon Lee
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Minh Tran
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia
| | | | - Anuja Sathe
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Xiangqi Bai
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Ignacio Wichmann
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, USA
- Division of Obstetrics and Gynecology, Department of Obstetrics, Escuela de Medicina, Pontificia Universidad Católica de Chile, Santiago, 8331150, Chile
| | | | - Bryce Moulton
- Intermountain Healthcare, Saint George, UT, 84770, USA
| | - Tyler Barker
- Intermountain Healthcare, Saint George, UT, 84770, USA
| | | | - David Jones
- Intermountain Healthcare, Saint George, UT, 84770, USA
| | | | - Quan Nguyen
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia.
| | - Hanlee P Ji
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, USA.
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4
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Latacz E, Verheul SML, Sillis Y, van Dam PJ, Doukas M, Grunhagen DJ, Nyström H, Dirix P, Dirix L, Van Laere S, Verhoef C, Vermeulen P. Molecular characterization of the histopathological growth patterns of colorectal cancer liver metastases by RNA sequencing of targeted samples at the tumor-liver interface. Clin Exp Metastasis 2024; 42:1. [PMID: 39666203 DOI: 10.1007/s10585-024-10319-w] [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: 09/15/2024] [Accepted: 11/18/2024] [Indexed: 12/13/2024]
Abstract
The behaviour of metastases in patients with liver-metastatic colorectal cancer (CRC) is still not adequately considered during treatment planning. However, studies in large cohorts have shown that the disease course in these patients depends on the histopathological growth pattern (HGP) of the liver metastases, with the desmoplastic (or encapsulated) pattern responsible for a favourable outcome and the replacement pattern for an unfavourable course. To increase our knowledge of cancer biology in general as well as to design clinical trials that take into account the diverse behaviour of liver metastases, it is necessary to know the cellular and molecular determinants of these growth patterns. For that purpose, we compared the transcriptome of tumour tissue (prospective cohort; n = 57) sampled very precisely at the transition of metastasis and adjacent liver, between the desmoplastic and replacement HGP. In addition, the mutational profiles for 46 genes related to CRC were extracted from the RNA sequencing reads. First, we show that the genetic constitution of a liver metastasis from colorectal cancer does not determine its HGP. Second, we show clear differences between HGPs regarding the expression of genes belonging to the Molecular Signatures Database hallmark gene sets. Biological themes of the replacement HGP reflect cancer cell proliferation and glucose metabolism, while the desmoplastic HGP is characterized by inflammation and immune response, and angiogenesis. This study supports the view that HGPs are a reflection of the biology of CRC liver metastases and suggests the HGPs are driven epigenetically rather than by specific gene mutations.
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Affiliation(s)
- Emily Latacz
- Translational Cancer Research Unit, Ziekenhuis aan de Stroom (ZAS), Campus Augustinus, Antwerp, Belgium
- Center for Oncological Research (CORE), Integrated Personalized and Precision Oncology Network (IPPON), University of Antwerp, Antwerp, Belgium
| | - Sanne M L Verheul
- Department of Gastrointestinal Surgery and Surgical Oncology, Erasmus MC Cancer Institute, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Yasmine Sillis
- Translational Cancer Research Unit, Ziekenhuis aan de Stroom (ZAS), Campus Augustinus, Antwerp, Belgium
- Center for Oncological Research (CORE), Integrated Personalized and Precision Oncology Network (IPPON), University of Antwerp, Antwerp, Belgium
| | | | - Michail Doukas
- Department of Pathology, Erasmus MC Cancer Institute, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Dirk J Grunhagen
- Department of Gastrointestinal Surgery and Surgical Oncology, Erasmus MC Cancer Institute, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Hanna Nyström
- Department of Surgical and Perioperative Sciences, Surgery, Umeå University, Umeå, Sweden
| | - Piet Dirix
- Translational Cancer Research Unit, Ziekenhuis aan de Stroom (ZAS), Campus Augustinus, Antwerp, Belgium
| | - Luc Dirix
- Translational Cancer Research Unit, Ziekenhuis aan de Stroom (ZAS), Campus Augustinus, Antwerp, Belgium
| | - Steven Van Laere
- Center for Oncological Research (CORE), Integrated Personalized and Precision Oncology Network (IPPON), University of Antwerp, Antwerp, Belgium
| | - Cornelis Verhoef
- Department of Gastrointestinal Surgery and Surgical Oncology, Erasmus MC Cancer Institute, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Peter Vermeulen
- Translational Cancer Research Unit, Ziekenhuis aan de Stroom (ZAS), Campus Augustinus, Antwerp, Belgium.
- Department of Gastrointestinal Surgery and Surgical Oncology, Erasmus MC Cancer Institute, University Medical Center Rotterdam, Rotterdam, The Netherlands.
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5
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Su A, Lee H, Tran M, Cruz RD, Sathe A, Bai X, Wichmann I, Pflieger L, Moulton B, Barker T, Haslem D, Jones D, Nadauld L, Nguyen Q, Ji HP, Rhodes T. The single-cell spatial landscape of stage III colorectal cancers. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.11.07.622577. [PMID: 39605367 PMCID: PMC11601238 DOI: 10.1101/2024.11.07.622577] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/29/2024]
Abstract
We conducted a spatial analysis using imaging mass cytometry applied to stage III colorectal adenocarcinomas. This study used multiplexed markers to distinguish individual cells and their spatial organization from 52 colorectal cancers. We determined the landscape features of cellular spatial features in the CRC tumor microenvironment. This spatial single-cell analysis identified 10 unique cell phenotypes in the tumor microenvironment that included stromal and immune cells with a subset which had a proliferative phenotype. These special features included spatial neighborhood interactions between single cells as well as different tissue niches, especially the tumor infiltrating lymphocyte regions. We applied a robust statistical analysis to identify significant correlations of cell features with phenotypes such as microsatellite instability or recurrence. We determined that microsatellite stable (MSS) colorectal cancers had an increased risk of recurrence if they had the following features: 1) a low level of stromal tumor-infiltrating lymphocytes, and 2) low interactions between CD4+ T cells and stromal cells. Our results point to the utility of spatial single-cell interaction analysis in defining novel features of the tumor immune microenvironments and providing useful clinical cell-related spatial biomarkers.
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Affiliation(s)
- Andrew Su
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, United States
- Institute for Molecular Bioscience, The University of Queensland, QLD 4072, Australia
| | - HoJoon Lee
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, United States
| | - Minh Tran
- Institute for Molecular Bioscience, The University of Queensland, QLD 4072, Australia
| | - Richard D. Cruz
- Intermountain Healthcare, Saint George, UT, 84770, United States
| | - Anuja Sathe
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, United States
| | - Xiangqi Bai
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, United States
| | - Ignacio Wichmann
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, United States
- Division of Obstetrics and Gynecology, Department of Obstetrics, Escuela de Medicina, Pontificia Universidad Católica de Chile, Santiago, 8331150, Chile
| | - Lance Pflieger
- Intermountain Healthcare, Saint George, UT, 84770, United States
| | - Bryce Moulton
- Intermountain Healthcare, Saint George, UT, 84770, United States
| | - Tyler Barker
- Intermountain Healthcare, Saint George, UT, 84770, United States
| | - Derrick Haslem
- Intermountain Healthcare, Saint George, UT, 84770, United States
| | - David Jones
- Intermountain Healthcare, Saint George, UT, 84770, United States
| | - Lincoln Nadauld
- Intermountain Healthcare, Saint George, UT, 84770, United States
| | - Quan Nguyen
- Institute for Molecular Bioscience, The University of Queensland, QLD 4072, Australia
| | - Hanlee P. Ji
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, United States
| | - Terence Rhodes
- Intermountain Healthcare, Saint George, UT, 84770, United States
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6
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Wang H, Tang R, Jiang L, Jia Y. The role of PIK3CA gene mutations in colorectal cancer and the selection of treatment strategies. Front Pharmacol 2024; 15:1494802. [PMID: 39555098 PMCID: PMC11565213 DOI: 10.3389/fphar.2024.1494802] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2024] [Accepted: 10/21/2024] [Indexed: 11/19/2024] Open
Abstract
PIK3CA gene encodes the p110α catalytic subunit of PI3K, which regulates the PI3K/AKT/mTOR signaling pathway. PIK3CA gene mutation is one of the most common mutations in colorectal cancer (CRC), affecting about 15%-20% of CRC patients. PIK3CA gene mutation leads to the persistent activation of the PI3K/AKT/mTOR signaling pathway, which promotes the proliferation, invasion, metastasis, and drug resistance of CRC. This article provides a summary of the key detection methods for PIK3CA gene mutation, and provides an introduction to the existing colorectal cancer treatments and their practical applications in the clinic. Besides, this article summarizes the role and mechanism of PIK3CA gene mutation in the occurrence and development of CRC. It also explores the relationship between PIK3CA gene mutation and the clinical features and prognosis of CRC. This article focuses on the influence and mechanism of PIK3CA gene mutation on the targeted therapy and immunotherapy of CRC, and discusses the potential value and future direction of PIK3CA gene mutation in the personalized therapy of CRC. We aim to provide new perspectives and ideas for the precise diagnosis and treatment of CRC.
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Affiliation(s)
- Haitao Wang
- The School of Clinical Medical Sciences, Southwest Medical University, Luzhou, Sichuan, China
| | - Rui Tang
- Chengdu Anorectal Hospital, Chengdu, China
| | - Ling Jiang
- Chengdu Anorectal Hospital, Chengdu, China
| | - Yingtian Jia
- Department of Anorectal, The Affiliated Traditional Chinese Medicine Hospital, Southwest Medical University, Luzhou, China
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7
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Plekhanov AA, Kozlov DS, Shepeleva AA, Kiseleva EB, Shimolina LE, Druzhkova IN, Plekhanova MA, Karabut MM, Gubarkova EV, Gavrina AI, Krylov DP, Sovetsky AA, Gamayunov SV, Kuznetsova DS, Zaitsev VY, Sirotkina MA, Gladkova ND. Tissue Elasticity as a Diagnostic Marker of Molecular Mutations in Morphologically Heterogeneous Colorectal Cancer. Int J Mol Sci 2024; 25:5337. [PMID: 38791375 PMCID: PMC11120711 DOI: 10.3390/ijms25105337] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2024] [Revised: 04/25/2024] [Accepted: 05/04/2024] [Indexed: 05/26/2024] Open
Abstract
The presence of molecular mutations in colorectal cancer (CRC) is a decisive factor in selecting the most effective first-line therapy. However, molecular analysis is routinely performed only in a limited number of patients with remote metastases. We propose to use tissue stiffness as a marker of the presence of molecular mutations in CRC samples. For this purpose, we applied compression optical coherence elastography (C-OCE) to calculate stiffness values in regions corresponding to specific CRC morphological patterns (n = 54). In parallel to estimating stiffness, molecular analysis from the same zones was performed to establish their relationships. As a result, a high correlation between the presence of KRAS/NRAS/BRAF driver mutations and high stiffness values was revealed regardless of CRC morphological pattern type. Further, we proposed threshold stiffness values for label-free targeted detection of molecular alterations in CRC tissues: for KRAS, NRAS, or BRAF driver mutation-above 803 kPa (sensitivity-91%; specificity-80%; diagnostic accuracy-85%), and only for KRAS driver mutation-above 850 kPa (sensitivity-90%; specificity-88%; diagnostic accuracy-89%). To conclude, C-OCE estimation of tissue stiffness can be used as a clinical diagnostic tool for preliminary screening of genetic burden in CRC tissues.
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Affiliation(s)
- Anton A. Plekhanov
- Institute of Experimental Oncology and Biomedical Technologies, Privolzhsky Research Medical University, 10/1 Minin and Pozharsky Sq., 603950 Nizhny Novgorod, Russia
| | - Dmitry S. Kozlov
- Institute of Experimental Oncology and Biomedical Technologies, Privolzhsky Research Medical University, 10/1 Minin and Pozharsky Sq., 603950 Nizhny Novgorod, Russia
| | - Anastasia A. Shepeleva
- Nizhny Novgorod Regional Oncologic Hospital, 11/1 Delovaya St., 603126 Nizhny Novgorod, Russia
| | - Elena B. Kiseleva
- Institute of Experimental Oncology and Biomedical Technologies, Privolzhsky Research Medical University, 10/1 Minin and Pozharsky Sq., 603950 Nizhny Novgorod, Russia
| | - Liubov E. Shimolina
- Institute of Experimental Oncology and Biomedical Technologies, Privolzhsky Research Medical University, 10/1 Minin and Pozharsky Sq., 603950 Nizhny Novgorod, Russia
| | - Irina N. Druzhkova
- Institute of Experimental Oncology and Biomedical Technologies, Privolzhsky Research Medical University, 10/1 Minin and Pozharsky Sq., 603950 Nizhny Novgorod, Russia
| | - Maria A. Plekhanova
- Nizhny Novgorod Regional Oncologic Hospital, 11/1 Delovaya St., 603126 Nizhny Novgorod, Russia
- Nizhny Novgorod City Polyclinic #1, 5 Marshala Zhukova Sq., 603107 Nizhny Novgorod, Russia
| | - Maria M. Karabut
- Institute of Experimental Oncology and Biomedical Technologies, Privolzhsky Research Medical University, 10/1 Minin and Pozharsky Sq., 603950 Nizhny Novgorod, Russia
| | - Ekaterina V. Gubarkova
- Institute of Experimental Oncology and Biomedical Technologies, Privolzhsky Research Medical University, 10/1 Minin and Pozharsky Sq., 603950 Nizhny Novgorod, Russia
| | - Alena I. Gavrina
- Institute of Experimental Oncology and Biomedical Technologies, Privolzhsky Research Medical University, 10/1 Minin and Pozharsky Sq., 603950 Nizhny Novgorod, Russia
| | - Dmitry P. Krylov
- Institute of Experimental Oncology and Biomedical Technologies, Privolzhsky Research Medical University, 10/1 Minin and Pozharsky Sq., 603950 Nizhny Novgorod, Russia
| | - Alexander A. Sovetsky
- Institute of Applied Physics of the Russian Academy of Sciences, 46 Ulyanova St., 603950 Nizhny Novgorod, Russia
| | - Sergey V. Gamayunov
- Nizhny Novgorod Regional Oncologic Hospital, 11/1 Delovaya St., 603126 Nizhny Novgorod, Russia
| | - Daria S. Kuznetsova
- Institute of Experimental Oncology and Biomedical Technologies, Privolzhsky Research Medical University, 10/1 Minin and Pozharsky Sq., 603950 Nizhny Novgorod, Russia
| | - Vladimir Y. Zaitsev
- Institute of Applied Physics of the Russian Academy of Sciences, 46 Ulyanova St., 603950 Nizhny Novgorod, Russia
| | - Marina A. Sirotkina
- Institute of Experimental Oncology and Biomedical Technologies, Privolzhsky Research Medical University, 10/1 Minin and Pozharsky Sq., 603950 Nizhny Novgorod, Russia
| | - Natalia D. Gladkova
- Institute of Experimental Oncology and Biomedical Technologies, Privolzhsky Research Medical University, 10/1 Minin and Pozharsky Sq., 603950 Nizhny Novgorod, Russia
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8
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Dunne PD, Arends MJ. Molecular pathological classification of colorectal cancer-an update. Virchows Arch 2024; 484:273-285. [PMID: 38319359 PMCID: PMC10948573 DOI: 10.1007/s00428-024-03746-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Revised: 01/16/2024] [Accepted: 01/19/2024] [Indexed: 02/07/2024]
Abstract
Colorectal cancer (CRC) has a broad range of molecular alterations with two major mechanisms of genomic instability (chromosomal instability and microsatellite instability) and has been subclassified into 4 consensus molecular subtypes (CMS) based on bulk RNA sequence data. Here, we update the molecular pathological classification of CRC with an overview of more recent bulk and single-cell RNA data analysis for development of transcriptional classifiers and risk stratification methods, taking into account the marked inter-tumoural and intra-tumoural heterogeneity of CRC. The importance of the stromal and immune components or tumour microenvironment (TME) to prognosis has emerged from these analyses. Attempts to remove the contribution of the tumour microenvironment and reveal neoplastic-specific transcriptional traits involved identification of the CRC intrinsic subtypes (CRIS). The use of immunohistochemistry and digital pathology to implement classification systems are evolving fields. Conventional adenoma versus serrated polyp pathway transcriptomic analysis and characterisation of canonical LGR5+ crypt base columnar stem cell versus ANXA1+ regenerative stem cell phenotypes emerged as key properties for improved understanding of transcriptional signals involved in molecular subclassification of colorectal cancers. Recently, classification by three pathway-derived subtypes (PDS1-3) has been developed, revealing a continuum of intrinsic biology associated with biological, stem cell, histopathological, and clinical attributes.
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Affiliation(s)
- Philip D Dunne
- Patrick G. Johnston Centre for Cancer Research, Queens University Belfast, Belfast, Northern Ireland, BT8 7AE, UK
- Cancer Research UK Scotland Institute, Garscube Estate, Glasgow, G61 1QH, UK
| | - Mark J Arends
- Edinburgh Pathology & Cancer Research UK Scotland Centre, Institute of Genetics & Cancer, University of Edinburgh, Crewe Road, Edinburgh, EH4 2XR, UK.
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