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Hatthakarnkul P, Pennel K, Alexander P, van Wyk H, Roseweir A, Inthagard J, Hay J, Andersen D, Maka N, Park J, Roxburgh C, Thuwajit C, McMillan D, Edwards J. Histopathological tumour microenvironment score independently predicts outcome in primary operable colorectal cancer. J Pathol Clin Res 2024; 10:e12374. [PMID: 38650367 PMCID: PMC11035902 DOI: 10.1002/2056-4538.12374] [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: 09/15/2023] [Revised: 02/20/2024] [Accepted: 03/26/2024] [Indexed: 04/25/2024]
Abstract
Colorectal cancer (CRC) is a heterogenous malignancy and research is focused on identifying novel ways to subtype patients. In this study, a novel classification system, tumour microenvironment score (TMS), was devised based on Klintrup-Mäkinen grade (KMG), tumour stroma percentage (TSP), and tumour budding. TMS was performed using a haematoxylin and eosin (H&E)-stained section from retrospective CRC discovery and validation cohorts (n = 1,030, n = 787). TMS0 patients had high KMG, TMS1 were low for KMG, TSP, and budding, TMS2 were high for budding, or TSP and TMS3 were high for TSP and budding. Scores were assessed for association with survival and clinicopathological characteristics. Mutational landscaping and Templated Oligo-Sequencing (TempO-Seq) profiling were performed to establish differences in the underlying biology of TMS. TMS was independently prognostic in both cohorts (p < 0.001, p < 0.001), with TMS3 predictive of the shortest survival times. TMS3 was associated with adverse clinical features including sidedness, local and distant recurrence, higher T stage, higher N stage, and presence of margin involvement. Gene set enrichment analysis of TempO-Seq data showed higher expression of genes associated with hallmarks of cancer pathways including epithelial to mesenchymal transition (p < 0.001), IL2 STAT5 signalling (p = 0.007), and angiogenesis (p = 0.017) in TMS3. Additionally, enrichment of immunosuppressive immune signatures was associated with TMS3 classification. In conclusion, TMS represents a novel and clinically relevant method for subtyping CRC patients from a single H&E-stained tumour section.
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Affiliation(s)
- Phimmada Hatthakarnkul
- School of Cancer SciencesUniversity of GlasgowGlasgowUK
- Biomedical Science Program, Faculty of Medicine Siriraj HospitalMahidol UniversityBangkokThailand
| | | | - Peter Alexander
- School of Cancer SciencesUniversity of GlasgowGlasgowUK
- Academic Unit of SurgeryUniversity of GlasgowUK
| | | | | | | | - Jennifer Hay
- Glasgow Tissue Research FacilityQueen Elizabeth University HospitalGlasgowUK
| | - Ditte Andersen
- Bioclavis LtdQueen Elizabeth University HospitalGlasgowUK
| | - Noori Maka
- Department of PathologyQueen Elizabeth HospitalGlasgowUK
| | - James Park
- Department of SurgeryQueen Elizabeth University HospitalGlasgowUK
| | - Campbell Roxburgh
- School of Cancer SciencesUniversity of GlasgowGlasgowUK
- Academic Unit of SurgeryUniversity of GlasgowUK
| | - Chanitra Thuwajit
- Biomedical Science Program, Faculty of Medicine Siriraj HospitalMahidol UniversityBangkokThailand
| | - Donald McMillan
- School of Cancer SciencesUniversity of GlasgowGlasgowUK
- Academic Unit of SurgeryUniversity of GlasgowUK
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Budinská E, Hrivňáková M, Ivkovic TC, Madrzyk M, Nenutil R, Bencsiková B, Al Tukmachi D, Ručková M, Zdražilová Dubská L, Slabý O, Feit J, Dragomir MP, Borilova Linhartova P, Tejpar S, Popovici V. Molecular portraits of colorectal cancer morphological regions. eLife 2023; 12:RP86655. [PMID: 37956043 PMCID: PMC10642970 DOI: 10.7554/elife.86655] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2023] Open
Abstract
Heterogeneity of colorectal carcinoma (CRC) represents a major hurdle towards personalized medicine. Efforts based on whole tumor profiling demonstrated that the CRC molecular subtypes were associated with specific tumor morphological patterns representing tumor subregions. We hypothesize that whole-tumor molecular descriptors depend on the morphological heterogeneity with significant impact on current molecular predictors. We investigated intra-tumor heterogeneity by morphology-guided transcriptomics to better understand the links between gene expression and tumor morphology represented by six morphological patterns (morphotypes): complex tubular, desmoplastic, mucinous, papillary, serrated, and solid/trabecular. Whole-transcriptome profiling by microarrays of 202 tumor regions (morphotypes, tumor-adjacent normal tissue, supportive stroma, and matched whole tumors) from 111 stage II-IV CRCs identified morphotype-specific gene expression profiles and molecular programs and differences in their cellular buildup. The proportion of cell types (fibroblasts, epithelial and immune cells) and differentiation of epithelial cells were the main drivers of the observed disparities with activation of EMT and TNF-α signaling in contrast to MYC and E2F targets signaling, defining major gradients of changes at molecular level. Several gene expression-based (including single-cell) classifiers, prognostic and predictive signatures were examined to study their behavior across morphotypes. Most exhibited important morphotype-dependent variability within same tumor sections, with regional predictions often contradicting the whole-tumor classification. The results show that morphotype-based tumor sampling allows the detection of molecular features that would otherwise be distilled in whole tumor profile, while maintaining histopathology context for their interpretation. This represents a practical approach at improving the reproducibility of expression profiling and, by consequence, of gene-based classifiers.
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Affiliation(s)
- Eva Budinská
- RECETOX, Faculty of Science, Masarykova UniverzitaBrnoCzech Republic
| | | | - Tina Catela Ivkovic
- Central European Institute of Technology, Masarykova UniverzitaBrnoCzech Republic
| | - Marie Madrzyk
- Central European Institute of Technology, Masarykova UniverzitaBrnoCzech Republic
| | | | | | - Dagmar Al Tukmachi
- Central European Institute of Technology, Masarykova UniverzitaBrnoCzech Republic
| | - Michaela Ručková
- Central European Institute of Technology, Masarykova UniverzitaBrnoCzech Republic
| | | | - Ondřej Slabý
- Central European Institute of Technology, Department of Biology, Faculty of Medicine, Masarykova UniverzitaBrnoCzech Republic
| | - Josef Feit
- Department of Pharmacology and Toxicology, Faculty of Pharmacy, Masarykova UniverzitaBrnoCzech Republic
| | - Mihnea-Paul Dragomir
- Institute of Pathology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of HealthBerlinGermany
- Berlin Institute of HealthBerlinGermany
- German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK)HeidelbergGermany
| | | | - Sabine Tejpar
- Faculty of Medicine, Digestive Oncology Unit, Katholieke Universiteit LeuvenLeuvenBelgium
| | - Vlad Popovici
- RECETOX, Faculty of Science, Masarykova UniverzitaBrnoCzech Republic
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Kasurinen J, Beilmann-Lehtonen I, Kaprio T, Hagström J, Haglund C, Böckelman C. Phenotypic subtypes predict outcomes in colorectal cancer. Acta Oncol 2023; 62:245-252. [PMID: 36867078 DOI: 10.1080/0284186x.2023.2183779] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/04/2023]
Abstract
BACKGROUND Colorectal cancer (CRC) is the second leading cause of cancer-related deaths globally. The Colorectal Cancer Subtyping Consortium used the transcriptome-based method to classify CRC according to four molecular subtypes, each showing different genomic alterations and prognoses: CMS1 (microsatellite instable [MSI] immune), CMS2 (canonical), CMS3 (metabolic), and CMS4 (mesenchymal). To expedite the clinical implementation of such methods, easier and preferably tumor phenotype-based methods are needed. In this study, we describe a method to divide patients into four phenotypic subgroups using immunohistochemistry. Moreover, we analyze disease-specific survival (DSS) among different phenotypic subtypes and the associations between the phenotypic subtypes and clinicopathological variables. METHODS We categorized 480 surgically treated CRC patients into four phenotypic subtypes (immune, canonical, metabolic, and mesenchymal) using the immunohistochemically determined CD3-CD8 tumor-stroma index, proliferation index, and tumor-stroma percentage. We analyzed survival rates for the phenotypic subtypes in different clinical patient subgroups using the Kaplan-Meier method and Cox regression analysis. Associations between phenotypic subtypes and clinicopathological variables were examined using the chi-square test. RESULTS Patients with immune subtype tumors exhibited the best 5-year DSS, while mesenchymal subtype tumors accompanied the worst prognosis. The prognostic value of the canonical subtype showed wide variation among different clinical subgroups. Immune subtype tumors were associated with being female, stage I disease, and a right-side colon location. Metabolic tumors, however, were associated with pT3 and pT4 tumors, and being male. Finally, a mesenchymal subtype associated with stage IV disease, a mucinous histology, and a rectal tumor location. CONCLUSIONS Phenotypic subtype predicts patient outcome in CRC. Associations and prognostic values for subtypes resemble the transcriptome-based consensus molecular subtypes (CMS) classification. In our study, the immune subtype stood out with its exceptionally good prognosis. Moreover, the canonical subtype showed wide variability among clinical subgroups. Further studies are needed to investigate the concordance between transcriptome-based classification systems and the phenotypic subtypes.
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Affiliation(s)
- Jussi Kasurinen
- Translational Cancer Medicine Research Program, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Ines Beilmann-Lehtonen
- Translational Cancer Medicine Research Program, Faculty of Medicine, University of Helsinki, Helsinki, Finland.,Department of Surgery, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Tuomas Kaprio
- Translational Cancer Medicine Research Program, Faculty of Medicine, University of Helsinki, Helsinki, Finland.,Department of Surgery, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Jaana Hagström
- Department of Surgery, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.,Department of Pathology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.,Department of Oral Pathology and Radiology, University of Turku, Turku, Finland
| | - Caj Haglund
- Translational Cancer Medicine Research Program, Faculty of Medicine, University of Helsinki, Helsinki, Finland.,Department of Surgery, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Camilla Böckelman
- Translational Cancer Medicine Research Program, Faculty of Medicine, University of Helsinki, Helsinki, Finland.,Department of Surgery, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
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4
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Alexander PG, van Wyk HC, Pennel KAF, Hay J, McMillan DC, Horgan PG, Roxburgh CSD, Edwards J, Park JH. The Glasgow Microenvironment Score and risk and site of recurrence in TNM I-III colorectal cancer. Br J Cancer 2023; 128:556-567. [PMID: 36476660 PMCID: PMC9938140 DOI: 10.1038/s41416-022-02069-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Revised: 11/10/2022] [Accepted: 11/14/2022] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Glasgow Microenvironment Score (GMS) stratifies long-term survival into three groups based on tumour phenotype: peritumoural inflammation (Klintrup-Mäkinen (KM)) and tumour stroma percentage (TSP). However, it is not known if the location of disease recurrence is influenced by the GMS category. METHODS Seven hundred and eighty-three TNM I-III colorectal cancers (CRC) were included. GMS (GMS0-high KM; GMS1-low KM, low TSP; GMS2-low KM, high TSP) and cancer-specific survival (CSS), overall survival (OS) and disease recurrence were assessed using Cox regression analysis. RESULTS Of the 783 patients, 221 developed CRC recurrence; 65 developed local recurrence + systemic disease. GMS was independent for CSS (HR 1.50, 95% CI 1.17-1.92, p < 0.001) and OS (HR 1.23, 1.05-1.44, p = 0.01). Higher GMS category was associated with T-stage, N-stage, emergency presentation and venous invasion. GMS was independent for local+systemic recurrence (HR 11.53, 95% CI 1.45-91.85, p = 0.04) and distant-only recurrence (HR 3.01, 95% CI 1.59-5.71, p = 0.002). GMS 2 disease did not appear to have statistically better outcomes with adjuvant chemotherapy in high-risk disease. CONCLUSION Although confounded by a higher rate of T4 and node-positive disease, GMS 1 and 2 are associated with an increased risk of local and distant recurrence. GMS is an independent poor prognostic indicator for recurrent colorectal cancer. Higher GMS patients may benefit from enhanced postoperative surveillance.
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Affiliation(s)
- P G Alexander
- School of Medicine, University of Glasgow, Glasgow, UK.
| | - H C van Wyk
- School of Medicine, University of Glasgow, Glasgow, UK
| | - K A F Pennel
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - J Hay
- Glasgow Tissue Research Facility, University of Glasgow, Queen Elizabeth University Hospital, Glasgow, UK
| | - D C McMillan
- School of Medicine, University of Glasgow, Glasgow, UK
| | - P G Horgan
- School of Medicine, University of Glasgow, Glasgow, UK
| | - C S D Roxburgh
- School of Medicine, University of Glasgow, Glasgow, UK
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - J Edwards
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - J H Park
- School of Medicine, University of Glasgow, Glasgow, UK
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5
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Corry SM, McCorry AM, Lannagan TR, Leonard NA, Fisher NC, Byrne RM, Tsantoulis P, Cortes-Lavaud X, Amirkhah R, Redmond KL, McCooey AJ, Malla SB, Rogan E, Sakhnevych S, Gillespie MA, White M, Richman SD, Jackstadt RF, Campbell AD, Maguire S, McDade SS, Longley DB, Loughrey MB, Coleman HG, Kerr EM, Tejpar S, Maughan T, Leedham SJ, Small DM, Ryan AE, Sansom OJ, Lawler M, Dunne PD. Activation of innate-adaptive immune machinery by poly(I:C) exposes a therapeutic vulnerability to prevent relapse in stroma-rich colon cancer. Gut 2022; 71:2502-2517. [PMID: 35477539 PMCID: PMC9664095 DOI: 10.1136/gutjnl-2021-326183] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/23/2021] [Accepted: 03/12/2022] [Indexed: 12/08/2022]
Abstract
OBJECTIVE Stroma-rich tumours represent a poor prognostic subtype in stage II/III colon cancer (CC), with high relapse rates and limited response to standard adjuvant chemotherapy. DESIGN To address the lack of efficacious therapeutic options for patients with stroma-rich CC, we stratified our human tumour cohorts according to stromal content, enabling identification of the biology underpinning relapse and potential therapeutic vulnerabilities specifically within stroma-rich tumours that could be exploited clinically. Following human tumour-based discovery and independent clinical validation, we use a series of in vitro and stroma-rich in vivo models to test and validate the therapeutic potential of elevating the biology associated with reduced relapse in human tumours. RESULTS By performing our analyses specifically within the stroma-rich/high-fibroblast (HiFi) subtype of CC, we identify and validate the clinical value of a HiFi-specific prognostic signature (HPS), which stratifies tumours based on STAT1-related signalling (High-HPS v Low-HPS=HR 0.093, CI 0.019 to 0.466). Using in silico, in vitro and in vivo models, we demonstrate that the HPS is associated with antigen processing and presentation within discrete immune lineages in stroma-rich CC, downstream of double-stranded RNA and viral response signalling. Treatment with the TLR3 agonist poly(I:C) elevated the HPS signalling and antigen processing phenotype across in vitro and in vivo models. In an in vivo model of stroma-rich CC, poly(I:C) treatment significantly increased systemic cytotoxic T cell activity (p<0.05) and reduced liver metastases (p<0.0002). CONCLUSION This study reveals new biological insight that offers a novel therapeutic option to reduce relapse rates in patients with the worst prognosis CC.
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Affiliation(s)
- Shania M Corry
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Amy Mb McCorry
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | | | - Niamh A Leonard
- Lambe Institute for Translational Research, College of Medicine Nursing and Health Sciences, National University of Ireland, Galway, Ireland
- Discipline of Pharmacology & Therapeutics, School of Medicine, National University of Ireland, Galway, Ireland
| | - Natalie C Fisher
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Ryan M Byrne
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | | | | | - Raheleh Amirkhah
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Keara L Redmond
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Aoife J McCooey
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Sudhir B Malla
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Emily Rogan
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Svetlana Sakhnevych
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Michael A Gillespie
- Cancer Research UK, Beatson Institute for Cancer Research, Glasgow, UK
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Mark White
- Cancer Research UK, Beatson Institute for Cancer Research, Glasgow, UK
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Susan D Richman
- Leeds Institute of Medical Research, University of Leeds, Leeds, UK
| | - Rene-Filip Jackstadt
- Cancer Research UK, Beatson Institute for Cancer Research, Glasgow, UK
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI-STEM gGmbH) and Cancer Progression and Metastasis Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Andrew D Campbell
- Cancer Research UK, Beatson Institute for Cancer Research, Glasgow, UK
| | - Sarah Maguire
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Simon S McDade
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Daniel B Longley
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Maurice B Loughrey
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
- Cellular Pathology, Belfast Health and Social Care Trust, Belfast, UK
- Centre for Public Health, Queens University Belfast, Belfast, UK
| | - Helen G Coleman
- Centre for Public Health, Queens University Belfast, Belfast, UK
| | - Emma M Kerr
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Sabine Tejpar
- Digestive Oncology Unit, University Ospital Gasthuisberg, Leuven, Belgium
| | | | - Simon J Leedham
- Wellcome Trust Centre Human Genetics, University of Oxford, Oxford, UK
| | - Donna M Small
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Aideen E Ryan
- Lambe Institute for Translational Research, College of Medicine Nursing and Health Sciences, National University of Ireland, Galway, Ireland
- Discipline of Pharmacology & Therapeutics, School of Medicine, National University of Ireland, Galway, Ireland
| | - Owen J Sansom
- Cancer Research UK, Beatson Institute for Cancer Research, Glasgow, UK
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Mark Lawler
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Philip D Dunne
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
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Wang Y, Qu M, Liu Y, Wang H, Dong Y, Zhou X. KLK12 Regulates MMP-1 and MMP-9 via Bradykinin Receptors: Biomarkers for Differentiating Latent and Active Bovine Tuberculosis. Int J Mol Sci 2022; 23:ijms232012257. [PMID: 36293113 PMCID: PMC9603359 DOI: 10.3390/ijms232012257] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Revised: 09/24/2022] [Accepted: 10/05/2022] [Indexed: 11/16/2022] Open
Abstract
It has been established that kallikrein12 (KLK12) expression is closely related to bovine tuberculosis (bTB) development. Herein, we sought to clarify the regulatory mechanism of KLK12 and its application in tuberculosis diagnosis. KLK12 knockdown macrophages were produced by siRNA transfection. Bradykinin receptors (BR, including B1R and B2R) were blocked with specific inhibitors. Mannose-capped lipoarabinomannan (ManLAM) was extracted from Mycobacterium bovis (M. bovis) and used to study the mechanism of KLK12 activation. In addition, we constructed different mouse models representing the latent and active stages of M. bovis infection. Mouse models and clinical serum samples were used to assess the diagnostic value of biomarkers. Through the above methods, we confirmed that KLK12 regulates MMP-1 and MMP-9 via BR. KLK12 upregulation is mediated by the M. bovis-specific antigen ManLAM. KLK12, MMP-1, and MMP-9 harbor significant value as serological markers for differentiating between latent and active bTB, especially KLK12. In conclusion, we identified a novel signaling pathway, KLK12/BR/ERK/MMPs, in M. bovis-infected macrophages, which is activated by ManLAM. From this signaling pathway, KLK12 can be used as a serological marker to differentiate between latent and active bTB. Importantly, KLK12 also has enormous potential for the clinical diagnosis of human tuberculosis (TB).
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Alexander PG, Matly AAM, Jirapongwattana N, Pennel KAF, van Wyk HC, McMillan DC, Horgan PG, Roxburgh CSD, Thuwajit C, Roseweir AK, Quinn J, Park JH, Edwards J. The relationship between the Glasgow Microenvironment Score and Markers of Epithelial-to-Mesenchymal Transition in TNM II-III Colorectal Cancer. Hum Pathol 2022; 127:1-11. [PMID: 35623467 DOI: 10.1016/j.humpath.2022.05.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Revised: 05/13/2022] [Accepted: 05/18/2022] [Indexed: 11/04/2022]
Abstract
BACKGROUND Recently published work on the Glasgow Microenvironment Score (GMS) demonstrated its relevance as a biomarker in TNM II-III colorectal cancer (CRC). Epithelial-to-Mesenchymal Transition (EMT) markers in colorectal cancer have also shown promise as prognostic biomarkers. This study aimed to assess the relationship between GMS and markers of EMT in stage II-III CRC. PATIENTS AND METHODS A previously constructed tissue microarray of CRC tumours resected between 2000 and 2007 from the Western Infirmary, Stobhill and Gartnavel General hospitals in Glasgow was used. Immunohistochemistry was performed for five markers of EMT: E-cadherin, B-catenin, Fascin, Snail and Zeb1. Two-hundred and thirty-eight TNM II-III CRC with valid scores for all EMT markers and GMS were assessed. The prognostic significance of markers of EMT in this cohort and relationships between GMS and markers of EMT were determined. RESULTS High cytoplasmic and nuclear B-catenin and membrane Zeb-1 were significant for worse CSS (HR 1.67, 95% CI 1.01-2.76, p<0.05; HR 2.22, 95% CI 1.24-3.97, p<0.01; and HR 2.00, 95% CI 1.07-3.77, p=0.03, respectively). GMS 0 associated with low membrane Fascin (p=0.03), whereas membrane and cytoplasmic Fascin were observed to be highest in GMS 1, but lower in GMS 2. Nuclear B-catenin was lowest in GMS 0, but highest in GMS 2 (p=0.03), in keeping with its role in facilitating EMT. CONCLUSIONS Novel associations were demonstrated between GMS categories and markers of EMT, particularly B-catenin and Fascin, which require further investigation in independent cohorts.
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Affiliation(s)
| | - Amna A M Matly
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom.
| | - Niphat Jirapongwattana
- Department of Immunology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700 THAILAND
| | - Kathryn A F Pennel
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Hester C van Wyk
- School of Medicine, University of Glasgow, Glasgow, United Kingdom
| | | | - Paul G Horgan
- School of Medicine, University of Glasgow, Glasgow, United Kingdom
| | - Campbell S D Roxburgh
- School of Medicine, University of Glasgow, Glasgow, United Kingdom; Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Chanitra Thuwajit
- Department of Immunology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700 THAILAND
| | - Antonia K Roseweir
- School of Medicine, University of Glasgow, Glasgow, United Kingdom; Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Jean Quinn
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - James H Park
- School of Medicine, University of Glasgow, Glasgow, United Kingdom
| | - Joanne Edwards
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
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8
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Gao J, Shen Z, Deng Z, Mei L. Impact of Tumor-Stroma Ratio on the Prognosis of Colorectal Cancer: A Systematic Review. Front Oncol 2021; 11:738080. [PMID: 34868930 PMCID: PMC8635241 DOI: 10.3389/fonc.2021.738080] [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: 07/08/2021] [Accepted: 10/22/2021] [Indexed: 12/27/2022] Open
Abstract
BACKGROUND It is critical to develop a reliable and cost-effective prognostic tool for colorectal cancer (CRC) stratification and treatment optimization. Tumor-stroma ratio (TSR) may be a promising indicator of poor prognosis in CRC patients. As a result, we conducted a systematic review on the predictive value of TSR in CRC. METHODS This study was carried out according to Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) 2020 guideline. An electronic search was completed using commonly used databases PubMed, CENTRAL, Cochrane Central Register of Controlled Trials, and Google scholar till the last search up to May 30, 2021. STATA version 13 was used to analyze the data. RESULTS A total of 13 studies [(12 for disease-free survival (DFS) and nine studies for overall survival (OS)] involving 4,857 patients met the inclusion criteria for the systematic review in the present study. In individuals with stage II CRC, stage III CRC, or mixed stage CRC, we observed a significantly higher pooled hazard ratio (HR) in those with a low TSR/greater stromal content (HR, 1.54; 95% CI: 1.20 to 1.88), (HR, 1.90; 95% CI: 1.35 to 2.45), and (HR, 1.70; 95% CI: 1.45 to 1.95), respectively, for predicting DFS. We found that a low TSR ratio had a statistically significant predictive relevance for stage II (HR, 1.43; 95% CI: 1.09 to 1.77) and mixed stages of CRC (HR, 1.65; 95% CI: 1.31 to 2.0) for outcome OS. CONCLUSION In patients with CRC, low TSR was found to be a prognostic factor for a worse prognosis (DFS and OS).
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Affiliation(s)
- Jinlai Gao
- Department of Pathology, Huzhou Maternity and Child Health Care Hospital, Huzhou, China
| | - Zhangguo Shen
- School of Information Engineering, Huzhou University, Huzhou, China
| | - Zaixing Deng
- Department of Pathology, Huzhou Maternity and Child Health Care Hospital, Huzhou, China
| | - Lina Mei
- Department of Internal Medicine, Huzhou Maternity and Child Health Care Hospital, Huzhou, China
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9
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Jiang D, Hveem TS, Glaire M, Church DN, Kerr DJ, Yang L, Danielsen HE. Automated assessment of CD8 + T-lymphocytes and stroma fractions complement conventional staging of colorectal cancer. EBioMedicine 2021; 71:103547. [PMID: 34479131 PMCID: PMC8411014 DOI: 10.1016/j.ebiom.2021.103547] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2021] [Revised: 07/18/2021] [Accepted: 08/08/2021] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND Tumor development is critically dependent on the supporting stroma consisting of inflammatory cells and fibroblasts. This study intended to improve prognostic prediction for early colorectal cancer (CRC) by combined estimation of T-lymphocyte and stroma fractions with conventional markers. METHODS In total 509 and 1041 stage II/ΙΙΙ CRC from the VICTOR and QUASAR 2 trials were included as a training set and a validation set, respectively. Intratumoral CD8+ T-lymphocytes and stroma were identified and quantified by machine-based learning on digital sections. The primary endpoint was to evaluate the prognostic value of the combined marker for time to recurrence (TTR). FINDINGS For low-risk patients (n = 598; stage Ⅱ, and stage ΙΙΙ pT1-3 pN1 with neither lymphatic (L-) nor vascular (V-) invasion), low stroma fraction (n = 511) identified a good prognostic subgroup with 5-year TTR of 86% (95% CI 83-89), versus the high stroma subgroup TTR of 78% (HR = 1.75, 95% CI 1.05-2.92; P = 0.029). For high-risk patients (n = 394; stage ΙΙΙ pT3 pN1 L+/V+, pT4, or pN2), combined low CD8+ and high stroma fraction identified a poor prognostic subgroup (n = 34) with 5-year TTR of 29% (95% CI 17-50), versus the high CD8+ fraction and low stroma fraction subgroup (n = 138) of 64% (HR = 2.86, 95% CI 1.75-4.69; P < 0.001). INTERPRETATION Quantification of intratumoral CD8+ T-lymphocyte and stroma fractions can be combined with conventional prognostic markers to improve patient stratification.
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Affiliation(s)
- Dan Jiang
- Sichuan University-University of Oxford Huaxi Joint Centre for Gastrointestinal Cancer, West China Hospital, Sichuan University, Chengdu, China; Department of Pathology, West China Hospital, Sichuan University, Chengdu, China; Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Tarjei S Hveem
- Institute for Cancer Genetics and Informatics, Oslo University Hospital, Oslo, Norway
| | - Mark Glaire
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - David N Church
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, United Kingdom; NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, John Radcliffe Hospital, Oxford, United Kingdom
| | - David J Kerr
- Sichuan University-University of Oxford Huaxi Joint Centre for Gastrointestinal Cancer, West China Hospital, Sichuan University, Chengdu, China; Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Li Yang
- Sichuan University-University of Oxford Huaxi Joint Centre for Gastrointestinal Cancer, West China Hospital, Sichuan University, Chengdu, China; Department of Gastroenterology and Hepatology, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Håvard E Danielsen
- Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom; Institute for Cancer Genetics and Informatics, Oslo University Hospital, Oslo, Norway; Department of Informatics, University of Oslo, Oslo, Norway.
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10
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Hanna CR, Boyd KA, Wincenciak J, Graham J, Iveson T, Jones RJ, Wilson R. Do clinical trials change practice? A longitudinal, international assessment of colorectal cancer prescribing practices. Cancer Treat Res Commun 2021; 28:100445. [PMID: 34425469 DOI: 10.1016/j.ctarc.2021.100445] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2021] [Revised: 08/08/2021] [Accepted: 08/10/2021] [Indexed: 12/20/2022]
Abstract
INTRODUCTION Over half of the 1.5 million individuals globally who are diagnosed with colorectal cancer (CRC) present with stage II-III disease. Understanding clinician attitudes towards treatment for this group is paramount to contextualise real-world outcomes and plan future trials. The aim of this study was to assess clinician awareness of trials assessing the optimal duration of CRC adjuvant therapy, their attitudes towards shorter treatment and their self-reported practice. METHODS A survey was developed using OnlineSurveys® and distributed to clinicians in April 2019, with a follow-up survey disseminated to a subset of respondents in August 2020. Microsoft Excel® and Stata® were used for analysis. RESULTS 265 clinicians replied to the first survey, with the majority aware of findings from the International Duration Evaluation of Adjuvant Therapy collaboration and contributory trials. Practice change was greatest for patients under 70 with low-risk stage III CRC, with most uncertainty around using 3-months of doublet chemotherapy for high-risk stage II disease. In August 2020, clinicians (n = 106) were more likely to use 3-months of FOLFOX for low-risk stage III disease and 3-months of CAPOX for stage II disease compared to April 2019. There was no indication that the COVID-19 pandemic had enduring changes on treatment decisions beyond those made in response to trial evidence. DISCUSSION Clinicians use a risk-stratified approach to treat CRC the adjuvant setting. Lower utilisation of doublet chemotherapy for older and stage II patients has affected the extent of trial implementation. Active dialogue regarding how trial results apply to these groups may improve consensus.
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Affiliation(s)
- Catherine R Hanna
- CRUK Clinical Trials Unit, Institute of Cancer Sciences, University of Glasgow CRUK Clinical Trials Unit Glasgow, 1042 Great Western Road, Glasgow G12 0YN, United Kingdom.
| | - Kathleen A Boyd
- Health Economic and Health Technology Assessment, Institute of Health and Wellbeing, University of Glasgow 1 Lilybank Gardens, Glasgow G12 8RZ, United Kingdom
| | - Joanna Wincenciak
- School of Education, University of Glasgow 1 Eldon St, Glasgow G3 6NH, United Kingdom
| | - Janet Graham
- Beatson West of Scotland Cancer Centre and Institute of Cancer Sciences, University of Glasgow 1053 Great Western Road, G12 0YN Wolfson Wohl Cancer Research Centre, Glasgow, United Kingdom.
| | - Timothy Iveson
- University of Southampton University Hospital NHS Foundation Trust, Tremona Road, Southampton SO16 0YD, United Kingdom.
| | - Robert J Jones
- CRUK Clinical Trials Unit, Institute of Cancer Sciences, University of Glasgow CRUK Clinical Trials Unit Glasgow, 1042 Great Western Road, Glasgow G12 0YN, United Kingdom
| | - Richard Wilson
- Beatson West of Scotland Cancer Centre and Institute of Cancer Sciences, University of Glasgow 1053 Great Western Road, G12 0YN Wolfson Wohl Cancer Research Centre, Glasgow, United Kingdom
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11
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Wilkinson K, Ng W, Roberts TL, Becker TM, Lim SHS, Chua W, Lee CS. Tumour immune microenvironment biomarkers predicting cytotoxic chemotherapy efficacy in colorectal cancer. J Clin Pathol 2021; 74:625-634. [PMID: 33753562 PMCID: PMC8461409 DOI: 10.1136/jclinpath-2020-207309] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Accepted: 12/22/2020] [Indexed: 12/22/2022]
Abstract
The role of the local tumour and stromal immune landscape is increasingly recognised to be important in cancer development, progression and response to therapy. The composition, function, spatial orientation and gene expression profile of the infiltrate of the innate and adaptive immune system at the tumour and surrounding tissue has an established prognostic role in colorectal cancer (CRC). Multiple studies have confirmed that a tumour immune microenvironment (TIME) reflective of a type 1 adaptive immune response is associated with improved prognosis. There have been significant efforts to evolve these observations into validated, histopathology-based prognostic biomarkers, such as the Immunoscore. However, the clinical need lies much more in the development of predictive, not prognostic, biomarkers which have the potential to improve patient outcomes. This is particularly pertinent to help guide cytotoxic chemotherapy use in CRC, which remains the standard of care. Cytotoxic chemotherapy has recognised immunomodulatory activity distinct from its antimitotic effects, including mechanisms such as immunogenic cell death (ICD) and induction/inhibition of key immune players. Response to chemotherapy may differ with regard to molecular subtype of CRC, which are strongly associated with immune phenotypes. Thus, immune markers are potentially useful, though under-reported, predictive biomarkers. In this review, we discuss the impact of the TIME on response to cytotoxic chemotherapy in CRC, with a focus on baseline immune markers, and associated genomic and transcriptomic signatures.
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Affiliation(s)
- Kate Wilkinson
- Liverpool Cancer Therapy Centre, Liverpool Hospital, Liverpool, New South Wales, Australia .,School of Medicine, Western Sydney University, Liverpool, New South Wales, Australia
| | - Weng Ng
- Liverpool Cancer Therapy Centre, Liverpool Hospital, Liverpool, New South Wales, Australia.,School of Medicine, Western Sydney University, Liverpool, New South Wales, Australia
| | - Tara Laurine Roberts
- School of Medicine, Western Sydney University, Liverpool, New South Wales, Australia.,Ingham Institute for Applied Medical Research, Liverpool, New South Wales, Australia
| | - Therese M Becker
- School of Medicine, Western Sydney University, Liverpool, New South Wales, Australia.,Ingham Institute for Applied Medical Research, Liverpool, New South Wales, Australia
| | - Stephanie Hui-Su Lim
- School of Medicine, Western Sydney University, Liverpool, New South Wales, Australia.,Ingham Institute for Applied Medical Research, Liverpool, New South Wales, Australia.,Macarthur Cancer Therapy Centre, Campbelltown Hospital, Campbelltown, New South Wales, Australia
| | - Wei Chua
- Liverpool Cancer Therapy Centre, Liverpool Hospital, Liverpool, New South Wales, Australia.,School of Medicine, Western Sydney University, Liverpool, New South Wales, Australia.,Ingham Institute for Applied Medical Research, Liverpool, New South Wales, Australia
| | - Cheok Soon Lee
- School of Medicine, Western Sydney University, Liverpool, New South Wales, Australia.,Ingham Institute for Applied Medical Research, Liverpool, New South Wales, Australia.,Department of Anatomical Pathology, Liverpool Hospital, Liverpool, New South Wales, Australia
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12
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Loughrey MB, Fisher NC, McCooey AJ, Dunne PD. Comment on "Identification of EMT-related high-risk stage II colorectal cancer and characterisation of metastasis-related genes". Br J Cancer 2021; 124:1175-1176. [PMID: 33311590 PMCID: PMC7961054 DOI: 10.1038/s41416-020-01213-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2020] [Revised: 11/16/2020] [Accepted: 11/25/2020] [Indexed: 01/29/2023] Open
Affiliation(s)
- Maurice B Loughrey
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, UK
- Centre for Public Health, Queen's University Belfast, Belfast, UK
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Natalie C Fisher
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Aoife J McCooey
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Philip D Dunne
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK.
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13
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Alexander PG, Roseweir AK, Pennel KAF, van Wyk HC, Powell AGMT, McMillan DC, Horgan PG, Kelly C, Hay J, Sansom O, Harkin A, Roxburgh CSD, Graham J, Church DN, Tomlinson I, Saunders M, Iveson TJ, Edwards J, Park JH. The Glasgow Microenvironment Score associates with prognosis and adjuvant chemotherapy response in colorectal cancer. Br J Cancer 2021; 124:786-796. [PMID: 33223535 PMCID: PMC7884404 DOI: 10.1038/s41416-020-01168-x] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2020] [Revised: 10/12/2020] [Accepted: 10/28/2020] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND The Glasgow Microenvironment Score (GMS) combines peritumoural inflammation and tumour stroma percentage to assess interactions between tumour and microenvironment. This was previously demonstrated to associate with colorectal cancer (CRC) prognosis, and now requires validation and assessment of interactions with adjuvant therapy. METHODS Two cohorts were utilised; 862 TNM I-III CRC validation cohort, and 2912 TNM II-III CRC adjuvant chemotherapy cohort (TransSCOT). Primary endpoints were disease-free survival (DFS) and relapse-free survival (RFS). Exploratory endpoint was adjuvant chemotherapy interaction. RESULTS GMS independently associated with DFS (p = 0.001) and RFS (p < 0.001). GMS significantly stratified RFS for both low risk (GMS 0 v GMS 2: HR 3.24 95% CI 1.85-5.68, p < 0.001) and high-risk disease (GMS 0 v GMS 2: HR 2.18 95% CI 1.39-3.41, p = 0.001). In TransSCOT, chemotherapy type (pinteraction = 0.013), but not duration (p = 0.64) was dependent on GMS. Furthermore, GMS 0 significantly associated with improved DFS in patients receiving FOLFOX compared with CAPOX (HR 2.23 95% CI 1.19-4.16, p = 0.012). CONCLUSIONS This study validates the GMS as a prognostic tool for patients with stage I-III colorectal cancer, independent of TNM, with the ability to stratify both low- and high-risk disease. Furthermore, GMS 0 could be employed to identify a subset of patients that benefit from FOLFOX over CAPOX.
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Affiliation(s)
| | - Antonia K Roseweir
- School of Medicine, University of Glasgow, Glasgow, UK.
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK.
| | | | | | | | | | - Paul G Horgan
- School of Medicine, University of Glasgow, Glasgow, UK
| | - Caroline Kelly
- CRUK Clinical Trials Unit, The Beatson West of Scotland Cancer Centre, Gartnavel Hospital, Glasgow, UK
| | - Jennifer Hay
- Glasgow Tissue Research Facility, University of Glasgow, Queen Elizabeth University Hospital, Glasgow, UK
| | - Owen Sansom
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
- CRUK Beatson Institute of Cancer Research, Garscube Estate, Glasgow, UK
| | - Andrea Harkin
- CRUK Clinical Trials Unit, The Beatson West of Scotland Cancer Centre, Gartnavel Hospital, Glasgow, UK
| | - Campbell S D Roxburgh
- School of Medicine, University of Glasgow, Glasgow, UK
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Janet Graham
- CRUK Clinical Trials Unit, The Beatson West of Scotland Cancer Centre, Gartnavel Hospital, Glasgow, UK
| | - David N Church
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, John Radcliffe Hospital, Oxford, UK
| | - Ian Tomlinson
- Edinburgh Cancer Research Centre, IGMM, University of Edinburgh, Crewe Road, Edinburgh, EH4 2XU, UK
| | | | - Tim J Iveson
- Southampton University Hospital NHS Foundation Trust, Southampton, UK
| | - Joanne Edwards
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - James H Park
- School of Medicine, University of Glasgow, Glasgow, UK
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14
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Suzuki T, Hayman L, Kilbey A, Edwards J, Coffelt SB. Gut γδ T cells as guardians, disruptors, and instigators of cancer. Immunol Rev 2020; 298:198-217. [PMID: 32840001 DOI: 10.1111/imr.12916] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2020] [Revised: 07/24/2020] [Accepted: 07/26/2020] [Indexed: 08/17/2023]
Abstract
Colorectal cancer is the third most common cancer worldwide with nearly 2 million cases per year. Immune cells and inflammation are a critical component of colorectal cancer progression, and they are used as reliable prognostic indicators of patient outcome. With the growing appreciation for immunology in colorectal cancer, interest is growing on the role γδ T cells have to play, as they represent one of the most prominent immune cell populations in gut tissue. This group of cells consists of both resident populations-γδ intraepithelial lymphocytes (γδ IELs)-and transient populations that each has unique functions. The homeostatic role of these γδ T cell subsets is to maintain barrier integrity and prevent microorganisms from breaching the mucosal layer, which is accomplished through crosstalk with enterocytes and other immune cells. Recent years have seen a surge in discoveries regarding the regulation of γδ IELs in the intestine and the colon with particular new insights into the butyrophilin family. In this review, we discuss the development, specialities, and functions of γδ T cell subsets during cancer progression. We discuss how these cells may be used to predict patient outcome, as well as how to exploit their behavior for cancer immunotherapy.
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Affiliation(s)
- Toshiyasu Suzuki
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
- Cancer Research UK Beatson Institute, Glasgow, UK
| | - Liam Hayman
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Anna Kilbey
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
- Cancer Research UK Beatson Institute, Glasgow, UK
| | - Joanne Edwards
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Seth B Coffelt
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
- Cancer Research UK Beatson Institute, Glasgow, UK
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