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Makhlouf Y, Singh VK, Craig S, McArdle A, French D, Loughrey MB, Oliver N, Acevedo JB, O’Reilly P, James JA, Maxwell P, Salto-Tellez M. True-T - Improving T-cell response quantification with holistic artificial intelligence based prediction in immunohistochemistry images. Comput Struct Biotechnol J 2024; 23:174-185. [PMID: 38146436 PMCID: PMC10749253 DOI: 10.1016/j.csbj.2023.11.048] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Revised: 11/24/2023] [Accepted: 11/24/2023] [Indexed: 12/27/2023] Open
Abstract
The immune response associated with oncogenesis and potential oncological ther- apeutic interventions has dominated the field of cancer research over the last decade. T-cell lymphocytes in the tumor microenvironment are a crucial aspect of cancer's adaptive immunity, and the quantification of T-cells in specific can- cer types has been suggested as a potential diagnostic aid. However, this is cur- rently not part of routine diagnostics. To address this challenge, we present a new method called True-T, which employs artificial intelligence-based techniques to quantify T-cells in colorectal cancer (CRC) using immunohistochemistry (IHC) images. True-T analyses the chromogenic tissue hybridization signal of three widely recognized T-cell markers (CD3, CD4, and CD8). Our method employs a pipeline consisting of three stages: T-cell segmentation, density estimation from the segmented mask, and prediction of individual five-year survival rates. In the first stage, we utilize the U-Net method, where a pre-trained ResNet-34 is em- ployed as an encoder to extract clinically relevant T-cell features. The segmenta- tion model is trained and evaluated individually, demonstrating its generalization in detecting the CD3, CD4, and CD8 biomarkers in IHC images. In the second stage, the density of T-cells is estimated using the predicted mask, which serves as a crucial indicator for patient survival statistics in the third stage. This ap- proach was developed and tested in 1041 patients from four reference diagnostic institutions, ensuring broad applicability. The clinical effectiveness of True-T is demonstrated in stages II-IV CRC by offering valuable prognostic information that surpasses previous quantitative gold standards, opening possibilities for po- tential clinical applications. Finally, to evaluate the robustness and broader ap- plicability of our approach without additional training, we assessed the universal accuracy of the CD3 component of the True-T algorithm across 13 distinct solid tumors.
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Affiliation(s)
- Yasmine Makhlouf
- Precision Medicine Centre of Excellence, Health Sciences Building, The Patrick G Johnston, Centre for Cancer Research, Queen’s University Belfast, Belfast BT9 7AE, UK
| | - Vivek Kumar Singh
- Precision Medicine Centre of Excellence, Health Sciences Building, The Patrick G Johnston, Centre for Cancer Research, Queen’s University Belfast, Belfast BT9 7AE, UK
| | - Stephanie Craig
- Precision Medicine Centre of Excellence, Health Sciences Building, The Patrick G Johnston, Centre for Cancer Research, Queen’s University Belfast, Belfast BT9 7AE, UK
| | - Aoife McArdle
- Precision Medicine Centre of Excellence, Health Sciences Building, The Patrick G Johnston, Centre for Cancer Research, Queen’s University Belfast, Belfast BT9 7AE, UK
| | - Dominique French
- Precision Medicine Centre of Excellence, Health Sciences Building, The Patrick G Johnston, Centre for Cancer Research, Queen’s University Belfast, Belfast BT9 7AE, UK
| | - Maurice B. Loughrey
- Precision Medicine Centre of Excellence, Health Sciences Building, The Patrick G Johnston, Centre for Cancer Research, Queen’s University Belfast, Belfast BT9 7AE, UK
- Cellular Pathology, Belfast Health and Social Care Trust, Belfast City Hospital, Lisburn Road, Belfast BT9 7AB, UK
| | - Nicola Oliver
- Precision Medicine Centre of Excellence, Health Sciences Building, The Patrick G Johnston, Centre for Cancer Research, Queen’s University Belfast, Belfast BT9 7AE, UK
| | - Juvenal Baena Acevedo
- Precision Medicine Centre of Excellence, Health Sciences Building, The Patrick G Johnston, Centre for Cancer Research, Queen’s University Belfast, Belfast BT9 7AE, UK
| | | | - Jacqueline A. James
- Precision Medicine Centre of Excellence, Health Sciences Building, The Patrick G Johnston, Centre for Cancer Research, Queen’s University Belfast, Belfast BT9 7AE, UK
- Regional Molecular Diagnostic Service, Belfast Health and Social Care Trust, Belfast BT9 7AE, UK
| | - Perry Maxwell
- Precision Medicine Centre of Excellence, Health Sciences Building, The Patrick G Johnston, Centre for Cancer Research, Queen’s University Belfast, Belfast BT9 7AE, UK
| | - Manuel Salto-Tellez
- Precision Medicine Centre of Excellence, Health Sciences Building, The Patrick G Johnston, Centre for Cancer Research, Queen’s University Belfast, Belfast BT9 7AE, UK
- Sonrai Analytics, Belfast BT9 7AE, UK
- Regional Molecular Diagnostic Service, Belfast Health and Social Care Trust, Belfast BT9 7AE, UK
- Integrated Pathology Unit, Institute of Cancer Research and Royal Marsden Hospital, London SW7 3RP, UK
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Johnston DB, Coleman HG, Colvin D, Lawther S, Loughrey MB. Impact of COVID-19 on acute appendicitis presentation, management and pathology findings in adult and paediatric populations. PLoS One 2024; 19:e0300357. [PMID: 38630774 PMCID: PMC11023581 DOI: 10.1371/journal.pone.0300357] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Accepted: 02/23/2024] [Indexed: 04/19/2024] Open
Abstract
BACKGROUND We investigated the impact of the COVID-19 pandemic on trends of presentation, management and pathology findings in patients who underwent an appendicectomy for suspected acute appendicitis. METHOD The retrospective study reviewed patients (n = 939 adults and n = 329 children) who had an appendicectomy performed for suspected acute appendicitis and histopathology assessment in the Belfast Health and Social Care Trust, Northern Ireland. Pre-COVID-19 (March 2019 to February 2020) and COVID-19 Year 1 (March 2020 to February 2021) data were compared. Chi-squared tests were applied to compare timeframes. RESULTS 513 adult appendicectomies were performed in the immediate year pre-COVID-19, compared to 426 in COVID-19 Year 1, representing a 17% reduction. No such reduction was seen within the paediatric population, likely related to a change in regional paediatric referral criteria during the pandemic. When comparing COVID-19 Year 1 with pre-pandemic, fewer patients presented with <24 hours of symptoms (45% v 53%, p = 0.005), and there was greater use of pre-operative computed tomography imaging in adults (63.2% v 48.7%, p<0.001). Fewer adult and paediatric cases of simple acute appendicitis and non-diagnostic specimens, with relative increased proportions of perforated acute appendicitis, were observed in COVID-19 Year 1 compared with pre-pandemic. No absolute increase in perforated acute appendicitis cases was observed in adults. CONCLUSION Year 1 of the COVID-19 pandemic was associated with delayed presentation of acute appendicitis in adults and children. In adults, an overall reduction in appendicectomy operations, increased use of pre-operative diagnostic imaging, and fewer specimens showing simple acute appendicitis or non-diagnostic features, collectively support appropriate restriction of surgery for those patients with a more certain acute appendicitis diagnosis.
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Affiliation(s)
- Dorothy B. Johnston
- Centre for Public Health, Queen’s University Belfast, Belfast, United Kingdom
| | - Helen G. Coleman
- Centre for Public Health, Queen’s University Belfast, Belfast, United Kingdom
| | - David Colvin
- Department of Paediatric Surgery, Royal Belfast Hospital for Sick Children, Belfast Health and Social Care Trust, Belfast, United Kingdom
| | - Suzanne Lawther
- Department of Paediatric Surgery, Royal Belfast Hospital for Sick Children, Belfast Health and Social Care Trust, Belfast, United Kingdom
| | - Maurice B. Loughrey
- Centre for Public Health, Queen’s University Belfast, Belfast, United Kingdom
- Department of Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, United Kingdom
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Azam AS, Tsang YW, Thirlwall J, Kimani PK, Sah S, Gopalakrishnan K, Boyd C, Loughrey MB, Kelly PJ, Boyle DP, Salto-Tellez M, Clark D, Ellis IO, Ilyas M, Rakha E, Bickers A, Roberts ISD, Soares MF, Neil DAH, Takyi A, Raveendran S, Hero E, Evans H, Osman R, Fatima K, Hughes RW, McIntosh SA, Moran GW, Ortiz-Fernandez-Sordo J, Rajpoot NM, Storey B, Ahmed I, Dunn JA, Hiller L, Snead DRJ. Digital pathology for reporting histopathology samples, including cancer screening samples - definitive evidence from a multisite study. Histopathology 2024; 84:847-862. [PMID: 38233108 DOI: 10.1111/his.15129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 11/28/2023] [Accepted: 12/13/2023] [Indexed: 01/19/2024]
Abstract
AIMS To conduct a definitive multicentre comparison of digital pathology (DP) with light microscopy (LM) for reporting histopathology slides including breast and bowel cancer screening samples. METHODS A total of 2024 cases (608 breast, 607 GI, 609 skin, 200 renal) were studied, including 207 breast and 250 bowel cancer screening samples. Cases were examined by four pathologists (16 study pathologists across the four speciality groups), using both LM and DP, with the order randomly assigned and 6 weeks between viewings. Reports were compared for clinical management concordance (CMC), meaning identical diagnoses plus differences which do not affect patient management. Percentage CMCs were computed using logistic regression models with crossed random-effects terms for case and pathologist. The obtained percentage CMCs were referenced to 98.3% calculated from previous studies. RESULTS For all cases LM versus DP comparisons showed the CMC rates were 99.95% [95% confidence interval (CI) = 99.90-99.97] and 98.96 (95% CI = 98.42-99.32) for cancer screening samples. In speciality groups CMC for LM versus DP showed: breast 99.40% (99.06-99.62) overall and 96.27% (94.63-97.43) for cancer screening samples; [gastrointestinal (GI) = 99.96% (99.89-99.99)] overall and 99.93% (99.68-99.98) for bowel cancer screening samples; skin 99.99% (99.92-100.0); renal 99.99% (99.57-100.0). Analysis of clinically significant differences revealed discrepancies in areas where interobserver variability is known to be high, in reads performed with both modalities and without apparent trends to either. CONCLUSIONS Comparing LM and DP CMC, overall rates exceed the reference 98.3%, providing compelling evidence that pathologists provide equivalent results for both routine and cancer screening samples irrespective of the modality used.
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Affiliation(s)
- Ayesha S Azam
- University Hospitals Coventry and Warwickshire NHS Trust, Coventry, UK
- Warwick Medical School, University of Warwick, Coventry, UK
| | - Yee-Wah Tsang
- University Hospitals Coventry and Warwickshire NHS Trust, Coventry, UK
| | | | - Peter K Kimani
- Warwick Medical School, University of Warwick, Coventry, UK
| | - Shatrughan Sah
- University Hospitals Coventry and Warwickshire NHS Trust, Coventry, UK
| | | | - Clinton Boyd
- Belfast Health and Social Care Trust, Belfast, UK
| | - Maurice B Loughrey
- Belfast Health and Social Care Trust, Belfast, UK
- Queen's University, Belfast, UK
| | - Paul J Kelly
- Belfast Health and Social Care Trust, Belfast, UK
| | | | | | - David Clark
- Nottingham University Hospital NHS Trust, Nottingham, UK
| | - Ian O Ellis
- Nottingham University Hospital NHS Trust, Nottingham, UK
- University of Nottingham, Nottingham, UK
| | - Mohammad Ilyas
- Nottingham University Hospital NHS Trust, Nottingham, UK
- University of Nottingham, Nottingham, UK
| | - Emad Rakha
- Nottingham University Hospital NHS Trust, Nottingham, UK
- University of Nottingham, Nottingham, UK
| | - Adam Bickers
- Northern Lincolnshire and Goole NHS Foundation Trust, Scunthorpe, UK
| | - Ian S D Roberts
- Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Maria F Soares
- Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | | | - Abi Takyi
- University Hospitals Coventry and Warwickshire NHS Trust, Coventry, UK
| | | | - Emily Hero
- University Hospitals Coventry and Warwickshire NHS Trust, Coventry, UK
- University Hospitals of Leicester NHS Trust, Leicester, UK
| | - Harriet Evans
- University Hospitals Coventry and Warwickshire NHS Trust, Coventry, UK
- Warwick Medical School, University of Warwick, Coventry, UK
| | - Rania Osman
- University Hospitals Coventry and Warwickshire NHS Trust, Coventry, UK
| | - Khunsha Fatima
- Warwick Medical School, University of Warwick, Coventry, UK
| | - Rhian W Hughes
- University Hospitals Coventry and Warwickshire NHS Trust, Coventry, UK
| | | | | | | | - Nasir M Rajpoot
- Computer Science Department, University of Warwick, Coventry, UK
| | - Ben Storey
- Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Imtiaz Ahmed
- University Hospitals Coventry and Warwickshire NHS Trust, Coventry, UK
| | - Janet A Dunn
- Warwick Medical School, University of Warwick, Coventry, UK
| | - Louise Hiller
- Warwick Medical School, University of Warwick, Coventry, UK
| | - David R J Snead
- University Hospitals Coventry and Warwickshire NHS Trust, Coventry, UK
- Warwick Medical School, University of Warwick, Coventry, UK
- Computer Science Department, University of Warwick, Coventry, UK
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Golconda U, McHugh KE, Allende DS, Collins K, Henn P, Lacambra M, Bejarano PA, Groisman GM, Loughrey MB, Monappa V, Zhang X, Hornick JL, Gonzalez RS. Colorectal Carcinoma With Sarcomatoid Components: Report of 15 Cases and Literature Review of an Exceedingly Rare Carcinoma Subtype. Am J Surg Pathol 2024; 48:465-474. [PMID: 38155543 DOI: 10.1097/pas.0000000000002172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2023]
Abstract
Colorectal carcinoma with sarcomatoid components (which includes so-called carcinosarcomas and sarcomatoid carcinomas) is a rare subtype with 50 reported cases in the literature and overlapping criteria with undifferentiated carcinoma. We collected and described 15 cases from 10 men and 5 women, with a mean age of 66 years. Symptoms included abdominal pain and gastrointestinal bleeding. Most tumors presented in the rectosigmoid region, with a mean size of 8.2 cm. The sarcomatoid component, on average, represented 58% of the tumors and took many forms, including spindled (10 cases), anaplastic (9 cases), and rhabdoid (3 cases); one case showed osteoid matrix. Tumor budding was usually high, and tumor-infiltrating lymphocytes were usually low. The sarcomatoid component was keratin-positive in 10 cases. One case showed loss of mismatch repair protein expression, and 2 cases showed SMARCA4 loss (1 also with SMARCA2 loss). Molecular testing identified mutations in KRAS (n=1), NRAS (n=2), BRAF (n=2), APC (n=1), and TP53 (n=1) in a few cases. Tumors often presented at advanced stage, with 11 cases pT4, 9 cases with nodal metastases, and 7 cases with distant metastases. Follow-up was available for 10 cases (median: 2 months), with 2 alive without disease, 3 alive with disease, and 5 dead. Our findings roughly corresponded with those in previously reported cases. Colorectal carcinoma with sarcomatoid components is rare and aggressive, with a poor prognosis for many patients. We suggest that spindled cells, anaplasia, heterologous elements, and/or a component with definable sarcomatous lineage be used to distinguish colorectal carcinoma with sarcomatoid components from undifferentiated carcinoma.
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Affiliation(s)
| | - Kelsey E McHugh
- Department of Pathology, The Mayo Clinic Arizona, Phoenix, AZ
| | | | - Katrina Collins
- Department of Clinical Pathology and Laboratory Medicine, Indiana University, Indianapolis, IN
| | - Patrick Henn
- Department of Pathology, University of Colorado, Aurora, CO
| | - Maribel Lacambra
- Department of Anatomical and Cellular Pathology, The Chinese University ofHongKong, HongKong, China
| | | | | | - Maurice B Loughrey
- Department of Cellular Pathology, Royal Victoria Hospital, Belfast, Belfast Health and Social Care Trust, Belfast, Northern Ireland, United Kingdom
| | - Vidya Monappa
- Department of Pathology, Kasturba Medical College, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Xuchen Zhang
- Department of Pathology, Yale University School of Medicine, New Haven, CT
| | - Jason L Hornick
- Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA
| | - Raul S Gonzalez
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA
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5
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Malla SB, Byrne RM, Lafarge MW, Corry SM, Fisher NC, Tsantoulis PK, Mills ML, Ridgway RA, Lannagan TRM, Najumudeen AK, Gilroy KL, Amirkhah R, Maguire SL, Mulholland EJ, Belnoue-Davis HL, Grassi E, Viviani M, Rogan E, Redmond KL, Sakhnevych S, McCooey AJ, Bull C, Hoey E, Sinevici N, Hall H, Ahmaderaghi B, Domingo E, Blake A, Richman SD, Isella C, Miller C, Bertotti A, Trusolino L, Loughrey MB, Kerr EM, Tejpar S, Maughan TS, Lawler M, Campbell AD, Leedham SJ, Koelzer VH, Sansom OJ, Dunne PD. Pathway level subtyping identifies a slow-cycling biological phenotype associated with poor clinical outcomes in colorectal cancer. Nat Genet 2024; 56:458-472. [PMID: 38351382 PMCID: PMC10937375 DOI: 10.1038/s41588-024-01654-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2022] [Accepted: 01/03/2024] [Indexed: 02/29/2024]
Abstract
Molecular stratification using gene-level transcriptional data has identified subtypes with distinctive genotypic and phenotypic traits, as exemplified by the consensus molecular subtypes (CMS) in colorectal cancer (CRC). Here, rather than gene-level data, we make use of gene ontology and biological activation state information for initial molecular class discovery. In doing so, we defined three pathway-derived subtypes (PDS) in CRC: PDS1 tumors, which are canonical/LGR5+ stem-rich, highly proliferative and display good prognosis; PDS2 tumors, which are regenerative/ANXA1+ stem-rich, with elevated stromal and immune tumor microenvironmental lineages; and PDS3 tumors, which represent a previously overlooked slow-cycling subset of tumors within CMS2 with reduced stem populations and increased differentiated lineages, particularly enterocytes and enteroendocrine cells, yet display the worst prognosis in locally advanced disease. These PDS3 phenotypic traits are evident across numerous bulk and single-cell datasets, and demark a series of subtle biological states that are currently under-represented in pre-clinical models and are not identified using existing subtyping classifiers.
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Affiliation(s)
- Sudhir B Malla
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Ryan M Byrne
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Maxime W Lafarge
- Department of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Shania M Corry
- 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
| | | | | | | | | | | | | | - Raheleh Amirkhah
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Sarah L Maguire
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | | | | | - Elena Grassi
- Candiolo Cancer Institute, FPO IRCCS, Candiolo, Torino, Italy
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | - Marco Viviani
- Candiolo Cancer Institute, FPO IRCCS, Candiolo, Torino, Italy
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | - Emily Rogan
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Keara L Redmond
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Svetlana Sakhnevych
- 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
| | - Courtney Bull
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Emily Hoey
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Nicoleta Sinevici
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Holly Hall
- Cancer Research UK Scotland Institute, Glasgow, UK
| | - Baharak Ahmaderaghi
- School of Electronics, Electrical Engineering and Computer Science, Queen's University Belfast, Belfast, UK
| | - Enric Domingo
- Department of Oncology, University of Oxford, Oxford, Oxfordshire, UK
| | - Andrew Blake
- Department of Oncology, University of Oxford, Oxford, Oxfordshire, UK
| | - Susan D Richman
- Leeds Institute of Medical Research, University of Leeds, Leeds, UK
| | - Claudio Isella
- Candiolo Cancer Institute, FPO IRCCS, Candiolo, Torino, Italy
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | - Crispin Miller
- Cancer Research UK Scotland Institute, Glasgow, UK
- School of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Andrea Bertotti
- Candiolo Cancer Institute, FPO IRCCS, Candiolo, Torino, Italy
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | - Livio Trusolino
- Candiolo Cancer Institute, FPO IRCCS, Candiolo, Torino, Italy
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | - Maurice B Loughrey
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
- Department of Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK
| | - Emma M Kerr
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Sabine Tejpar
- Department of Oncology, Katholieke Universiteit Leuven, Leuven, Belgium
| | - Timothy S Maughan
- Department of Oncology, University of Oxford, Oxford, Oxfordshire, UK
| | - Mark Lawler
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | | | | | - Viktor H Koelzer
- Department of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Zurich, Switzerland
- Department of Oncology, University of Oxford, Oxford, Oxfordshire, UK
| | - Owen J Sansom
- Cancer Research UK Scotland Institute, Glasgow, UK
- School of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Philip D Dunne
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK.
- Cancer Research UK Scotland Institute, Glasgow, UK.
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Loughrey MB, Shepherd NA. Anal and Perianal Preneoplastic Lesions. Gastroenterol Clin North Am 2024; 53:201-220. [PMID: 38280748 DOI: 10.1016/j.gtc.2023.09.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2024]
Abstract
Anal cancer, mainly squamous cell carcinoma, is rare but increasing in prevalence, as is its precursor lesion, anal squamous dysplasia. They are both strongly associated with human papillomavirus infection. The 2-tiered Lower Anogenital Squamous Terminology classification, low-grade SIL and high-grade SIL, is preferred to the 3-tiered anal intraepithelial neoplasia classification because of better interobserver agreement and clearer management implications. Immunohistochemistry with p16 is helpful to corroborate the diagnosis of squamous dysplasia. Similarly, immunohistochemistry is helpful to differentiate primary Paget disease from secondary Paget disease, which is usually due to anal squamous mucosal/epidermal involvement by primary rectal adenocarcinoma.
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Affiliation(s)
- Maurice B Loughrey
- Department of Cellular Pathology, Royal Victoria Hospital, Grosvenor Road, Belfast, Northern Ireland BT12 6BA, United Kingdom.
| | - Neil A Shepherd
- Gloucestershire Cellular Pathology Laboratory, Cheltenham General Hospital, Sandford Road, Cheltenham GL53 7AN, United Kingdom
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7
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Nasreddin N, Jansen M, Loughrey MB, Wang LM, Koelzer VH, Rodriguez-Justo M, Novelli M, Fisher J, Brown MW, Al Bakir I, Hart AL, Dunne P, Graham TA, Leedham SJ. Poor Diagnostic Reproducibility in the Identification of Nonconventional Dysplasia in Colitis Impacts the Application of Histologic Stratification Tools. Mod Pathol 2024; 37:100419. [PMID: 38158125 DOI: 10.1016/j.modpat.2023.100419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2023] [Revised: 12/10/2023] [Accepted: 12/19/2023] [Indexed: 01/03/2024]
Abstract
Due to their increased cancer risk, patients with longstanding inflammatory bowel disease are offered endoscopic surveillance with concomitant histopathologic assessments, aimed at identifying dysplasia as a precursor lesion of colitis-associated colorectal cancer. However, this strategy is beset with difficulties and limitations. Recently, a novel classification criterion for colitis-associated low-grade dysplasia has been proposed, and an association between nonconventional dysplasia and progression was reported, suggesting the possibility of histology-based stratification of patients with colitis-associated lesions. Here, a cohort of colitis-associated lesions was assessed by a panel of 6 experienced pathologists to test the applicability of the published classification criteria and try and validate the association between nonconventional dysplasia and progression. While confirming the presence of different morphologic patterns of colitis-associated dysplasia, the study demonstrated difficulties concerning diagnostic reproducibility between pathologists and was unable to validate the association of nonconventional dysplasia with cancer progression. Our study highlights the overall difficulty of using histologic assessment of precursor lesions for cancer risk prediction in inflammatory bowel disease patients and suggests the need for a different diagnostic strategy that can objectively identify high-risk phenotypes.
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Affiliation(s)
- Nadia Nasreddin
- Wellcome Centre Human Genetics, Roosevelt Drive, University of Oxford, Oxford, United Kingdom
| | - Marnix Jansen
- Department of Pathology, UCL Cancer Institute, University College London, London, United Kingdom
| | - Maurice B Loughrey
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland; Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland
| | - Lai Mun Wang
- Department of Laboratory Medicine, Changi General Hospital, Singapore, Singapore
| | - Viktor H Koelzer
- Department of Pathology and Molecular Pathology, University and University Hospital Zürich, Zürich, Switzerland
| | - Manuel Rodriguez-Justo
- Department of Pathology, UCL Cancer Institute, University College London, London, United Kingdom
| | - Marco Novelli
- Department of Pathology, UCL Cancer Institute, University College London, London, United Kingdom
| | - Jennifer Fisher
- Centre for Evolution and Cancer, Institute of Cancer Research, London, United Kingdom
| | - Matthew W Brown
- Wellcome Centre Human Genetics, Roosevelt Drive, University of Oxford, Oxford, United Kingdom
| | | | - Ailsa L Hart
- IBD Unit, St Mark's Hospital, Harrow, London, United Kingdom
| | - Philip Dunne
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, United Kingdom
| | - Trevor A Graham
- Centre for Evolution and Cancer, Institute of Cancer Research, London, United Kingdom
| | - Simon J Leedham
- Wellcome Centre Human Genetics, Roosevelt Drive, University of Oxford, Oxford, United Kingdom.
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8
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Feakins R, Borralho Nunes P, Driessen A, Gordon IO, Zidar N, Baldin P, Christensen B, Danese S, Herlihy N, Iacucci M, Loughrey MB, Magro F, Mookhoek A, Svrcek M, Rosini F. Definitions of Histological Abnormalities in Inflammatory Bowel Disease: an ECCO Position Paper. J Crohns Colitis 2024; 18:175-191. [PMID: 37607017 PMCID: PMC10896637 DOI: 10.1093/ecco-jcc/jjad142] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Indexed: 08/24/2023]
Abstract
Histological assessment of endoscopic biopsies in inflammatory bowel disease [IBD] plays an important role in clinical management, investigative studies, and clinical trials. Scoring schemes consisting of multiple histological items and offering considerable precision are widely available. However, definitions of histological abnormalities are often inconsistent. Furthermore, interobserver variability for their recognition and assessment may be high. The European Crohn's and Colitis Organisation [ECCO] formed an expert panel to explore definitions of histological abnormalities in IBD, with the aim of improving the quality of diagnosis and facilitating development of scoring schemes. The process confirmed that the current definitions often have no evidence base and vary between sources. Using available evidence and expert knowledge, the panel produced a series of ECCO consensus position statements on histological features in IBD.
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Affiliation(s)
- Roger Feakins
- Department of Cellular Pathology, Royal Free London NHS Foundation Trust; University College London; London, UK
| | - Paula Borralho Nunes
- Department of Pathology, Hospital Cuf Descobertas, Lisboa and Faculdade de Medicina da Universidade de Lisboa, Lisbon, Portugal
| | - Ann Driessen
- Department of Pathology, University Hospital Antwerp, University of Antwerp, Edegem, Belgium
| | - Ilyssa O Gordon
- Department of Pathology, Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Nina Zidar
- Institute of Pathology, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Pamela Baldin
- Department of Pathology, Cliniques Universitaires St-Luc, Université Catholique de Louvain, Brussels, Belgium
| | - Britt Christensen
- Royal Melbourne Hospital Melbourne, Department of Gastroenterology, Parkville; University of Melbourne, Department of Medicine, Melbourne, Victoria, Australia
| | - Silvio Danese
- IRCCS Ospedale and University Vita-Salute San Raffaele, Department of Gastroenterology, Milan, Italy
| | - Naoimh Herlihy
- Department of Cellular Pathology, University College London Hospital NHS Foundation Trust, London, UK
| | - Marietta Iacucci
- APC Microbiome Ireland, College of Medicine and Health, University College Cork, Cork, Ireland
| | - Maurice B Loughrey
- Patrick G Johnston Centre for Cancer Research, Queen’s University Belfast; Department of Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust;Belfast,UK
| | - Fernando Magro
- CINTESIS@RISE, Faculty of Medicine of the University of Porto, Porto, Portugal
| | - Aart Mookhoek
- Institute of Tissue Medicine and Pathology, University of Bern, Bern, Switzerland
| | - Magali Svrcek
- Sorbonne Université, AP-HP, Hôpital Saint-Antoine, Department of Pathology, Paris, France
| | - Francesca Rosini
- Pathology Unit, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
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9
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Truhn D, Tayebi Arasteh S, Saldanha OL, Müller-Franzes G, Khader F, Quirke P, West NP, Gray R, Hutchins GGA, James JA, Loughrey MB, Salto-Tellez M, Brenner H, Brobeil A, Yuan T, Chang-Claude J, Hoffmeister M, Foersch S, Han T, Keil S, Schulze-Hagen M, Isfort P, Bruners P, Kaissis G, Kuhl C, Nebelung S, Kather JN. Encrypted federated learning for secure decentralized collaboration in cancer image analysis. Med Image Anal 2024; 92:103059. [PMID: 38104402 PMCID: PMC10804934 DOI: 10.1016/j.media.2023.103059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Revised: 04/28/2023] [Accepted: 12/05/2023] [Indexed: 12/19/2023]
Abstract
Artificial intelligence (AI) has a multitude of applications in cancer research and oncology. However, the training of AI systems is impeded by the limited availability of large datasets due to data protection requirements and other regulatory obstacles. Federated and swarm learning represent possible solutions to this problem by collaboratively training AI models while avoiding data transfer. However, in these decentralized methods, weight updates are still transferred to the aggregation server for merging the models. This leaves the possibility for a breach of data privacy, for example by model inversion or membership inference attacks by untrusted servers. Somewhat-homomorphically-encrypted federated learning (SHEFL) is a solution to this problem because only encrypted weights are transferred, and model updates are performed in the encrypted space. Here, we demonstrate the first successful implementation of SHEFL in a range of clinically relevant tasks in cancer image analysis on multicentric datasets in radiology and histopathology. We show that SHEFL enables the training of AI models which outperform locally trained models and perform on par with models which are centrally trained. In the future, SHEFL can enable multiple institutions to co-train AI models without forsaking data governance and without ever transmitting any decryptable data to untrusted servers.
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Affiliation(s)
- Daniel Truhn
- Department of Diagnostic and Interventional Radiology, University Hospital RWTH Aachen, Aachen, Germany.
| | - Soroosh Tayebi Arasteh
- Department of Diagnostic and Interventional Radiology, University Hospital RWTH Aachen, Aachen, Germany
| | - Oliver Lester Saldanha
- Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany
| | - Gustav Müller-Franzes
- Department of Diagnostic and Interventional Radiology, University Hospital RWTH Aachen, Aachen, Germany
| | - Firas Khader
- Department of Diagnostic and Interventional Radiology, University Hospital RWTH Aachen, Aachen, Germany
| | - Philip Quirke
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, United Kingdom
| | - Nicholas P West
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, United Kingdom
| | - Richard Gray
- Clinical Trial Service Unit, University of Oxford, Oxford, United Kingdom
| | - Gordon G A Hutchins
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, United Kingdom
| | - Jacqueline A James
- Precision Medicine Centre of Excellence, Health Sciences Building, The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom; Regional Molecular Diagnostic Service, Belfast Health and Social Care Trust, Belfast, United Kingdom; The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, United Kingdom
| | - Maurice B Loughrey
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, United Kingdom; Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, United Kingdom; Centre for Public Health, Queen's University Belfast, Belfast, United Kingdom
| | - Manuel Salto-Tellez
- Precision Medicine Centre of Excellence, Health Sciences Building, The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom; Regional Molecular Diagnostic Service, Belfast Health and Social Care Trust, Belfast, United Kingdom; The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, United Kingdom
| | - Hermann Brenner
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany; Division of Preventive Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), Heidelberg, Germany; German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Alexander Brobeil
- Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany; Tissue Bank, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany
| | - Tanwei Yuan
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany; Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany
| | - Jenny Chang-Claude
- Cancer Epidemiology Group, University Cancer Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany; Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Michael Hoffmeister
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Sebastian Foersch
- Institute of Pathology, University Medical Center Mainz, Mainz, Germany
| | - Tianyu Han
- Physics of Molecular Imaging Systems, Experimental Molecular Imaging, RWTH Aachen University, Aachen, Germany
| | - Sebastian Keil
- Department of Diagnostic and Interventional Radiology, University Hospital RWTH Aachen, Aachen, Germany
| | - Maximilian Schulze-Hagen
- Department of Diagnostic and Interventional Radiology, University Hospital RWTH Aachen, Aachen, Germany
| | - Peter Isfort
- Department of Diagnostic and Interventional Radiology, University Hospital RWTH Aachen, Aachen, Germany
| | - Philipp Bruners
- Department of Diagnostic and Interventional Radiology, University Hospital RWTH Aachen, Aachen, Germany
| | - Georgios Kaissis
- Institute of Diagnostic and Interventional Radiology, Technical University of Munich, Munich, Germany; Artificial Intelligence in Medicine and Healthcare, Technical University of Munich, Munich, Germany; Department of Computing, Imperial College London, London, United Kingdom
| | - Christiane Kuhl
- Department of Diagnostic and Interventional Radiology, University Hospital RWTH Aachen, Aachen, Germany
| | - Sven Nebelung
- Department of Diagnostic and Interventional Radiology, University Hospital RWTH Aachen, Aachen, Germany
| | - Jakob Nikolas Kather
- Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany; Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, United Kingdom; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany
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10
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Carragher R, Ings GR, Baker G, Rosborough J, Johnston DB, Shah R, Cameron I, O'Neill C, Kelly PJ, McVeigh G, Irwin S, Khosraviani K, Dickey W, Owen TA, McKee CF, Coleman HG, Loughrey MB. Trends in pathology diagnoses during 10 years of a colorectal cancer screening programme. Histopathology 2023; 83:756-770. [PMID: 37565291 DOI: 10.1111/his.15017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Revised: 07/10/2023] [Accepted: 07/16/2023] [Indexed: 08/12/2023]
Abstract
AIMS We report pathology findings from the first 10 years of the faecal-occult blood-based Northern Ireland Bowel Cancer Screening Programme, presenting summary data and trends in pathology diagnoses and clinicopathological features of screen-detected cancers. METHODS AND RESULTS Data were analysed from a comprehensive polyp-level pathology database representing all endoscopy specimens from programme inception in 2010 until 2021. A total of 9800 individuals underwent 13 472 endoscopy procedures, yielding 25 967 pathology specimens and 32 119 diagnoses. Index specimen diagnoses (4.1%) and index colonoscopies (10.4%) yielded a diagnosis of colorectal cancer, representing 1045 cancers from 1020 individuals (25 with synchronous cancers). A further 13 index cancers were identified via computed tomography colonography; 65.3% of cancer diagnoses were in males; 41.7% were stage I, 23.1% stage II, 25.8% stage III and 1.8% stage IV (7.6% unstaged). Of 233 pT1 cancers diagnosed within local excision specimens, 79 (33.9%) had completion surgery. Ten-year trends showed a steady decline in the proportion of index colonoscopies that yielded a diagnosis of cancer (14.7% in year 1; 4.8% in year 11) or advanced colorectal polyp. There was a strong upward trend in diagnoses of sessile serrated lesions, which overtook hyperplastic polyps in proportions of total index diagnoses by the end of the study time-frame (8.7% compared to 8.5%). CONCLUSIONS Over the first 10 years of a population colorectal cancer screening programme, 'real world' pathology data demonstrate success in the form of reduced diagnoses of cancer and advanced colorectal polyp with passage of successive screening rounds. Interesting trends with respect to serrated polyp diagnoses are also evident, probably related to pathologist and endoscopist behaviour.
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Affiliation(s)
| | - Grace R Ings
- Public Health Agency, Linum Chambers, Belfast, UK
| | - Gavin Baker
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, UK
| | | | | | - Rajeev Shah
- Department of Cellular Pathology, Southern Health and Social Care Trust, Craigavon, UK
| | - Iain Cameron
- Department of Cellular Pathology, Western Health and Social Care Trust, Londonderry, UK
| | - Ciaran O'Neill
- Department of Cellular Pathology, Northern Health and Social Care Trust, Antrim, UK
| | - Paul J Kelly
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, UK
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Gerard McVeigh
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, UK
| | - Steve Irwin
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, UK
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | | | - William Dickey
- Department of Gastroenterology, Western Health and Social Care Trust, Londonderry, UK
| | - Tracy A Owen
- Public Health Agency, Linum Chambers, Belfast, UK
| | | | - Helen G Coleman
- Centre for Public Health, Queen's University Belfast, Belfast, UK
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Maurice B Loughrey
- Centre for Public Health, Queen's University Belfast, Belfast, UK
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, UK
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
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11
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Feakins RM, Loughrey MB, Silver A. Buds, clusters, and transitions in 21st century colorectal carcinoma: revolution or reinvention? †. J Pathol 2023; 261:121-124. [PMID: 37565277 DOI: 10.1002/path.6173] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Accepted: 06/29/2023] [Indexed: 08/12/2023]
Abstract
Tumour budding (TB) describes single or small groups of neoplastic cells that lack continuity with an advancing tumour front. Poorly differentiated clusters (PDCs) are larger and qualitatively different. TB grade and PDCs may predict a worse outcome in colorectal carcinoma and other cancers and fall into the category of 'invasive front prognostic markers' that also includes intratumoural stroma type. Epithelial-mesenchymal transition (EMT) allows the adoption by epithelial cells of mesenchymal characteristics such as dyscohesion, migration, and stromal invasion. TB and PDCs harbor alterations in EMT-related proteins and RNAs and may be morphological manifestations of EMT. However, persistence of epithelioid features and absence of a full complement of typical alterations in TB and PDCs may indicate 'partial EMT', i.e. an intermediate/hybrid state. Recently, Pavlič et al asserted that TB and PDCs in colorectal cancer represent different manifestations of partial EMT and, perhaps controversially, that TB is closer than PDCs to complete transition. In clinical practice, low inter-observer agreement for invasive front prognostic markers is a potential problem. The UK colorectal cancer pathology dataset advises assessment of TB and recommends the use of an international consensus system, but time will tell if we are adopting reliable prognostic markers or reinventing the wheel. Additional studies of TB, PDCs, and EMT will presumably allow greater insight into their role in tumour development and progression. © 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)
- Roger M Feakins
- Department of Cellular Pathology, Royal Free London NHS Foundation Trust, London, UK
- University College London, London, UK
| | - Maurice B Loughrey
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
- Department of Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK
| | - Andrew Silver
- Centre for Genomics and Child Health, Blizard Institute, Barts and The London School of Medicine & Dentistry, Queen Mary University of London, London, UK
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12
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Wagner SJ, Reisenbüchler D, West NP, Niehues JM, Zhu J, Foersch S, Veldhuizen GP, Quirke P, Grabsch HI, van den Brandt PA, Hutchins GGA, Richman SD, Yuan T, Langer R, Jenniskens JCA, Offermans K, Mueller W, Gray R, Gruber SB, Greenson JK, Rennert G, Bonner JD, Schmolze D, Jonnagaddala J, Hawkins NJ, Ward RL, Morton D, Seymour M, Magill L, Nowak M, Hay J, Koelzer VH, Church DN, Matek C, Geppert C, Peng C, Zhi C, Ouyang X, James JA, Loughrey MB, Salto-Tellez M, Brenner H, Hoffmeister M, Truhn D, Schnabel JA, Boxberg M, Peng T, Kather JN. Transformer-based biomarker prediction from colorectal cancer histology: A large-scale multicentric study. Cancer Cell 2023; 41:1650-1661.e4. [PMID: 37652006 PMCID: PMC10507381 DOI: 10.1016/j.ccell.2023.08.002] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Revised: 06/18/2023] [Accepted: 08/07/2023] [Indexed: 09/02/2023]
Abstract
Deep learning (DL) can accelerate the prediction of prognostic biomarkers from routine pathology slides in colorectal cancer (CRC). However, current approaches rely on convolutional neural networks (CNNs) and have mostly been validated on small patient cohorts. Here, we develop a new transformer-based pipeline for end-to-end biomarker prediction from pathology slides by combining a pre-trained transformer encoder with a transformer network for patch aggregation. Our transformer-based approach substantially improves the performance, generalizability, data efficiency, and interpretability as compared with current state-of-the-art algorithms. After training and evaluating on a large multicenter cohort of over 13,000 patients from 16 colorectal cancer cohorts, we achieve a sensitivity of 0.99 with a negative predictive value of over 0.99 for prediction of microsatellite instability (MSI) on surgical resection specimens. We demonstrate that resection specimen-only training reaches clinical-grade performance on endoscopic biopsy tissue, solving a long-standing diagnostic problem.
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Affiliation(s)
- Sophia J Wagner
- Helmholtz Munich - German Research Center for Environment and Health, Munich, Germany; School of Computation, Information and Technology, Technical University of Munich, Munich, Germany; Else Kroener Fresenius Center for Digital Health (EFFZ), Technical University Dresden, Dresden, Germany
| | - Daniel Reisenbüchler
- Helmholtz Munich - German Research Center for Environment and Health, Munich, Germany
| | - Nicholas P West
- Institute of Pathology, University Medical Center Mainz, Mainz, Germany
| | - Jan Moritz Niehues
- Else Kroener Fresenius Center for Digital Health (EFFZ), Technical University Dresden, Dresden, Germany
| | - Jiefu Zhu
- Else Kroener Fresenius Center for Digital Health (EFFZ), Technical University Dresden, Dresden, Germany
| | - Sebastian Foersch
- Institute of Pathology, University Medical Center Mainz, Mainz, Germany
| | | | - Philip Quirke
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - Heike I Grabsch
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK; Department of Pathology, GROW School for Oncology and Developmental Biology, Maastricht University Medical Center+, Maastricht, the Netherlands
| | - Piet A van den Brandt
- Department of Epidemiology, Maastricht University Medical Center+, Maastricht, the Netherlands
| | - Gordon G A Hutchins
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - Susan D Richman
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - Tanwei Yuan
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Rupert Langer
- Institute of Pathology und Molecular Pathology, Johannes Kepler University Hospital Linz, Linz, Österreich
| | - Josien C A Jenniskens
- Department of Epidemiology, Maastricht University Medical Center+, Maastricht, the Netherlands
| | - Kelly Offermans
- Department of Epidemiology, Maastricht University Medical Center+, Maastricht, the Netherlands
| | | | - Richard Gray
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Stephen B Gruber
- Center for Precision Medicine and Department of Medical Oncology, City of Hope National Medical Center, Duarte, CA, USA
| | - Joel K Greenson
- Department of Pathology, City of Hope Comprehensive Cancer Center, Duarte, CA, USA
| | - Gad Rennert
- Department of Community Medicine & Epidemiology, Lady Davis Carmel Medical Center, Ruth & Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel; Steve and Cindy Rasmussen Institute for Genomic Medicine, Lady Davis Carmel Medical Center and Technion Faculty of Medicine, Clalit National Cancer Control Center, Haifa, Israel
| | - Joseph D Bonner
- Department of Community Medicine & Epidemiology, Lady Davis Carmel Medical Center, Ruth & Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Daniel Schmolze
- Center for Precision Medicine and Department of Medical Oncology, City of Hope National Medical Center, Duarte, CA, USA
| | - Jitendra Jonnagaddala
- School of Population Health, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia
| | - Nicholas J Hawkins
- School of Medical Sciences, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia
| | - Robyn L Ward
- School of Medical Sciences, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia; Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
| | - Dion Morton
- University Hospital Birmingham, Birmingham, UK
| | | | - Laura Magill
- University of Birmingham Clinical Trials Unit, Birmingham, UK
| | - Marta Nowak
- Department of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Jennifer Hay
- Glasgow Tissue Research Facility, University of Glasgow, Queen Elizabeth University Hospital, Glasgow, UK
| | - Viktor H Koelzer
- Department of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Zurich, Switzerland; Department of Oncology, University of Oxford, Oxford, UK; Nuffield Department of Medicine, University of Oxford, Roosevelt Drive, Oxford, UK
| | - David N Church
- Nuffield Department of Medicine, University of Oxford, Roosevelt Drive, Oxford, UK; Oxford NIHR Comprehensive Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Christian Matek
- Helmholtz Munich - German Research Center for Environment and Health, Munich, Germany; Institute of Pathology, University Hospital Erlangen, FAU Erlangen-Nuremberg, Erlangen, Germany; Comprehensive Cancer Center Erlangen-EMN (CCC), University Hospital Erlangen, FAU Erlangen-Nuremberg, Erlangen, Germany
| | - Carol Geppert
- Institute of Pathology, University Hospital Erlangen, FAU Erlangen-Nuremberg, Erlangen, Germany; Comprehensive Cancer Center Erlangen-EMN (CCC), University Hospital Erlangen, FAU Erlangen-Nuremberg, Erlangen, Germany
| | - Chaolong Peng
- Medical School, Jianggang Shan University, Jiangxi, China
| | - Cheng Zhi
- Department of Pathology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Xiaoming Ouyang
- Department of Pathology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Jacqueline A James
- Precision Medicine Centre of Excellence, Health Sciences Building, The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK; Regional Molecular Diagnostic Service, Belfast Health and Social Care Trust, Belfast, UK; The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Maurice B Loughrey
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK; Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, UK; Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Manuel Salto-Tellez
- Precision Medicine Centre of Excellence, Health Sciences Building, The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK; Regional Molecular Diagnostic Service, Belfast Health and Social Care Trust, Belfast, UK; Integrated Pathology Unit, Institute for Cancer Research and Royal Marsden Hospital, London, UK
| | - Hermann Brenner
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany; Division of Preventive Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), Heidelberg, Germany; German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Michael Hoffmeister
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Daniel Truhn
- Department of Diagnostic and Interventional Radiology, University Hospital RWTH Aachen, Aachen, Germany
| | - Julia A Schnabel
- Helmholtz Munich - German Research Center for Environment and Health, Munich, Germany; School of Computation, Information and Technology, Technical University of Munich, Munich, Germany; School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK
| | - Melanie Boxberg
- Institute of Pathology, Technical University Munich, Munich, Germany; Institute of Pathology Munich-North, Munich, Germany
| | - Tingying Peng
- Helmholtz Munich - German Research Center for Environment and Health, Munich, Germany.
| | - Jakob Nikolas Kather
- Else Kroener Fresenius Center for Digital Health (EFFZ), Technical University Dresden, Dresden, Germany; Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg.
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13
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Flanagan DJ, Amirkhah R, Vincent DF, Gunduz N, Gentaz P, Cammareri P, McCooey AJ, McCorry AMB, Fisher NC, Davis HL, Ridgway RA, Lohuis J, Leach JDG, Jackstadt R, Gilroy K, Mariella E, Nixon C, Clark W, Hedley A, Markert EK, Strathdee D, Bartholin L, Redmond KL, Kerr EM, Longley DB, Ginty F, Cho S, Coleman HG, Loughrey MB, Bardelli A, Maughan TS, Campbell AD, Lawler M, Leedham SJ, Barry ST, Inman GJ, van Rheenen J, Dunne PD, Sansom OJ. Author Correction: Epithelial TGFβ engages growth-factor signalling to circumvent apoptosis and drive intestinal tumourigenesis with aggressive features. Nat Commun 2023; 14:522. [PMID: 36720858 PMCID: PMC9889781 DOI: 10.1038/s41467-023-36266-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023] Open
Affiliation(s)
- Dustin J Flanagan
- Cancer Research UK Beatson Institute, Glasgow, UK.
- Department of Biochemistry and Molecular Biology, Monash University, Melbourne, Australia.
- Cancer Program, Biomedicine Discovery Institute, Monash University, Melbourne, Australia.
| | - Raheleh Amirkhah
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | | | - Nuray Gunduz
- Cancer Research UK Beatson Institute, Glasgow, UK
| | | | | | - Aoife J McCooey
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Amy M B McCorry
- 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
| | - Hayley L Davis
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | | | - Jeroen Lohuis
- Department of Molecular Pathology, Oncode Institute, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Joshua D G Leach
- Cancer Research UK Beatson Institute, Glasgow, UK
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Rene Jackstadt
- Cancer Research UK Beatson Institute, Glasgow, UK
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI-STEM gGmbH) and Deutsches Krebsforschungszentrum (DKFZ), Heidelberg, Germany
| | | | - Elisa Mariella
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | - Colin Nixon
- Cancer Research UK Beatson Institute, Glasgow, UK
| | | | - Ann Hedley
- Cancer Research UK Beatson Institute, Glasgow, UK
- University of Newcastle upon Tyne, Newcastle, UK
| | - Elke K Markert
- Cancer Research UK Beatson Institute, Glasgow, UK
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | | | | | - Keara L Redmond
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Emma M Kerr
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Daniel B Longley
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Fiona Ginty
- GE Global Research Center, Niskayuna, NY, USA
| | - Sanghee Cho
- GE Global Research Center, Niskayuna, NY, USA
| | - Helen G Coleman
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Maurice B Loughrey
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
- Centre for Public Health, Queen's University Belfast, Belfast, UK
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, UK
| | - Alberto Bardelli
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | - Timothy S Maughan
- CRUK/MRC Oxford Institute for Radiation Oncology, University of Oxford, Oxford, UK
| | | | - Mark Lawler
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Simon J Leedham
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Simon T Barry
- Bioscience, Oncology R&D, AstraZeneca, Cambridge, UK
| | - Gareth J Inman
- Cancer Research UK Beatson Institute, Glasgow, UK
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Jacco van Rheenen
- Department of Molecular Pathology, Oncode Institute, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Philip D Dunne
- Cancer Research UK Beatson Institute, Glasgow, UK
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Owen J Sansom
- Cancer Research UK Beatson Institute, Glasgow, UK.
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK.
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14
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Flanagan DJ, Amirkhah R, Vincent DF, Gunduz N, Gentaz P, Cammareri P, McCooey AJ, McCorry AMB, Fisher NC, Davis HL, Ridgway RA, Lohuis J, Leach JDG, Jackstadt R, Gilroy K, Mariella E, Nixon C, Clark W, Hedley A, Markert EK, Strathdee D, Bartholin L, Redmond KL, Kerr EM, Longley DB, Ginty F, Cho S, Coleman HG, Loughrey MB, Bardelli A, Maughan TS, Campbell AD, Lawler M, Leedham SJ, Barry ST, Inman GJ, van Rheenen J, Dunne PD, Sansom OJ. Epithelial TGFβ engages growth-factor signalling to circumvent apoptosis and drive intestinal tumourigenesis with aggressive features. Nat Commun 2022; 13:7551. [PMID: 36477656 PMCID: PMC9729215 DOI: 10.1038/s41467-022-35134-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Accepted: 11/18/2022] [Indexed: 12/13/2022] Open
Abstract
The pro-tumourigenic role of epithelial TGFβ signalling in colorectal cancer (CRC) is controversial. Here, we identify a cohort of born to be bad early-stage (T1) colorectal tumours, with aggressive features and a propensity to disseminate early, that are characterised by high epithelial cell-intrinsic TGFβ signalling. In the presence of concurrent Apc and Kras mutations, activation of epithelial TGFβ signalling rampantly accelerates tumourigenesis and share transcriptional signatures with those of the born to be bad T1 human tumours and predicts recurrence in stage II CRC. Mechanistically, epithelial TGFβ signalling induces a growth-promoting EGFR-signalling module that synergises with mutant APC and KRAS to drive MAPK signalling that re-sensitise tumour cells to MEK and/or EGFR inhibitors. Together, we identify epithelial TGFβ signalling both as a determinant of early dissemination and a potential therapeutic vulnerability of CRC's with born to be bad traits.
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Affiliation(s)
- Dustin J Flanagan
- Cancer Research UK Beatson Institute, Glasgow, UK.
- Department of Biochemistry and Molecular Biology, Monash University, Melbourne, Australia.
- Cancer Program, Biomedicine Discovery Institute, Monash University, Melbourne, Australia.
| | - Raheleh Amirkhah
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | | | - Nuray Gunduz
- Cancer Research UK Beatson Institute, Glasgow, UK
| | | | | | - Aoife J McCooey
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Amy M B McCorry
- 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
| | - Hayley L Davis
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | | | - Jeroen Lohuis
- Department of Molecular Pathology, Oncode Institute, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Joshua D G Leach
- Cancer Research UK Beatson Institute, Glasgow, UK
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Rene Jackstadt
- Cancer Research UK Beatson Institute, Glasgow, UK
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI-STEM gGmbH) and Deutsches Krebsforschungszentrum (DKFZ), Heidelberg, Germany
| | | | - Elisa Mariella
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | - Colin Nixon
- Cancer Research UK Beatson Institute, Glasgow, UK
| | | | - Ann Hedley
- Cancer Research UK Beatson Institute, Glasgow, UK
- University of Newcastle upon Tyne, Newcastle, UK
| | - Elke K Markert
- Cancer Research UK Beatson Institute, Glasgow, UK
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | | | | | - Keara L Redmond
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Emma M Kerr
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Daniel B Longley
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Fiona Ginty
- GE Global Research Center, Niskayuna, NY, USA
| | - Sanghee Cho
- GE Global Research Center, Niskayuna, NY, USA
| | - Helen G Coleman
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Maurice B Loughrey
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
- Centre for Public Health, Queen's University Belfast, Belfast, UK
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, UK
| | - Alberto Bardelli
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | - Timothy S Maughan
- CRUK/MRC Oxford Institute for Radiation Oncology, University of Oxford, Oxford, UK
| | | | - Mark Lawler
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Simon J Leedham
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Simon T Barry
- Bioscience, Oncology R&D, AstraZeneca, Cambridge, UK
| | - Gareth J Inman
- Cancer Research UK Beatson Institute, Glasgow, UK
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Jacco van Rheenen
- Department of Molecular Pathology, Oncode Institute, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Philip D Dunne
- Cancer Research UK Beatson Institute, Glasgow, UK
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Owen J Sansom
- Cancer Research UK Beatson Institute, Glasgow, UK.
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK.
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15
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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: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [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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16
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Moore M, Coleman HG, Allen PB, Loughrey MB. Microscopic colitis in Northern Ireland: an updated clinicopathological audit and assessment of compliance with European guidelines. Colorectal Dis 2022; 24:1584-1590. [PMID: 35818790 PMCID: PMC10087607 DOI: 10.1111/codi.16254] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Revised: 06/26/2022] [Accepted: 07/03/2022] [Indexed: 01/07/2023]
Abstract
AIM We previously reported the first population-based study of the epidemiology of microscopic colitis in Northern Ireland. The aim of the current study is to provide updated data on incidence, diagnostic methods and clinicopathological associations, following dissemination of the previous report. A further aim was to compare the findings against relevant recommendations from the 2020 European guidelines. METHOD Study cases were identified via the Belfast Health and Social Care Trust pathology laboratory system for new cases of collagenous colitis or lymphocytic colitis diagnosed from 2017 to 2020 inclusive. Demographic and clinical information was collated from electronic healthcare records. RESULTS Two hundred and seventeen new diagnoses of microscopic colitis were made between 2017 and 2020, comprising 89 (41%) collagenous colitis and 128 (59%) lymphocytic colitis. The overall incidence of microscopic colitis, expressed per 100,000 adult population, ranged from 7.6 to 11.5 (5.9 to 9.0 per 100,000 total population). The 2019 peak of 11.5 cases per 100,000 adult population represents a 71.6% increase in incidence compared with the mean incidence of 6.7 per 100,000 adult population from previous data for 2008-2016. There has also been a significant increase in number of cases diagnosed on separate sampling from the right and left colon (85% in 2019-2020 compared with 30% in 2008-2016; p < 0.001). Overall compliance with coeliac serology testing has improved, with 89% tested in 2017-2018 compared with 75% in 2008-2016. CONCLUSION Clinicopathological communication has contributed to an increased incidence of microscopic colitis in Northern Ireland through better endoscopic diagnostic sampling and pathology coding practices. Coeliac serology testing has also improved, although continued clinical awareness is required of the need for coeliac serology testing in all patients diagnosed with microscopic colitis.
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Affiliation(s)
- Michelle Moore
- Department of Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK
| | - Helen G Coleman
- Centre for Public Health, Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Patrick B Allen
- Department of Gastroenterology, South-Eastern Health and Social Care Trust, Belfast, UK
| | - Maurice B Loughrey
- Department of Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK.,Centre for Public Health, Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
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17
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18
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Gil Vazquez E, Nasreddin N, Valbuena GN, Mulholland EJ, Belnoue-Davis HL, Eggington HR, Schenck RO, Wouters VM, Wirapati P, Gilroy K, Lannagan TR, Flanagan DJ, Najumudeen AK, Omwenga S, McCorry AM, Easton A, Koelzer VH, East JE, Morton D, Trusolino L, Maughan T, Campbell AD, Loughrey MB, Dunne PD, Tsantoulis P, Huels DJ, Tejpar S, Sansom OJ, Leedham SJ. Dynamic and adaptive cancer stem cell population admixture in colorectal neoplasia. Cell Stem Cell 2022; 29:1612. [PMID: 36332574 PMCID: PMC9807457 DOI: 10.1016/j.stem.2022.09.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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19
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Fisher NC, Byrne RM, Leslie H, Wood C, Legrini A, Cameron AJ, Ahmaderaghi B, Corry SM, Malla SB, Amirkhah R, McCooey AJ, Rogan E, Redmond KL, Sakhnevych S, Domingo E, Jackson J, Loughrey MB, Leedham S, Maughan T, Lawler M, Sansom OJ, Lamrock F, Koelzer VH, Jamieson NB, Dunne PD. Biological Misinterpretation of Transcriptional Signatures in Tumor Samples Can Unknowingly Undermine Mechanistic Understanding and Faithful Alignment with Preclinical Data. Clin Cancer Res 2022; 28:4056-4069. [PMID: 35792866 PMCID: PMC9475248 DOI: 10.1158/1078-0432.ccr-22-1102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 06/08/2022] [Accepted: 06/29/2022] [Indexed: 11/16/2022]
Abstract
PURPOSE Precise mechanism-based gene expression signatures (GES) have been developed in appropriate in vitro and in vivo model systems, to identify important cancer-related signaling processes. However, some GESs originally developed to represent specific disease processes, primarily with an epithelial cell focus, are being applied to heterogeneous tumor samples where the expression of the genes in the signature may no longer be epithelial-specific. Therefore, unknowingly, even small changes in tumor stroma percentage can directly influence GESs, undermining the intended mechanistic signaling. EXPERIMENTAL DESIGN Using colorectal cancer as an exemplar, we deployed numerous orthogonal profiling methodologies, including laser capture microdissection, flow cytometry, bulk and multiregional biopsy clinical samples, single-cell RNA sequencing and finally spatial transcriptomics, to perform a comprehensive assessment of the potential for the most widely used GESs to be influenced, or confounded, by stromal content in tumor tissue. To complement this work, we generated a freely-available resource, ConfoundR; https://confoundr.qub.ac.uk/, that enables users to test the extent of stromal influence on an unlimited number of the genes/signatures simultaneously across colorectal, breast, pancreatic, ovarian and prostate cancer datasets. RESULTS Findings presented here demonstrate the clear potential for misinterpretation of the meaning of GESs, due to widespread stromal influences, which in-turn can undermine faithful alignment between clinical samples and preclinical data/models, particularly cell lines and organoids, or tumor models not fully recapitulating the stromal and immune microenvironment. CONCLUSIONS Efforts to faithfully align preclinical models of disease using phenotypically-designed GESs must ensure that the signatures themselves remain representative of the same biology when applied to clinical samples.
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Affiliation(s)
- Natalie C. Fisher
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Ryan M. Byrne
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Holly Leslie
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Colin Wood
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Assya Legrini
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Andrew J. Cameron
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Baharak Ahmaderaghi
- School of Electronics, Electrical Engineering and Computer Science, Queen's University Belfast, Belfast, United Kingdom
| | - Shania M. Corry
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Sudhir B. Malla
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Raheleh Amirkhah
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Aoife J. McCooey
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Emily Rogan
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Keara L. Redmond
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Svetlana Sakhnevych
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | | | - James Jackson
- Information Services, Queen's University Belfast, Belfast, United Kingdom
| | - Maurice B. Loughrey
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, United Kingdom
| | | | - Tim Maughan
- University of Oxford, Oxford, United Kingdom
| | - Mark Lawler
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Owen J. Sansom
- Cancer Research UK Beatson Institute, Glasgow, United Kingdom
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Felicity Lamrock
- School of Mathematics and Physics, Queen's University Belfast, Belfast, United Kingdom
| | - Viktor H. Koelzer
- Department of Pathology and Molecular Pathology, University and University Hospital of Zürich, Zürich, Switzerland
| | - Nigel B. Jamieson
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Philip D. Dunne
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
- Cancer Research UK Beatson Institute, Glasgow, United Kingdom
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20
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Gil Vazquez E, Nasreddin N, Valbuena GN, Mulholland EJ, Belnoue-Davis HL, Eggington HR, Schenck RO, Wouters VM, Wirapati P, Gilroy K, Lannagan TR, Flanagan DJ, Najumudeen AK, Omwenga S, McCorry AM, Easton A, Koelzer VH, East JE, Morton D, Trusolino L, Maughan T, Campbell AD, Loughrey MB, Dunne PD, Tsantoulis P, Huels DJ, Tejpar S, Sansom OJ, Leedham SJ. Dynamic and adaptive cancer stem cell population admixture in colorectal neoplasia. Cell Stem Cell 2022; 29:1213-1228.e8. [PMID: 35931031 PMCID: PMC9592560 DOI: 10.1016/j.stem.2022.07.008] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Revised: 06/01/2022] [Accepted: 07/19/2022] [Indexed: 12/13/2022]
Abstract
Intestinal homeostasis is underpinned by LGR5+ve crypt-base columnar stem cells (CBCs), but following injury, dedifferentiation results in the emergence of LGR5-ve regenerative stem cell populations (RSCs), characterized by fetal transcriptional profiles. Neoplasia hijacks regenerative signaling, so we assessed the distribution of CBCs and RSCs in mouse and human intestinal tumors. Using combined molecular-morphological analysis, we demonstrate variable expression of stem cell markers across a range of lesions. The degree of CBC-RSC admixture was associated with both epithelial mutation and microenvironmental signaling disruption and could be mapped across disease molecular subtypes. The CBC-RSC equilibrium was adaptive, with a dynamic response to acute selective pressure, and adaptability was associated with chemoresistance. We propose a fitness landscape model where individual tumors have equilibrated stem cell population distributions along a CBC-RSC phenotypic axis. Cellular plasticity is represented by position shift along this axis and is influenced by cell-intrinsic, extrinsic, and therapeutic selective pressures.
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Affiliation(s)
- Ester Gil Vazquez
- Wellcome Centre Human Genetics, Roosevelt Drive, University of Oxford, Oxford, UK
| | - Nadia Nasreddin
- Wellcome Centre Human Genetics, Roosevelt Drive, University of Oxford, Oxford, UK
| | - Gabriel N. Valbuena
- Wellcome Centre Human Genetics, Roosevelt Drive, University of Oxford, Oxford, UK
| | - Eoghan J. Mulholland
- Wellcome Centre Human Genetics, Roosevelt Drive, University of Oxford, Oxford, UK
| | | | - Holly R. Eggington
- Wellcome Centre Human Genetics, Roosevelt Drive, University of Oxford, Oxford, UK
| | - Ryan O. Schenck
- Wellcome Centre Human Genetics, Roosevelt Drive, University of Oxford, Oxford, UK
| | - Valérie M. Wouters
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular Medicine, Amsterdam University Medical Centers, Meibergdreef 9, 1105 Amsterdam, the Netherlands,Oncode Institute, Meibergdreef 9, 1105 Amsterdam, the Netherlands
| | - Pratyaksha Wirapati
- Swiss Institute for Bioinformatics, University of Lausanne, Lausanne, Switzerland
| | | | | | | | | | - Sulochana Omwenga
- Wellcome Centre Human Genetics, Roosevelt Drive, University of Oxford, Oxford, UK
| | - Amy M.B. McCorry
- Centre for Cancer Research and Cell Biology, Queen’s University Belfast, Belfast, UK
| | - Alistair Easton
- Department of Oncology, Old Road Campus Research Building, Roosevelt Drive, University of Oxford, Oxford, UK
| | - Viktor H. Koelzer
- Department of Pathology and Molecular Pathology, University and University Hospital Zürich, Rämistrasse 100, 8006 Zürich, Switzerland
| | - James E. East
- Translational Gastroenterology Unit, John Radcliffe Hospital, University of Oxford, and Oxford NIHR Biomedical Research Centre, Oxford, UK
| | - Dion Morton
- Academic Department of Surgery, University of Birmingham, Birmingham, UK
| | - Livio Trusolino
- Candiolo Cancer Institute FPO IRCCS, 10060 Candiolo, Torino, Italy
| | - Timothy Maughan
- Department of Oncology, Old Road Campus Research Building, Roosevelt Drive, University of Oxford, Oxford, UK
| | | | - Maurice B. Loughrey
- Centre for Cancer Research and Cell Biology, Queen’s University Belfast, Belfast, UK
| | - Philip D. Dunne
- Centre for Cancer Research and Cell Biology, Queen’s University Belfast, Belfast, UK
| | - Petros Tsantoulis
- University of Geneva and Department of Oncology, Hôpitaux Universitaires de Genève, Geneva, Switzerland
| | - David J. Huels
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular Medicine, Amsterdam University Medical Centers, Meibergdreef 9, 1105 Amsterdam, the Netherlands,Oncode Institute, Meibergdreef 9, 1105 Amsterdam, the Netherlands
| | - Sabine Tejpar
- Molecular Digestive Oncology Unit, KU Leuven, Leuven, Belgium
| | - Owen J. Sansom
- Cancer Research UK Beatson Institute, Glasgow, UK,Institute of Cancer Sciences, University of Glasgow, Garscube Estate, Glasgow, UK
| | - Simon J. Leedham
- Wellcome Centre Human Genetics, Roosevelt Drive, University of Oxford, Oxford, UK,Translational Gastroenterology Unit, John Radcliffe Hospital, University of Oxford, and Oxford NIHR Biomedical Research Centre, Oxford, UK,Corresponding author
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21
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Loughrey MB, Wong NACS. Clinical utility of GI pathology data: implications for practising pathologists. J Clin Pathol 2022; 75:519-524. [PMID: 35853655 DOI: 10.1136/jclinpath-2021-207472] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2022] [Accepted: 01/25/2022] [Indexed: 11/04/2022]
Abstract
Gastrointestinal (GI) tract pathology represents one of the largest individual specialties within cellular pathology departments globally. As with other specialties, clear communication with clinicians providing primary care for the patient is of utmost importance for optimal management and for appropriate use of resources such as endoscopy. A wide breadth of neoplastic and inflammatory conditions afflicts the GI tract. Here, we aim to illustrate how pathology reporting of GI tract specimens influences patient management and specifically how precise reporting of key parameters in different specimen types and different disease processes can directly impact patient care. We describe the potential clinical relevance of selected pathology data items pertinent to specific conditions and highlight areas of contention with respect to the significance of some pathology features. Recent guidelines are described where a change, for example, in diagnostic criteria for a condition is described, or criteria influencing further management such as endoscopic surveillance. The aim of this review is to focus on the clinical importance of careful written communication between the pathologist and primary clinician, illustrated by selective clinical scenarios involving the upper and lower GI tracts.
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Affiliation(s)
- Maurice B Loughrey
- Department of Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK .,Centre for Public Health, Queen's University Belfast, School of Medicine, Dentistry and Biomedical Sciences, Belfast, UK
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22
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Stachtea X, Loughrey MB, Salvucci M, Lindner AU, Cho S, McDonough E, Sood A, Graf J, Santamaria-Pang A, Corwin A, Laurent-Puig P, Dasgupta S, Shia J, Owens JR, Abate S, Van Schaeybroeck S, Lawler M, Prehn JHM, Ginty F, Longley DB. Stratification of chemotherapy-treated stage III colorectal cancer patients using multiplexed imaging and single-cell analysis of T-cell populations. Mod Pathol 2022; 35:564-576. [PMID: 34732839 PMCID: PMC8964416 DOI: 10.1038/s41379-021-00953-0] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2021] [Revised: 10/06/2021] [Accepted: 10/11/2021] [Indexed: 11/08/2022]
Abstract
Colorectal cancer (CRC) has one of the highest cancer incidences and mortality rates. In stage III, postoperative chemotherapy benefits <20% of patients, while more than 50% will develop distant metastases. Biomarkers for identification of patients at increased risk of disease recurrence following adjuvant chemotherapy are currently lacking. In this study, we assessed immune signatures in the tumor and tumor microenvironment (TME) using an in situ multiplexed immunofluorescence imaging and single-cell analysis technology (Cell DIVETM) and evaluated their correlations with patient outcomes. Tissue microarrays (TMAs) with up to three 1 mm diameter cores per patient were prepared from 117 stage III CRC patients treated with adjuvant fluoropyrimidine/oxaliplatin (FOLFOX) chemotherapy. Single sections underwent multiplexed immunofluorescence staining for immune cell markers (CD45, CD3, CD4, CD8, FOXP3, PD1) and tumor/cell segmentation markers (DAPI, pan-cytokeratin, AE1, NaKATPase, and S6). We used annotations and a probabilistic classification algorithm to build statistical models of immune cell types. Images were also qualitatively assessed independently by a Pathologist as 'high', 'moderate' or 'low', for stromal and total immune cell content. Excellent agreement was found between manual assessment and total automated scores (p < 0.0001). Moreover, compared to single markers, a multi-marker classification of regulatory T cells (Tregs: CD3+/CD4+FOXP3+/PD1-) was significantly associated with disease-free survival (DFS) and overall survival (OS) (p = 0.049 and 0.032) of FOLFOX-treated patients. Our results also showed that PD1- Tregs rather than PD1+ Tregs were associated with improved survival. These findings were supported by results from an independent FOLFOX-treated cohort of 191 stage III CRC patients, where higher PD1- Tregs were associated with an increase overall survival (p = 0.015) for CD3+/CD4+/FOXP3+/PD1-. Overall, compared to single markers, multi-marker classification provided more accurate quantitation of immune cell types with stronger correlations with outcomes.
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Affiliation(s)
- Xanthi Stachtea
- Patrick G. Johnston Centre for Cancer Research, School of Medicine, Dentistry and Biomedical Science, Queen's University Belfast, Northern Ireland, UK
| | - Maurice B Loughrey
- Patrick G. Johnston Centre for Cancer Research, School of Medicine, Dentistry and Biomedical Science, Queen's University Belfast, Northern Ireland, UK
- Department of Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care trust, Belfast, UK
| | - Manuela Salvucci
- Department of Physiology and Medical Physics and Centre for Systems Medicine, Royal College of Surgeons in Ireland (RCSI) University of Medicine and Health Sciences, 123 St. Stephen's Green, Dublin 2, Ireland
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | - Andreas U Lindner
- Department of Physiology and Medical Physics and Centre for Systems Medicine, Royal College of Surgeons in Ireland (RCSI) University of Medicine and Health Sciences, 123 St. Stephen's Green, Dublin 2, Ireland
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | - Sanghee Cho
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | | | - Anup Sood
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | - John Graf
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | | | - Alex Corwin
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | | | | | - Jinru Shia
- Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jonathan R Owens
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | - Samantha Abate
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | - Sandra Van Schaeybroeck
- Patrick G. Johnston Centre for Cancer Research, School of Medicine, Dentistry and Biomedical Science, Queen's University Belfast, Northern Ireland, UK
| | - Mark Lawler
- Patrick G. Johnston Centre for Cancer Research, School of Medicine, Dentistry and Biomedical Science, Queen's University Belfast, Northern Ireland, UK
| | - Jochen H M Prehn
- Department of Physiology and Medical Physics and Centre for Systems Medicine, Royal College of Surgeons in Ireland (RCSI) University of Medicine and Health Sciences, 123 St. Stephen's Green, Dublin 2, Ireland
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | - Fiona Ginty
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | - Daniel B Longley
- Patrick G. Johnston Centre for Cancer Research, School of Medicine, Dentistry and Biomedical Science, Queen's University Belfast, Northern Ireland, UK.
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23
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Loughrey MB, Webster F, Arends MJ, Brown I, Burgart LJ, Cunningham C, Flejou JF, Kakar S, Kirsch R, Kojima M, Lugli A, Rosty C, Sheahan K, West NP, Wilson RH, Nagtegaal ID. Dataset for Pathology Reporting of Colorectal Cancer: Recommendations From the International Collaboration on Cancer Reporting (ICCR). Ann Surg 2022; 275:e549-e561. [PMID: 34238814 PMCID: PMC8820778 DOI: 10.1097/sla.0000000000005051] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE The aim of this study to describe a new international dataset for pathology reporting of colorectal cancer surgical specimens, produced under the auspices of the International Collaboration on Cancer Reporting (ICCR). BACKGROUND Quality of pathology reporting and mutual understanding between colorectal surgeon, pathologist and oncologist are vital to patient management. Some pathology parameters are prone to variable interpretation, resulting in differing positions adopted by existing national datasets. METHODS The ICCR, a global alliance of major pathology institutions with links to international cancer organizations, has developed and ratified a rigorous and efficient process for the development of evidence-based, structured datasets for pathology reporting of common cancers. Here we describe the production of a dataset for colorectal cancer resection specimens by a multidisciplinary panel of internationally recognized experts. RESULTS The agreed dataset comprises eighteen core (essential) and seven non-core (recommended) elements identified from a review of current evidence. Areas of contention are addressed, some highly relevant to surgical practice, with the aim of standardizing multidisciplinary discussion. The summation of all core elements is considered to be the minimum reporting standard for individual cases. Commentary is provided, explaining each element's clinical relevance, definitions to be applied where appropriate for the agreed list of value options and the rationale for considering the element as core or non-core. CONCLUSIONS This first internationally agreed dataset for colorectal cancer pathology reporting promotes standardization of pathology reporting and enhanced clinicopathological communication. Widespread adoption will facilitate international comparisons, multinational clinical trials and help to improve the management of colorectal cancer globally.
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Affiliation(s)
- Maurice B Loughrey
- Centre for Public Health, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, UK
| | - Fleur Webster
- International Collaboration on Cancer Reporting, Sydney, NSW, Australia
| | - Mark J Arends
- Division of Pathology, Institute of Genetics & Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Ian Brown
- Envoi Pathology, Kelvin Grove, QLD, Australia
| | - Lawrence J Burgart
- Department of Pathology, Virginia Piper Cancer Institute, Abbott Northwestern Hospital, Minneapolis, MN
| | - Chris Cunningham
- Department of Colorectal Surgery, Churchill Hospital, Oxford University Hospitals NHSFT, Oxford, UK
| | - Jean-Francois Flejou
- Department of Pathology, Saint-Antoine Hospital, Sorbonne University, Paris, France
| | - Sanjay Kakar
- Department of Pathology, University of California San Francisco, San Francisco, CA
| | - Richard Kirsch
- Department of Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Motohiro Kojima
- Division of Pathology, Research Center for Innovative Oncology, National Cancer Center, Chiba, Kashiwa, Japan
| | | | - Christophe Rosty
- Faculty of Medicine, The University of Queensland, Brisbane, QLD, Australia
- Envoi Specialist Pathologists, Brisbane, QLD, Australia
- Department of Pathology, University of Melbourne, Melbourne, VIC, Australia
| | - Kieran Sheahan
- Department of Pathology, St Vincent's University Hospital & University College, Dublin, Ireland
| | - Nicholas P West
- Pathology and Data Analytics, Leeds Institute of Medical Research at St. James's, University of Leeds, Leeds, UK
| | - Richard H Wilson
- Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Iris D Nagtegaal
- Department of Pathology, Radboud University Medical Centre, Nijmegen, The Netherlands
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24
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Fisher NC, Loughrey MB, Coleman HG, Gelbard MD, Bankhead P, Dunne PD. Development of a semi-automated method for tumour budding assessment in colorectal cancer and comparison with manual methods. Histopathology 2022; 80:485-500. [PMID: 34580909 DOI: 10.1111/his.14574] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2021] [Revised: 09/07/2021] [Accepted: 09/25/2021] [Indexed: 12/17/2022]
Abstract
AIMS Tumour budding (TB) is an established prognostic feature in multiple cancers but is not routinely assessed in pathology practice. Efforts to standardise and automate assessment have shifted from haematoxylin and eosin (H&E)-stained images towards cytokeratin immunohistochemistry. The aim of this study was to compare manual H&E and cytokeratin assessment methods with a semi-automated approach built within QuPath open-source software. METHODS AND RESULTS TB was assessed in cores from the advancing tumour edge in a cohort of stage II/III colon cancers (n = 186). The total numbers of buds detected with each method were as follows: manual H&E, n = 503; manual cytokeratin, n = 2290; and semi-automated, n = 5138. More than four times the number of buds were identified manually with cytokeratin assessment than with H&E assessment. One thousand seven hundred and thirty-four individual buds were identified with both manual and semi-automated assessments applied to cytokeratin images, representing 75.7% of the buds identified manually (n = 2290) and 33.7% of the buds detected with the semi-automated method (n = 5138). Higher semi-automated TB scores were due to any discrete area of cytokeratin immunopositivity within an accepted area range being identified as a bud, regardless of shape or crispness of definition, and to the inclusion of tumour cell clusters within glandular lumina ('luminal pseudobuds'). Although absolute numbers differed, semi-automated and manual bud counts were strongly correlated across cores (ρ = 0.81, P < 0.0001). All methods of TB assessment demonstrated poorer survival associated with higher TB scores. CONCLUSIONS We present a new QuPath-based approach to TB assessment, which compares favourably with established methods and offers a freely available, rapid and transparent tool that is also applicable to whole slide images.
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Affiliation(s)
- Natalie C Fisher
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Maurice B Loughrey
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, UK
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Helen G Coleman
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | | | - Peter Bankhead
- Edinburgh Pathology, Edinburgh, UK
- Centre for Genomic & Experimental Medicine, Edinburgh, UK
- Cancer Research UK Edinburgh Centre, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Philip D Dunne
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
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25
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Fisher NC, Loughrey MB, Coleman HG, Gelbard MD, Bankhead P, Dunne PD. Cover Image. Histopathology 2022. [DOI: 10.1111/his.14614] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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26
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Craig SG, Mende S, Humphries MP, Bingham V, Viratham Pulsawatdi A, Loughrey MB, Coleman HG, McQuaid S, Wilson RH, Van Schaeybroeck S, James JA, Salto‐Tellez M. Orthogonal MET analysis in a population-representative stage II-III colon cancer cohort: prognostic and potential therapeutic implications. Mol Oncol 2021; 15:3317-3328. [PMID: 34428346 PMCID: PMC8637556 DOI: 10.1002/1878-0261.13089] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Accepted: 08/23/2021] [Indexed: 01/11/2023] Open
Abstract
Clinical trials for MET inhibitors have demonstrated limited success for their use in colon cancer (CC). However, clinical efficacy may be obscured by a lack of standardisation in MET assessment for patient stratification. In this study, we aimed to determine the molecular context in which MET is deregulated in CC using a series of genomic and proteomic tests to define MET expression and identify patient subgroups that should be considered in future studies with MET-targeted agents. To this aim, orthogonal expression analysis of MET was conducted in a population-representative cohort of stage II/III CC patients (n = 240) diagnosed in Northern Ireland from 2004 to 2008. Targeted sequencing was used to determine the relative incidence of MET R970C and MET T992I mutations within the cohort. MET amplification was assessed using dual-colour dual-hapten brightfield in situ hybridisation (DDISH). Expression of transcribed MET and c-MET protein within the cohort was assessed using digital image analysis on MET RNA in situ hybridisation (ISH) and c-MET immunohistochemistry (IHC) stained slides. We found that less than 2% of the stage II/III CC patient population assessed demonstrated a genetic MET aberration. Determination of a high MET RNA-ISH/low c-MET IHC protein subgroup was found to be associated with poor 5-year cancer-specific outcomes compared to patients with concordant MET RNA-ISH and c-MET IHC protein expression (HR 2.12 [95%CI: 1.27-3.68]). The MET RNA-ISH/c-MET IHC protein biomarker paradigm identified in this study demonstrates that subtyping of MET expression may be required to identify MET-addicted malignancies in CC patients who will truly benefit from MET inhibition.
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Affiliation(s)
- Stephanie G. Craig
- Precision Medicine Centre of ExcellencePatrick G Johnston Centre for Cancer ResearchQueen's University BelfastUK
| | - Svenja Mende
- Precision Medicine Centre of ExcellencePatrick G Johnston Centre for Cancer ResearchQueen's University BelfastUK
| | - Matthew P. Humphries
- Precision Medicine Centre of ExcellencePatrick G Johnston Centre for Cancer ResearchQueen's University BelfastUK
| | - Victoria Bingham
- Precision Medicine Centre of ExcellencePatrick G Johnston Centre for Cancer ResearchQueen's University BelfastUK
| | - Amélie Viratham Pulsawatdi
- Precision Medicine Centre of ExcellencePatrick G Johnston Centre for Cancer ResearchQueen's University BelfastUK
| | - Maurice B. Loughrey
- Department of Cellular PathologyRoyal Victoria HospitalBelfast Health and Social Care TrustBelfastUK
- Centre for Public HealthQueen's University BelfastUK
| | | | - Stephen McQuaid
- Precision Medicine Centre of ExcellencePatrick G Johnston Centre for Cancer ResearchQueen's University BelfastUK
| | | | - Sandra Van Schaeybroeck
- Precision Medicine Centre of ExcellencePatrick G Johnston Centre for Cancer ResearchQueen's University BelfastUK
| | - Jacqueline A. James
- Precision Medicine Centre of ExcellencePatrick G Johnston Centre for Cancer ResearchQueen's University BelfastUK
- Department of Cellular PathologyRoyal Victoria HospitalBelfast Health and Social Care TrustBelfastUK
| | - Manuel Salto‐Tellez
- Precision Medicine Centre of ExcellencePatrick G Johnston Centre for Cancer ResearchQueen's University BelfastUK
- Department of Cellular PathologyRoyal Victoria HospitalBelfast Health and Social Care TrustBelfastUK
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27
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Hamilton AC, Donnelly DW, Loughrey MB, Turkington RC, Fox C, Fitzpatrick D, O'Neill CE, Gavin AT, Coleman HG. Inequalities in the decline and recovery of pathological cancer diagnoses during the first six months of the COVID-19 pandemic: a population-based study. Br J Cancer 2021; 125:798-805. [PMID: 34211120 PMCID: PMC8245662 DOI: 10.1038/s41416-021-01472-0] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Revised: 05/28/2021] [Accepted: 06/17/2021] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND The restructuring of healthcare systems to cope with the demands of the COVID-19 pandemic has led to a reduction in clinical services such as cancer screening and diagnostics. METHODS Data from the four Northern Ireland pathology laboratories were used to assess trends in pathological cancer diagnoses from 1st March to 12th September 2020 overall and by cancer site, sex and age. These trends were compared to the same timeframe from 2017 to 2019. RESULTS Between 1st March and 12th September 2020, there was a 23% reduction in cancer diagnoses compared to the same time period in the preceding 3 years. Although some recovery occurred in August and September 2020, this revealed inequalities across certain patient groups. Pathological diagnoses of lung, prostate and gynaecological malignancies remained well below pre-pandemic levels. Males and younger/middle-aged adults, particularly the 50-59-year-old patient group, also lagged behind other population demographic groups in terms of returning to expected numbers of pathological cancer diagnoses. CONCLUSIONS There is a critical need to protect cancer diagnostic services in the ongoing pandemic to facilitate timely investigation of potential cancer cases. Targeted public health campaigns may be needed to reduce emerging inequalities in cancer diagnoses as the COVID-19 pandemic continues.
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Affiliation(s)
- Ashleigh C Hamilton
- Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland, UK.
| | - David W Donnelly
- Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland, UK
- Northern Ireland Cancer Registry, Belfast, Northern Ireland, UK
| | - Maurice B Loughrey
- Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland, UK
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland, UK
- Department of Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, UK
| | - Richard C Turkington
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Colin Fox
- Northern Ireland Cancer Registry, Belfast, Northern Ireland, UK
| | | | - Ciaran E O'Neill
- Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland, UK
- Northern Ireland Cancer Registry, Belfast, Northern Ireland, UK
| | - Anna T Gavin
- Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland, UK
- Northern Ireland Cancer Registry, Belfast, Northern Ireland, UK
| | - Helen G Coleman
- Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland, UK
- Northern Ireland Cancer Registry, Belfast, Northern Ireland, UK
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland, UK
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28
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Lord A, Brown G, Abulafi M, Bateman A, Frankel W, Goldin R, Gopal P, Kirsch R, Loughrey MB, Märkl B, Moran B, Puppa G, Rasheed S, Shimada Y, Snaebjornsson P, Svrcek M, Washington K, West N, Wong N, Nagtegaal I. Histopathological diagnosis of tumour deposits in colorectal cancer: a Delphi consensus study. Histopathology 2021; 79:168-175. [PMID: 33511676 DOI: 10.1111/his.14344] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2020] [Revised: 01/13/2021] [Accepted: 01/26/2021] [Indexed: 12/14/2022]
Abstract
AIMS Tumour deposits (TDs) are an important prognostic marker in colorectal cancer. However, the classification, and inclusion in staging, of TDs has changed significantly in each tumour-node-metastasis (TNM) edition since their initial description in TNM-5, and terminology remains controversial. Expert consensus is needed to guide the future direction of precision staging. METHODS AND RESULTS A modified Delphi consensus process was used. Statements were formulated and sent to participants as an online survey. Participants were asked to rate their agreement with each statement on a five-point Likert scale and also to suggest additional statements for discussion. These responses were circulated together with anonymised comments, and statements were modified prior to carrying out a second online round. Consensus was set at 70%. Overall, 32 statements reached consensus. There were concerns that TDs were currently incorrectly placed in the TNM system and that their prognostic importance was being underestimated. There were concerns regarding interobserver variation and it was felt that a clearer, more reproducible definition of TDs was needed. CONCLUSIONS Our main recommendations are that the number of TDs should be recorded even if lymph node metastases (LNMs) are also present and that nodules with evidence of origin [extramural venous invasion (EMVI), perineural invasion (PNI), lymphatic invasion (LI)] should still be categorised as TDs and not excluded, as TNM-8 specifies. Whether TDs should continue to be included in the N category at all is controversial, and did not achieve consensus; however, participants agreed that TDs are prognostically worse than LNMs and the N1c category is suboptimal, as it does not reflect this.
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Affiliation(s)
- Amy Lord
- Royal Marsden NHS Trust, London, UK.,Croydon University Hospital, London, UK
| | | | | | | | - Wendy Frankel
- Ohio State University Wexner Medical Centre, Ohio, USA
| | | | - Purva Gopal
- University of Texas Southwestern Medical Centre, Dallas, USA
| | | | - Maurice B Loughrey
- Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK
| | | | | | | | | | - Yoshifumi Shimada
- Niigata University Graduate School of Medical and Dental Sciences, Niigata, Japan
| | | | | | | | | | | | - Iris Nagtegaal
- Radbound University Medical Centre, Nijmegen, the Netherlands
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29
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Hamilton AC, Donnelly DW, Loughrey MB, Turkington RC, Fox C, Fitzpatrick D, O'Neill CE, Gavin AT, Coleman HG. Abstract P32: Inequalities in the decline and recovery of pathological cancer diagnoses during the first six months of the COVID-19 pandemic: A population-based study. Clin Cancer Res 2021. [DOI: 10.1158/1557-3265.covid-19-21-p32] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: The aim of this study was to evaluate the impact of COVID-19 on pathological diagnoses of cancer in Northern Ireland, and assess potential inequalities across subgroups of the population. Methods: Data from the four Northern Ireland pathology labs were used to assess trends in pathological cancer diagnoses from 1st March to 12th September 2020 overall and by cancer site, gender and age. These trends were compared to the same timeframe from 2017-2019. Results: Between 1st March and 12th September 2020 there was a 23% reduction in cancer diagnoses compared to the same time period in the preceding three years. Although some recovery occurred in August and September 2020, this revealed inequalities across certain patient groups. Pathological diagnoses of lung, prostate and gynaecological malignancies remained well below pre-pandemic levels. Males and younger/middle-aged adults, particularly the 50-59 year old patient group, also lagged behind other population demographic groups in terms of returning to expected numbers of pathological cancer diagnoses. Conclusions: There is a critical need to protect cancer diagnostic services in the ongoing pandemic to facilitate timely investigation of potential cancer cases. Targeted public health campaigns may be needed to reduce emerging inequalities in cancer diagnoses as the COVID-19 pandemic continues.
Citation Format: Ashleigh C. Hamilton, David W. Donnelly, Maurice B. Loughrey, Richard C. Turkington, Colin Fox, Deirdre Fitzpatrick, Ciaran E. O'Neill, Anna T. Gavin, Helen G. Coleman. Inequalities in the decline and recovery of pathological cancer diagnoses during the first six months of the COVID-19 pandemic: A population-based study [abstract]. In: Proceedings of the AACR Virtual Meeting: COVID-19 and Cancer; 2021 Feb 3-5. Philadelphia (PA): AACR; Clin Cancer Res 2021;27(6_Suppl):Abstract nr P32.
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Affiliation(s)
| | | | - Maurice B. Loughrey
- 3Department of Pathology, Belfast Health and Social Care Trust, Belfast, United Kingdom,
| | - Richard C. Turkington
- 4Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Colin Fox
- 2Northern Ireland Cancer Registry, Belfast, United Kingdom,
| | | | | | - Anna T. Gavin
- 2Northern Ireland Cancer Registry, Belfast, United Kingdom,
| | - Helen G. Coleman
- 1Centre for Public Health, Queen’s University Belfast, Belfast, United Kingdom,
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30
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Haddad TS, Lugli A, Aherne S, Barresi V, Terris B, Bokhorst JM, Brockmoeller SF, Cuatrecasas M, Simmer F, El-Zimaity H, Fléjou JF, Gibbons D, Cathomas G, Kirsch R, Kuhlmann TP, Langner C, Loughrey MB, Riddell R, Ristimäki A, Kakar S, Sheahan K, Treanor D, van der Laak J, Vieth M, Zlobec I, Nagtegaal ID. Improving tumor budding reporting in colorectal cancer: a Delphi consensus study. Virchows Arch 2021; 479:459-469. [PMID: 33650042 PMCID: PMC8448718 DOI: 10.1007/s00428-021-03059-9] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Revised: 01/22/2021] [Accepted: 02/14/2021] [Indexed: 02/06/2023]
Abstract
Tumor budding is a long-established independent adverse prognostic marker in colorectal cancer, yet methods for its assessment have varied widely. In an effort to standardize its reporting, a group of experts met in Bern, Switzerland, in 2016 to reach consensus on a single, international, evidence-based method for tumor budding assessment and reporting (International Tumor Budding Consensus Conference [ITBCC]). Tumor budding assessment using the ITBCC criteria has been validated in large cohorts of cancer patients and incorporated into several international colorectal cancer pathology and clinical guidelines. With the wider reporting of tumor budding, new issues have emerged that require further clarification. To better inform researchers and health-care professionals on these issues, an international group of experts in gastrointestinal pathology participated in a modified Delphi process to generate consensus and highlight areas requiring further research. This effort serves to re-affirm the importance of tumor budding in colorectal cancer and support its continued use in routine clinical practice.
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Affiliation(s)
- Tariq Sami Haddad
- Department of Pathology, Radboud University Medical Center, P.O. Box 9101, 6525 GA, Nijmegen, Netherlands.
| | | | - Susan Aherne
- St. Vincent's University Hospital, Dublin, Ireland.,University College Dublin, Dublin, Ireland
| | | | - Benoît Terris
- Cochin Hospital, Paris, France.,University of Paris, Paris, France
| | - John-Melle Bokhorst
- Department of Pathology, Radboud University Medical Center, P.O. Box 9101, 6525 GA, Nijmegen, Netherlands
| | | | | | - Femke Simmer
- Department of Pathology, Radboud University Medical Center, P.O. Box 9101, 6525 GA, Nijmegen, Netherlands
| | | | | | - David Gibbons
- St. Vincent's University Hospital, Dublin, Ireland.,University College Dublin, Dublin, Ireland
| | | | | | | | | | | | | | - Ari Ristimäki
- University of Helsinki, Helsinki, Finland.,HUSLAB, Helsinki University Hospital, Helsinki, Finland
| | - Sanjay Kakar
- University of California, San Francisco, San Francisco, CA, USA
| | - Kieran Sheahan
- St. Vincent's University Hospital, Dublin, Ireland.,University College Dublin, Dublin, Ireland
| | | | - Jeroen van der Laak
- Department of Pathology, Radboud University Medical Center, P.O. Box 9101, 6525 GA, Nijmegen, Netherlands.,Linköping University, Linköping, Sweden
| | | | | | - Iris D Nagtegaal
- Department of Pathology, Radboud University Medical Center, P.O. Box 9101, 6525 GA, Nijmegen, Netherlands
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31
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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] [What about the content of this article? (0)] [Affiliation(s)] [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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Loughrey MB, McGrath J, Coleman HG, Bankhead P, Maxwell P, McGready C, Bingham V, Humphries MP, Craig SG, McQuaid S, Salto-Tellez M, James JA. Identifying mismatch repair-deficient colon cancer: near-perfect concordance between immunohistochemistry and microsatellite instability testing in a large, population-based series. Histopathology 2021; 78:401-413. [PMID: 32791559 DOI: 10.1111/his.14233] [Citation(s) in RCA: 43] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2020] [Revised: 07/30/2020] [Accepted: 08/10/2020] [Indexed: 12/12/2022]
Abstract
AIMS Establishing the mismatch repair (MMR) status of colorectal cancers is important to enable the detection of underlying Lynch syndrome and inform prognosis and therapy. Current testing typically involves either polymerase chain reaction (PCR)-based microsatellite instability (MSI) testing or MMR protein immunohistochemistry (IHC). The aim of this study was to compare these two approaches in a large, population-based cohort of stage 2 and 3 colon cancer cases in Northern Ireland. METHODS AND RESULTS The study used the Promega pentaplex assay to determine MSI status and a four-antibody MMR IHC panel. IHC was applied to tumour tissue microarrays with triplicate tumour sampling, and assessed manually. Of 593 cases with available MSI and MMR IHC results, 136 (22.9%) were MSI-high (MSI-H) and 135 (22.8%) showed abnormal MMR IHC. Concordance was extremely high, with 97.1% of MSI-H cases showing abnormal MMR IHC, and 97.8% of cases with abnormal IHC showing MSI-H status. Under-representation of tumour epithelial cells in samples from heavily inflamed tumours resulted in misclassification of several cases with abnormal MMR IHC as microsatellite-stable. MMR IHC revealed rare cases with unusual patterns of MMR protein expression, unusual combinations of expression loss, or secondary clonal loss of expression, as further illustrated by repeat immunostaining on whole tissue sections. CONCLUSIONS MSI PCR testing and MMR IHC can be considered to be equally proficient tests for establishing MMR/MSI status, when there is awareness of the potential pitfalls of either method. The choice of methodology may depend on available services and expertise.
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Affiliation(s)
- Maurice B Loughrey
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, UK
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Jason McGrath
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, UK
| | - Helen G Coleman
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Peter Bankhead
- Edinburgh Pathology/Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Perry Maxwell
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, UK
| | - Claire McGready
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, UK
- Northern Ireland Biobank, Health Sciences Building, Queen's University Belfast, Belfast, UK
| | - Victoria Bingham
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, UK
| | - Matthew P Humphries
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, UK
| | - Stephanie G Craig
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Stephen McQuaid
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, UK
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, UK
- Northern Ireland Biobank, Health Sciences Building, Queen's University Belfast, Belfast, UK
| | - Manuel Salto-Tellez
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, UK
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, UK
| | - Jacqueline A James
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, UK
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, UK
- Northern Ireland Biobank, Health Sciences Building, Queen's University Belfast, Belfast, UK
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Loughrey MB, Ings G, Dickey W, Owen TA, Coleman HG. Evaluating the impact of 2020 post-polypectomy surveillance guidelines in the Northern Ireland bowel cancer screening programme. Gut 2021; 70:226-228. [PMID: 32393541 PMCID: PMC7788218 DOI: 10.1136/gutjnl-2020-321502] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/20/2020] [Accepted: 04/21/2020] [Indexed: 12/08/2022]
Affiliation(s)
- Maurice B Loughrey
- Cellular Pathology, Belfast Health and Social Care Trust, Belfast, UK .,Centre for Public Health and Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
| | - Grace Ings
- Screening and Professional Standards Division, Public Health Agency Northern Ireland, Belfast, UK
| | - William Dickey
- Gastroenterology, Altnagelvin Area Hospital, Western Health and Social Care Trust, Londonderry, UK
| | - Tracy A Owen
- Screening and Professional Standards Division, Public Health Agency Northern Ireland, Belfast, UK
| | - Helen G Coleman
- Centre for Public Health and Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
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Loughrey MB, Shepherd NA. The indications for biopsy in routine upper gastrointestinal endoscopy. Histopathology 2020; 78:215-227. [PMID: 33382487 DOI: 10.1111/his.14213] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2020] [Accepted: 07/15/2020] [Indexed: 12/11/2022]
Abstract
This review describes the indications and contraindications for endoscopic biopsy, in routine practice, of the upper gastrointestinal (GI) tract. We accept that this review provides grounds for controversy, as our stance in certain situations is counter to some national guidelines. Nevertheless, we provide evidence to support our viewpoints, especially on efficiency and economic grounds. We describe the particular controversies concerning the biopsy assessment of Barrett's oesophagus, chronic gastritis and the duodenum in the investigation of coeliac disease. We accept that there are indications for more extensive upper GI biopsy protocols in children than in adults; the latter constitute our main focus in this article. We would encourage detailed discussion between pathologists and their endoscopy colleagues about the indications, or lack of them, for routine upper GI endoscopic biopsy, as studies have shown that adherence to agreed guidelines has resulted in a very considerable diminution in the biopsy workload without compromising patient management. Furthermore, where biopsy is indicated, we emphasise the importance of accompanying clinical information provided to the pathologist, in particular regarding biopsy site(s), and regular feedback to endoscopists to improve and maintain the quality of such information. Finally, local dialogue is also advised, when necessary, to indicate to endoscopists the need to appropriately segregate biopsies into separate, individually labelled specimens, to maximise the information that can be derived by pathological evaluation and thereby improve the quality of the final pathology report.
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Affiliation(s)
- Maurice B Loughrey
- Department of Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK
| | - Neil A Shepherd
- Gloucestershire Cellular Pathology Laboratory, Cheltenham General Hospital, Cheltenham, UK
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Craig SG, Humphries MP, Alderdice M, Bingham V, Richman SD, Loughrey MB, Coleman HG, Viratham-Pulsawatdi A, McCombe K, Murray GI, Blake A, Domingo E, Robineau J, Brown L, Fisher D, Seymour MT, Quirke P, Bankhead P, McQuaid S, Lawler M, McArt DG, Maughan TS, James JA, Salto-Tellez M. Immune status is prognostic for poor survival in colorectal cancer patients and is associated with tumour hypoxia. Br J Cancer 2020; 123:1280-1288. [PMID: 32684627 PMCID: PMC7555485 DOI: 10.1038/s41416-020-0985-5] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2019] [Revised: 06/09/2020] [Accepted: 06/23/2020] [Indexed: 01/01/2023] Open
Abstract
BACKGROUND Immunohistochemical quantification of the immune response is prognostic for colorectal cancer (CRC). Here, we evaluate the suitability of alternative immune classifiers on prognosis and assess whether they relate to biological features amenable to targeted therapy. METHODS Overall survival by immune (CD3, CD4, CD8, CD20 and FOXP3) and immune-checkpoint (ICOS, IDO-1 and PD-L1) biomarkers in independent CRC cohorts was evaluated. Matched mutational and transcriptomic data were interrogated to identify associated biology. RESULTS Determination of immune-cold tumours by combined low-density cell counts of CD3, CD4 and CD8 immunohistochemistry constituted the best prognosticator across stage II-IV CRC, particularly in patients with stage IV disease (HR 1.98 [95% CI: 1.47-2.67]). These immune-cold CRCs were associated with tumour hypoxia, confirmed using CAIX immunohistochemistry (P = 0.0009), which may mediate disease progression through common biology (KRAS mutations, CRIS-B subtype and SPP1 mRNA overexpression). CONCLUSIONS Given the significantly poorer survival of immune-cold CRC patients, these data illustrate that assessment of CD4-expressing cells complements low CD3 and CD8 immunohistochemical quantification in the tumour bulk, potentially facilitating immunophenotyping of patient biopsies to predict prognosis. In addition, we found immune-cold CRCs to associate with a difficult-to-treat, poor prognosis hypoxia signature, indicating that these patients may benefit from hypoxia-targeting clinical trials.
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Affiliation(s)
- Stephanie G Craig
- Precision Medicine Centre of Excellence, Centre for Cell Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland
| | - Matthew P Humphries
- Precision Medicine Centre of Excellence, Centre for Cell Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland
| | - Matthew Alderdice
- Precision Medicine Centre of Excellence, Centre for Cell Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland
| | - Victoria Bingham
- Precision Medicine Centre of Excellence, Centre for Cell Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland
| | - Susan D Richman
- Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - Maurice B Loughrey
- Department of Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, Northern Ireland
- Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland
| | - Helen G Coleman
- Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland
| | - Amelie Viratham-Pulsawatdi
- Precision Medicine Centre of Excellence, Centre for Cell Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland
| | - Kris McCombe
- Precision Medicine Centre of Excellence, Centre for Cell Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland
| | - Graeme I Murray
- Pathology, School of Medicine, Medical Sciences and Nutrition, University of Aberdeen, Aberdeen, Scotland
| | - Andrew Blake
- CRUK/MRC Oxford Institute for Radiation Oncology, Oxford University, Oxford, England
| | - Enric Domingo
- CRUK/MRC Oxford Institute for Radiation Oncology, Oxford University, Oxford, England
| | - James Robineau
- CRUK/MRC Oxford Institute for Radiation Oncology, Oxford University, Oxford, England
| | - Louise Brown
- MRC Clinical Trials Unit, University College London, London, UK
| | - David Fisher
- MRC Clinical Trials Unit, University College London, London, UK
| | - Matthew T Seymour
- Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - Phil Quirke
- Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - Peter Bankhead
- Division of Pathology, University of Edinburgh, Edinburgh, Scotland
| | - Stephen McQuaid
- Precision Medicine Centre of Excellence, Centre for Cell Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland
- Department of Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, Northern Ireland
| | - Mark Lawler
- Precision Medicine Centre of Excellence, Centre for Cell Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland
| | - Darragh G McArt
- Precision Medicine Centre of Excellence, Centre for Cell Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland
| | - Tim S Maughan
- CRUK/MRC Oxford Institute for Radiation Oncology, Oxford University, Oxford, England
| | - Jacqueline A James
- Precision Medicine Centre of Excellence, Centre for Cell Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland
- Department of Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, Northern Ireland
| | - Manuel Salto-Tellez
- Precision Medicine Centre of Excellence, Centre for Cell Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland.
- Department of Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, Northern Ireland.
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36
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Loughrey MB, Kent O, Moore M, Coghlin C, Kelly P, McVeigh G, Coleman HG. Impact on colorectal cancer pathology reporting practice of migration from TNM 5 to TNM 8. Histopathology 2020; 77:210-222. [PMID: 32285464 DOI: 10.1111/his.14116] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2019] [Accepted: 04/07/2020] [Indexed: 01/14/2023]
Abstract
AIMS The introduction of TNM 8 into UK pathology practice in January 2018 considers tumour deposits in colorectal cancer staging for the first time. The impact of this new classification on pathology reporting practices has yet to be evaluated. METHODS AND RESULTS A clinical audit was conducted, comparing consecutive colorectal cancer resection specimens reported under TNM 5 classification guidelines in 2017 (n = 177) and TNM 8 guidelines in 2018 (n = 234). Tumour features (venous invasion, perineural invasion, lymph node metastatic disease, tumour deposits) and changes in reporting practices were evaluated among four specialist gastrointestinal pathologists working within a large pathology department. Adoption of TNM 8 practice led to an approximate doubling in the use of ancillary stains (41.0% of TNM 8 versus 22.0% of TNM 5 cases, P < 0.001) to help evaluate tumours. A narrowing of the range between pathologists was observed in reporting cases as having one or more form of regional, extramural, discontinuous tumour (TNM 5 range = 50.0-79.0%, TNM 8 range = 57.8-65.7%), with no change in the overall proportion of cases reported as such (62.7% versus 62.4%, P = 0.95). However, significant interobserver variation in reporting rates for individual parameters remained. CONCLUSION TNM 8 colorectal cancer staging offers potentially greater reproducibility in pathology reporting of regional, extramural, discontinuous disease with similar proportions of patients reported as having one or more of these forms of tumour spread compared with TNM 5. Further guidance in defining individual features is required to reduce interobserver variation in pathology assessments and to help elucidate the clinical significance of each parameter.
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Affiliation(s)
- Maurice B Loughrey
- Centre for Public Health, Queen's University Belfast, Belfast, UK.,Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK.,Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK
| | - Olivia Kent
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Michelle Moore
- Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK
| | - Caroline Coghlin
- Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK
| | - Paul Kelly
- Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK
| | - Gerard McVeigh
- Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK
| | - Helen G Coleman
- Centre for Public Health, Queen's University Belfast, Belfast, UK.,Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
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Kleeman SO, Koelzer VH, Jones HJ, Vazquez EG, Davis H, East JE, Arnold R, Koppens MA, Blake A, Domingo E, Cunningham C, Beggs AD, Pestinger V, Loughrey MB, Wang LM, Lannagan TR, Woods SL, Worthley D, Consortium SC, Tomlinson I, Dunne PD, Maughan T, Leedham SJ. Exploiting differential Wnt target gene expression to generate a molecular biomarker for colorectal cancer stratification. Gut 2020; 69:1092-1103. [PMID: 31563876 PMCID: PMC7212029 DOI: 10.1136/gutjnl-2019-319126] [Citation(s) in RCA: 46] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2019] [Revised: 08/20/2019] [Accepted: 09/07/2019] [Indexed: 01/09/2023]
Abstract
OBJECTIVE Pathological Wnt pathway activation is a conserved hallmark of colorectal cancer. Wnt-activating mutations can be divided into: i) ligand-independent (LI) alterations in intracellular signal transduction proteins (Adenomatous polyposis coli, β-catenin), causing constitutive pathway activation and ii) ligand-dependent (LD) mutations affecting the synergistic R-Spondin axis (RNF43, RSPO-fusions) acting through amplification of endogenous Wnt signal transmembrane transduction. Our aim was to exploit differential Wnt target gene expression to generate a mutation-agnostic biomarker for LD tumours. DESIGN We undertook harmonised multi-omic analysis of discovery (n=684) and validation cohorts (n=578) of colorectal tumours collated from publicly available data and the Stratification in Colorectal Cancer Consortium. We used mutation data to establish molecular ground truth and subdivide lesions into LI/LD tumour subsets. We contrasted transcriptional, methylation, morphological and clinical characteristics between groups. RESULTS Wnt disrupting mutations were mutually exclusive. Desmoplastic stromal upregulation of RSPO may compensate for absence of epithelial mutation in a subset of stromal-rich tumours. Key Wnt negative regulator genes were differentially expressed between LD/LI tumours, with targeted hypermethylation of some genes (AXIN2, NKD1) occurring even in CIMP-negative LD cancers. AXIN2 mRNA expression was used as a discriminatory molecular biomarker to distinguish LD/LI tumours (area under the curve >0.93). CONCLUSIONS Epigenetic suppression of appropriate Wnt negative feedback loops is selectively advantageous in LD tumours and differential AXIN2 expression in LD/LI lesions can be exploited as a molecular biomarker. Distinguishing between LD/LI tumour types is important; patients with LD tumours retain sensitivity to Wnt ligand inhibition and may be stratified at diagnosis to clinical trials of Porcupine inhibitors.
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Affiliation(s)
- Sam O Kleeman
- Intestinal Stem Cell Biology Lab, Wellcome Trust Centre Human Genetics, University of Oxford, Oxford, UK
| | - Viktor H Koelzer
- Intestinal Stem Cell Biology Lab, Wellcome Trust Centre Human Genetics, University of Oxford, Oxford, UK
- Department of Pathology and Molecular Pathology, University Hospital Zürich, Zurich, Switzerland
| | - Helen Js Jones
- Intestinal Stem Cell Biology Lab, Wellcome Trust Centre Human Genetics, University of Oxford, Oxford, UK
- Oxford Colorectal Surgery Department, Nuffield Department of Surgery, Churchill Hospital, Oxford, Oxfordshire, UK
| | - Ester Gil Vazquez
- Intestinal Stem Cell Biology Lab, Wellcome Trust Centre Human Genetics, University of Oxford, Oxford, UK
| | - Hayley Davis
- Intestinal Stem Cell Biology Lab, Wellcome Trust Centre Human Genetics, University of Oxford, Oxford, UK
| | - James E East
- Translational Gastroenterology Unit, John Radcliffe Hospital, Oxford, UK
| | - Roland Arnold
- Cancer Genetics and Evolution Laboratory, Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, West Midlands, UK
| | - Martijn Aj Koppens
- Intestinal Stem Cell Biology Lab, Wellcome Trust Centre Human Genetics, University of Oxford, Oxford, UK
| | - Andrew Blake
- Department of Oncology, University of Oxford, Oxford, Oxfordshire, UK
| | - Enric Domingo
- Department of Oncology, University of Oxford, Oxford, Oxfordshire, UK
| | - Chris Cunningham
- Oxford Colorectal Surgery Department, Nuffield Department of Surgery, Churchill Hospital, Oxford, Oxfordshire, UK
| | - Andrew D Beggs
- Surgical Research Laboratory, Institute of Cancer & Genomic Science, University of Birmingham, Birminghaam, United Kingdom
| | - Valerie Pestinger
- Cancer Genetics and Evolution Laboratory, Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, West Midlands, UK
| | - Maurice B Loughrey
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | | | - Tamsin Rm Lannagan
- South Australian Health & Medical Research Institute & School of Medicine, The University of Adelaide, Adelaide, South Australia, Australia
| | - Susan L Woods
- South Australian Health & Medical Research Institute & School of Medicine, The University of Adelaide, Adelaide, South Australia, Australia
| | - Daniel Worthley
- South Australian Health & Medical Research Institute & School of Medicine, The University of Adelaide, Adelaide, South Australia, Australia
| | | | - Ian Tomlinson
- Cancer Genetics and Evolution Laboratory, Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, West Midlands, UK
| | - Philip D Dunne
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Timothy Maughan
- Department of Oncology, University of Oxford, Oxford, Oxfordshire, UK
| | - Simon J Leedham
- Intestinal Stem Cell Biology Lab, Wellcome Trust Centre Human Genetics, University of Oxford, Oxford, UK
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McBride R, Hicks BM, Coleman HG, Loughrey MB, Gavin AT, Dunne PD, Campbell WJ. Prognosis following surgical resection versus local excision of stage pT1 colorectal cancer: A population-based cohort study. Surgeon 2020; 18:65-74. [PMID: 31402122 DOI: 10.1016/j.surge.2019.06.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2018] [Revised: 04/09/2019] [Accepted: 06/10/2019] [Indexed: 11/18/2022]
Abstract
AIMS To evaluate patient management following stage pT1 colorectal cancer (CRC) diagnosis, and to determine if surgical resection improved outcome compared with local excision, within a population-based study. METHODS Data were collected from the Northern Ireland Cancer Registry. Cases of stage pT1 CRC diagnosed from 2007 to 2012 were identified. Analyses were conducted using Cox proportional hazard models to calculate hazard ratios (HR) and 95% confidence intervals (CI) for cancer-specific and all-cause mortality for individuals undergoing formal surgery versus local excision. RESULTS 394 patients with pT1 CRC were included. Of these, 37.1% were treated by local resection, 36.8% had biopsy followed by surgery and 26.1% had local excision followed by surgery. There were 60 deaths over a mean 4.8 years of follow-up, including 10 CRC-specific deaths. An additional 12 patients had a CRC recurrence or metastases during follow-up. Of the CRC-specific deaths or recurrences, 27.3% had local excision only. Individuals treated by formal surgery did not have a reduced risk of CRC-specific death (adjusted HR = 1.51, 95% CI 0.29, 7.89), but did have a reduced risk of all-cause mortality (adjusted HR = 0.51 95% CI 0.30, 0.87) compared with those undergoing local excision only. CONCLUSIONS Patients with stage pT1 CRC undergoing formal surgery had a reduced risk of all-cause mortality compared with those treated by local excision only. However, this was not explained by a reduced risk of recurrence/disease-free survival or CRC death, and suggests that the observed benefits may simply reflect selection of a healthier patient population in the formal surgery group.
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Affiliation(s)
- Rachael McBride
- Belfast Health and Social Care Trust, Belfast, Northern Ireland, United Kingdom.
| | - Blanaid M Hicks
- Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland, United Kingdom
| | - Helen G Coleman
- Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland, United Kingdom; Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, United Kingdom
| | - Maurice B Loughrey
- Belfast Health and Social Care Trust, Belfast, Northern Ireland, United Kingdom; Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland, United Kingdom
| | - Anna T Gavin
- Northern Ireland Cancer Registry, Belfast, Northern Ireland, United Kingdom
| | - Philip D Dunne
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, United Kingdom
| | - W Jeffrey Campbell
- South Eastern Health and Social Care Trust, Ulster Hospital, Dundonald, Northern Ireland, United Kingdom
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McCorry AM, Loughrey MB, Longley DB, Lawler M, Dunne PD. Epithelial-to-mesenchymal transition signature assessment in colorectal cancer quantifies tumour stromal content rather than true transition. J Pathol 2019; 246:422-426. [PMID: 30105762 PMCID: PMC6282832 DOI: 10.1002/path.5155] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2018] [Revised: 08/07/2018] [Accepted: 08/09/2018] [Indexed: 01/06/2023]
Abstract
The process of epithelial‐to‐mesenchymal transition (EMT) in cancer is a well‐described process whereby epithelial tumour cells undergo molecular/phenotypic changes and transition to a mesenchymal biology. To aid in the transcriptional characterisation of this process, gene expression signatures have been developed that attribute a relative EMT score to samples in a given cohort. We demonstrate how such EMT signatures can identify epithelial cell line models with high levels of transition but also highlight that, unsurprisingly, fibroblast cell lines, which are inherently mesenchymal, have a higher EMT score relative to any epithelial cell line studied. In line with these data, we demonstrate how increased tumour stromal composition, and reduced epithelial cellularity, significantly correlates with increasing EMT signature score, which is evident using either in silico subtyping analysis (p < 0.00001) or in situ histopathological characterisation (p < 0.001). Considered together, these results reinforce the importance not only of interdisciplinary research to correctly define the nature of EMT biology but also the requirement for a cadre of multidisciplinary researchers who can analyse and interpret the underlying pathological, bioinformatic and molecular data that are essential for advancing our understanding of the malignant process. © 2018 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of Pathological Society of Great Britain and Ireland.
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Affiliation(s)
- Amy Mb McCorry
- Centre for Cancer Research and Cell Biology, Queen's University, Belfast, UK
| | | | - Daniel B Longley
- Centre for Cancer Research and Cell Biology, Queen's University, Belfast, UK
| | - Mark Lawler
- Centre for Cancer Research and Cell Biology, Queen's University, Belfast, UK
| | - Philip D Dunne
- Centre for Cancer Research and Cell Biology, Queen's University, Belfast, UK
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40
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Affiliation(s)
- Maurice B Loughrey
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, UK
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Philip D Dunne
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Helen G Coleman
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Stephen McQuaid
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, UK
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Northern Ireland Biobank, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Jacqueline A James
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, UK
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Northern Ireland Biobank, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
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Moore M, Coleman HG, Allen PB, Loughrey MB. Microscopic colitis: a population-based case series over a 9-year period in Northern Ireland. Colorectal Dis 2018; 20:1020-1027. [PMID: 29742325 DOI: 10.1111/codi.14247] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2017] [Accepted: 04/22/2018] [Indexed: 02/08/2023]
Abstract
AIM We report clinicopathological experience of microscopic colitis (MC) in a population-based case series in Northern Ireland over a 9-year period. METHOD The pathology laboratory information system within a large teaching centre serving two healthcare trusts was interrogated for cases coded between 2008 and 2016 as collagenous colitis (CC) or lymphocytic colitis (LC). Demographic, clinical and follow-up information was collected from healthcare records. RESULTS A total of 326 new diagnoses of MC were identified, an average annual incidence of 6.7 per 100 000 population. The average annual incidence of CC and LC was 5.0 and 1.7 per 100 000 population, respectively. For coding reasons it is likely that LC data are incomplete. Of 191 cases diagnosed by specialist gastrointestinal pathologists, 141 patients had CC and 50 patients had LC. Both CC and LC predominantly involved women aged 60-79. Some 15% demonstrated endoscopic abnormalities. Endoscopic sampling protocols varied widely: 30% of individuals with CC and 32% of those with LC had the right and left colon sampled separately, with histology concordant in 95% of cases. Of the 191 cases, only one case (of LC) was refractory to treatment; the rest exhibited a clinical response. Only 35 patients had follow-up endoscopy and biopsies, and three of each diagnosis showed persistent disease on histology. CONCLUSION Overall, CC and LC are benign conditions with similar demographics, clinical associations, management and outcomes. Separate sampling of the right and left colon is advised at colonoscopy if this diagnosis is being considered, but left colonic sampling, which can be performed at flexible sigmoidoscopy, will diagnose the vast majority of cases.
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Affiliation(s)
- M Moore
- Department of Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK
| | - H G Coleman
- Centre for Public Health, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, UK
| | - P B Allen
- Division of Gastroenterology, South Eastern Health and Social Care Trust, Ulster Hospital, Dundonald, UK
| | - M B Loughrey
- Department of Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK.,Centre for Public Health, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, UK
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Loughrey MB, Bankhead P, Coleman HG, Hagan RS, Craig S, McCorry AMB, Gray RT, McQuaid S, Dunne PD, Hamilton PW, James JA, Salto-Tellez M. Validation of the systematic scoring of immunohistochemically stained tumour tissue microarrays using QuPath digital image analysis. Histopathology 2018; 73:327-338. [PMID: 29575153 DOI: 10.1111/his.13516] [Citation(s) in RCA: 50] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2018] [Accepted: 03/11/2018] [Indexed: 12/12/2022]
Abstract
AIMS Output from biomarker studies involving immunohistochemistry applied to tissue microarrays (TMA) is limited by the lack of an efficient and reproducible scoring methodology. In this study, we examine the functionality and reproducibility of biomarker scoring using the new, open-source, digital image analysis software, QuPath. METHODS AND RESULTS Three different reviewers, with varying experience of digital pathology and image analysis, applied an agreed QuPath scoring methodology to CD3 and p53 immunohistochemically stained TMAs from a colon cancer cohort (n = 661). Manual assessment was conducted by one reviewer for CD3. Survival analyses were conducted and intra- and interobserver reproducibility assessed. Median raw scores differed significantly between reviewers, but this had little impact on subsequent analyses. Lower CD3 scores were detected in cases who died from colorectal cancer compared to control cases, and this finding was significant for all three reviewers (P-value range = 0.002-0.02). Higher median p53 scores were generated among cases who died from colorectal cancer compared with controls (P-value range = 0.04-0.12). The ability to dichomotise cases into high versus low expression of CD3 and p53 showed excellent agreement between all three reviewers (kappa score range = 0.82-0.93). All three reviewers produced dichotomised expression scores that resulted in very similar hazard ratios for colorectal cancer-specific survival for each biomarker. Results from manual and QuPath methods of CD3 scoring were comparable, but QuPath scoring revealed stronger prognostic stratification. CONCLUSIONS Scoring of immunohistochemically stained tumour TMAs using QuPath is functional and reproducible, even among users of limited experience of digital pathology images, and more accurate than manual scoring.
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Affiliation(s)
- Maurice B Loughrey
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Cellular Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, UK
| | - Peter Bankhead
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Helen G Coleman
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Ryan S Hagan
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Stephanie Craig
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Amy M B McCorry
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Ronan T Gray
- Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Stephen McQuaid
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Cellular Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, UK
| | - Philip D Dunne
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Peter W Hamilton
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Philips Digital Pathology Solutions, Belfast, Northern Ireland, UK
| | - Jacqueline A James
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Cellular Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, UK
| | - Manuel Salto-Tellez
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Cellular Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, UK
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Dunne PD, Coleman HG, Bankhead P, Alderdice M, Gray RT, McQuaid S, Bingham V, Loughrey MB, James JA, McCorry AM, Gilmore A, Holohan C, Klingbiel D, Tejpar S, Johnston PG, McArt DG, Nicolantonio FD, Longley DB, Lawler M. Bcl-xL as a poor prognostic biomarker and predictor of response to adjuvant chemotherapy specifically in BRAF-mutant stage II and III colon cancer. Oncotarget 2018; 9:13834-13847. [PMID: 29568398 PMCID: PMC5862619 DOI: 10.18632/oncotarget.24481] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2018] [Accepted: 02/05/2018] [Indexed: 12/18/2022] Open
Abstract
Purpose BRAF mutation occurs in 8-15% of colon cancers (CC), and is associated with poor prognosis in metastatic disease. Compared to wild-type BRAF (BRAFWT) disease, stage II/III CC patients with BRAF mutant (BRAFMT) tumors have shorter overall survival after relapse; however, time-to-relapse is not significantly different. The aim of this investigation was to identify, and validate, novel predictors of relapse of stage II/III BRAFMT CC. Experimental design We used gene expression data from a cohort of 460 patients (GSE39582) to perform a supervised classification analysis based on risk-of-relapse within BRAFMT stage II/III CC, to identify transcriptomic biomarkers associated with prognosis within this genotype. These findings were validated using immunohistochemistry in an independent population-based cohort of Stage II/III CC (n = 691), applying Cox proportional hazards analysis to determine associations with survival. Results High gene expression levels of Bcl-xL, a key regulator of apoptosis, were associated with increased risk of relapse, specifically in BRAFMT tumors (HR = 8.3, 95% CI 1.7-41.7), but not KRASMT/BRAFWT or KRASWT/BRAFWT tumors. High Bcl-xL protein expression in BRAFMT, untreated, stage II/III CC was confirmed to be associated with an increased risk of death in an independent cohort (HR = 12.13, 95% CI 2.49-59.13). Additionally, BRAFMT tumors with high levels of Bcl-xL protein expression appeared to benefit from adjuvant chemotherapy (P for interaction = 0.006), indicating the potential predictive value of Bcl-xL expression in this setting. Conclusions These findings provide evidence that Bcl-xL gene and/or protein expression identifies a poor prognostic subgroup of BRAFMT stage II/III CC patients, who may benefit from adjuvant chemotherapy.
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Affiliation(s)
- Philip D. Dunne
- Centre for Cancer Research and Cell Biology, Queens’s University Belfast, Belfast, UK
| | - Helen G. Coleman
- Centre for Cancer Research and Cell Biology, Queens’s University Belfast, Belfast, UK
- Centre for Public Health, Queens’s University Belfast, Belfast, UK
| | - Peter Bankhead
- Centre for Cancer Research and Cell Biology, Queens’s University Belfast, Belfast, UK
| | - Matthew Alderdice
- Centre for Cancer Research and Cell Biology, Queens’s University Belfast, Belfast, UK
| | - Ronan T. Gray
- Centre for Public Health, Queens’s University Belfast, Belfast, UK
| | - Stephen McQuaid
- Centre for Cancer Research and Cell Biology, Queens’s University Belfast, Belfast, UK
| | - Victoria Bingham
- Centre for Cancer Research and Cell Biology, Queens’s University Belfast, Belfast, UK
| | | | - Jacqueline A. James
- Centre for Cancer Research and Cell Biology, Queens’s University Belfast, Belfast, UK
| | - Amy M.B. McCorry
- Centre for Cancer Research and Cell Biology, Queens’s University Belfast, Belfast, UK
| | - Alan Gilmore
- Centre for Cancer Research and Cell Biology, Queens’s University Belfast, Belfast, UK
| | - Caitriona Holohan
- Centre for Cancer Research and Cell Biology, Queens’s University Belfast, Belfast, UK
| | - Dirk Klingbiel
- SAKK Swiss Group for Clinical Cancer Research, Coordinating Center, Bern, Switzerland
- SIB Swiss Institute of Bioinformatics, Bioinformatics Core Facility, University of Lausanne, Lausanne, Switzerland
| | - Sabine Tejpar
- Digestive Oncology Unit, University Hospital Gasthuisberg, Leuven, Belgium
| | - Patrick G. Johnston
- Centre for Cancer Research and Cell Biology, Queens’s University Belfast, Belfast, UK
| | - Darragh G. McArt
- Centre for Cancer Research and Cell Biology, Queens’s University Belfast, Belfast, UK
| | - Federica Di Nicolantonio
- University of Turin, Department of Oncology, Candiolo, Turin, Italy
- Candiolo Cancer Institute - FPO, IRCCS, Candiolo, Turin, Italy
| | - Daniel B. Longley
- Centre for Cancer Research and Cell Biology, Queens’s University Belfast, Belfast, UK
| | - Mark Lawler
- Centre for Cancer Research and Cell Biology, Queens’s University Belfast, Belfast, UK
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44
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Bankhead P, Fernández JA, McArt DG, Boyle DP, Li G, Loughrey MB, Irwin GW, Harkin DP, James JA, McQuaid S, Salto-Tellez M, Hamilton PW. Integrated tumor identification and automated scoring minimizes pathologist involvement and provides new insights to key biomarkers in breast cancer. J Transl Med 2018; 98:15-26. [PMID: 29251737 DOI: 10.1038/labinvest.2017.131] [Citation(s) in RCA: 74] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2017] [Revised: 09/29/2017] [Accepted: 09/29/2017] [Indexed: 02/07/2023] Open
Abstract
Digital image analysis (DIA) is becoming central to the quantitative evaluation of tissue biomarkers for discovery, diagnosis and therapeutic selection for the delivery of precision medicine. In this study, automated DIA using a new purpose-built software platform (QuPath) is applied to a cohort of 293 breast cancer patients to score five biomarkers in tissue microarrays (TMAs): ER, PR, HER2, Ki67 and p53. This software is able to measure IHC expression following fully automated tumor recognition in the same immunohistochemical (IHC)-stained tissue section, as part of a rapid workflow to ensure objectivity and accelerate biomarker analysis. The digital scores produced by QuPath were compared with manual scores by a pathologist and shown to have a good level of concordance in all cases (Cohen's κ>0.6), and almost perfect agreement for the clinically relevant biomarkers ER, PR and HER2 (κ>0.86). To assess prognostic value, cutoff thresholds could be applied to both manual and automated scores using the QuPath software, and survival analysis performed for 5-year overall survival. DIA was shown to be capable of replicating the statistically significant stratification of patients achieved using manual scoring across all biomarkers (P<0.01, log-rank test). Furthermore, the image analysis scores were shown to consistently lead to statistical significance across a wide range of potential cutoff thresholds, indicating the robustness of the method, and identify sub-populations of cases exhibiting different expression patterns within the p53 and Ki67 data sets that warrant further investigation. These findings have demonstrated QuPath's suitability for fast, reproducible, high-throughput TMA analysis across a range of important biomarkers. This was achieved using our tumor recognition algorithms for IHC-stained sections, trained interactively without the need for any additional tumor recognition markers, for example, cytokeratin, to obtain greater insight into the relationship between biomarker expression and clinical outcome applicable to a range of cancer types.
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Affiliation(s)
- Peter Bankhead
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - José A Fernández
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Darragh G McArt
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - David P Boyle
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Gerald Li
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Maurice B Loughrey
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Tissue Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, UK
| | - Gareth W Irwin
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - D Paul Harkin
- Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Jacqueline A James
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Tissue Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, UK
| | - Stephen McQuaid
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Tissue Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, UK
| | - Manuel Salto-Tellez
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Tissue Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, UK
| | - Peter W Hamilton
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
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45
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Bankhead P, Loughrey MB, Fernández JA, Dombrowski Y, McArt DG, Dunne PD, McQuaid S, Gray RT, Murray LJ, Coleman HG, James JA, Salto-Tellez M, Hamilton PW. QuPath: Open source software for digital pathology image analysis. Sci Rep 2017; 7:16878. [PMID: 29203879 PMCID: PMC5715110 DOI: 10.1038/s41598-017-17204-5] [Citation(s) in RCA: 3141] [Impact Index Per Article: 448.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2017] [Accepted: 11/21/2017] [Indexed: 02/06/2023] Open
Abstract
QuPath is new bioimage analysis software designed to meet the growing need for a user-friendly, extensible, open-source solution for digital pathology and whole slide image analysis. In addition to offering a comprehensive panel of tumor identification and high-throughput biomarker evaluation tools, QuPath provides researchers with powerful batch-processing and scripting functionality, and an extensible platform with which to develop and share new algorithms to analyze complex tissue images. Furthermore, QuPath's flexible design makes it suitable for a wide range of additional image analysis applications across biomedical research.
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Affiliation(s)
- Peter Bankhead
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Maurice B Loughrey
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Tissue Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, Northern Ireland, UK
| | - José A Fernández
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Yvonne Dombrowski
- Centre for Experimental Medicine, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Darragh G McArt
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Philip D Dunne
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Stephen McQuaid
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Tissue Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, Northern Ireland, UK
| | - Ronan T Gray
- Cancer Epidemiology and Health Services Research Group, Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Liam J Murray
- Cancer Epidemiology and Health Services Research Group, Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Helen G Coleman
- Cancer Epidemiology and Health Services Research Group, Centre for Public Health, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Jacqueline A James
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
- Tissue Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, Northern Ireland, UK
| | - Manuel Salto-Tellez
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK.
- Tissue Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, Northern Ireland, UK.
| | - Peter W Hamilton
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK.
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Abstract
Two issues commonly arise for pathologists reporting adenomatous polyps of the colorectum. Particularly problematic within large sigmoid colonic adenomas is the distinction between benign misplacement of epithelium into the submucosa and invasive malignancy. This distinction requires careful morphologic evaluation of key discriminatory features, assisted only rarely by the application of selected adjunctive immunohistochemistry. Following a diagnosis of adenocarcinoma within a polypectomy or other local excision specimen, systematic assessment is required of features that may indicate the risk of residual local and/or nodal neoplastic disease and inform management decision-making regarding the need for further endoscopic or surgical intervention.
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Affiliation(s)
- Maurice B Loughrey
- Department of Histopathology, Royal Victoria Hospital, Grosvenor Road, Belfast, Northern Ireland BT12 6BA, UK
| | - Neil A Shepherd
- Gloucestershire Cellular Pathology Laboratory, Cheltenham General Hospital, Sandford Road, Cheltenham, Gloucestershire GL53 7AN, UK.
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47
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Abstract
Histopathological assessment of biopsy and resection specimens of chronic inflammatory bowel disease (CIBD), or possible CIBD, forms a significant component of the routine workload in most tissue pathology laboratories. In this review, we have chosen selected areas of particular diagnostic difficulty in CIBD pathology, providing key advice for pathology reporting. Those mimics of CIBD which have the greatest potential for misdiagnosis are discussed, particularly the wide range of infectious colitides which represent possible diagnostic pitfalls. The most important distinguishing features between the two main forms of CIBD, ulcerative colitis and Crohn's disease, are addressed, first in relation to resection specimens, and then with emphasis on features which may also be diagnostically useful in endoscopic biopsy material. The importance of assessment of the index endoscopic specimen is stressed, before treatment has been instigated, along with careful correlation with clinical and endoscopic features. Problems in the assessment of post-surgical CIBD specimens are described and then the role of upper gastrointestinal pathology specimens in diagnosing both Crohn's disease and ulcerative colitis, with increased recognition of upper gastrointestinal tract involvement in the latter condition. Finally, with recent developments in endoscopic surveillance techniques and local excision options, modern approaches to reporting and managing neoplasia complicating CIBD are reviewed.
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Affiliation(s)
- Maurice B Loughrey
- Department of Histopathology, Royal Victoria Hospital, Grosvenor Road, Belfast, Northern Ireland, BT12 6BA, UK
| | - Neil A Shepherd
- Gloucestershire Cellular Pathology Laboratory, Cheltenham General Hospital, Sandford Road, Cheltenham, Gloucestershire, GL53 7AN, UK.
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48
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Fagunwa IO, Loughrey MB, Coleman HG. Alcohol, smoking and the risk of premalignant and malignant colorectal neoplasms. Best Pract Res Clin Gastroenterol 2017; 31:561-568. [PMID: 29195676 DOI: 10.1016/j.bpg.2017.09.012] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2017] [Revised: 08/31/2017] [Accepted: 09/16/2017] [Indexed: 01/31/2023]
Abstract
Colorectal cancer (CRC) is the third most common cancer worldwide and has a complex aetiology consisting of environmental and genetic factors. In this review, we evaluate the roles of alcohol and tobacco smoking in colorectal neoplasia. Alcohol intake and tobacco smoking are associated with modest, but significantly, increased risks of CRC, adenomatous and serrated polyps. There is consistent evidence of dose-response relationships for both alcohol and smoking, and risk of these neoplasms. Alcohol and smoking appear to be more strongly associated with colorectal polyp than CRC development, suggesting roles in the initiation of neoplastic growths. These lifestyle factors also seem more strongly related to adenomas and sessile serrated lesions than hyperplastic polyps, but further confirmation is required. The gastroenterology community has an important, yet currently underexploited, role to play addressing the modifiable factors associated with CRC and polyps. These behaviours include, but are not limited to, alcohol and smoking.
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Affiliation(s)
- Ifewumi O Fagunwa
- Cancer Epidemiology Research Group, Centre for Public Health, Queen's University Belfast, Northern Ireland, United Kingdom.
| | - Maurice B Loughrey
- Department of Histopathology, Belfast Health and Social Care Trust, Northern Ireland, United Kingdom; Centre for Cancer Research and Cell Biology, Queen's University Belfast, Northern Ireland, United Kingdom.
| | - Helen G Coleman
- Cancer Epidemiology Research Group, Centre for Public Health, Queen's University Belfast, Northern Ireland, United Kingdom; Centre for Cancer Research and Cell Biology, Queen's University Belfast, Northern Ireland, United Kingdom.
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49
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Alderdice M, Dunne PD, Cole AJ, O'Reilly PG, McArt DG, Bingham V, Fuchs MA, McQuaid S, Loughrey MB, Murray GI, Samuel LM, Lawler M, Wilson RH, Salto-Tellez M, Coyle VM. Natural killer-like signature observed post therapy in locally advanced rectal cancer is a determinant of pathological response and improved survival. Mod Pathol 2017; 30:1287-1298. [PMID: 28621318 DOI: 10.1038/modpathol.2017.47] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2017] [Revised: 03/27/2017] [Accepted: 03/29/2017] [Indexed: 12/18/2022]
Abstract
Around 12-15% of patients with locally advanced rectal cancer undergo a pathologically complete response (tumor regression grade 4) to long-course preoperative chemoradiotherapy; the remainder exhibit a spectrum of tumor regression (tumor regression grade 1-3). Understanding therapy-related transcriptional alterations may enable better prediction of response as measured by progression-free and overall survival, in addition to aiding the development of improved strategies based on the underlying biology of the disease. To this end, we performed high-throughput gene expression profiling in 40 pairs of formalin-fixed paraffin-embedded rectal cancer biopsies and matched resections following long-course preoperative chemoradiotherapy (discovery cohort). Differential gene expression analysis was performed contrasting tumor regression grades in resections. Enumeration of the tumor microenvironment cell population was undertaken using in silico analysis of the transcriptional data, and real-time PCR validation of NCR1 undertaken. Immunohistochemistry and survival analysis was used to measure CD56+ cell populations in an independent cohort (n=150). Gene expression traits observed following long-course preoperative chemoradiotherapy in the discovery cohort suggested an increased abundance of natural killer cells in tumors that displayed a clinical response to CRT in a tumor regression grade-dependent manner. CD56+ natural killer-cell populations were measured by immunohistochemistry and found to be significantly higher in tumor regression grade 3 patients compared with tumor regression grade 1-2 in the validation cohort. Furthermore, it was observed that patients positive for CD56 cells after therapy had a better overall survival (HR=0.282, 95% CI=0.109-0.729, χ2=7.854, P=0.005). In conclusion, we have identified a novel post-therapeutic natural killer-like transcription signature in patients responding to long-course preoperative chemoradiotherapy. Furthermore, patients with a higher abundance of CD56-positive natural killer cells post long-course preoperative chemoradiotherapy had better overall survival. Therefore, harnessing a natural killer-like response after therapy may improve outcomes for locally advanced rectal cancer patients. Finally, we hypothesize that future assessment of this natural killer-like response in on-treatment biopsy material may inform clinical decision-making for treatment duration.
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Affiliation(s)
- Matthew Alderdice
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queens University Belfast, Belfast, Northern Ireland
| | - Philip D Dunne
- Centre for Cancer Research and Cell Biology, Queens University Belfast, Belfast, Northern Ireland
| | - Aidan J Cole
- Centre for Cancer Research and Cell Biology, Queens University Belfast, Belfast, Northern Ireland
- Cancer Centre, Belfast Health and Social Care Trust, Belfast, Northern Ireland
| | - Paul G O'Reilly
- Centre for Cancer Research and Cell Biology, Queens University Belfast, Belfast, Northern Ireland
| | - Darragh G McArt
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queens University Belfast, Belfast, Northern Ireland
| | - Vicky Bingham
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queens University Belfast, Belfast, Northern Ireland
| | - Marc-Aurel Fuchs
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queens University Belfast, Belfast, Northern Ireland
| | - Stephen McQuaid
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queens University Belfast, Belfast, Northern Ireland
| | - Maurice B Loughrey
- Centre for Cancer Research and Cell Biology, Queens University Belfast, Belfast, Northern Ireland
- Department of Tissue Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, Northern Ireland
| | - Graeme I Murray
- Department of Pathology, School of Medicine, Medical Sciences and Nutrition, University of Aberdeen, Aberdeen, UK
| | - Leslie M Samuel
- Department of Clinical Oncology, Aberdeen Royal Infirmary, NHS Grampian, Aberdeen, UK
| | - Mark Lawler
- Centre for Cancer Research and Cell Biology, Queens University Belfast, Belfast, Northern Ireland
| | - Richard H Wilson
- Centre for Cancer Research and Cell Biology, Queens University Belfast, Belfast, Northern Ireland
- Cancer Centre, Belfast Health and Social Care Trust, Belfast, Northern Ireland
| | - Manuel Salto-Tellez
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queens University Belfast, Belfast, Northern Ireland
- Centre for Cancer Research and Cell Biology, Queens University Belfast, Belfast, Northern Ireland
- Department of Tissue Pathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, Northern Ireland
| | - Vicky M Coyle
- Centre for Cancer Research and Cell Biology, Queens University Belfast, Belfast, Northern Ireland
- Cancer Centre, Belfast Health and Social Care Trust, Belfast, Northern Ireland
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50
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Alvi MA, Loughrey MB, Dunne P, McQuaid S, Turkington R, Fuchs MA, McGready C, Bingham V, Pang B, Moore W, Maxwell P, Lawler M, James JA, Murray GI, Wilson RH, Salto-Tellez M. Molecular profiling of signet ring cell colorectal cancer provides a strong rationale for genomic targeted and immune checkpoint inhibitor therapies. Br J Cancer 2017; 117:203-209. [PMID: 28595259 PMCID: PMC5520517 DOI: 10.1038/bjc.2017.168] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Revised: 05/06/2017] [Accepted: 05/15/2017] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Signet ring cell colorectal cancer (SRCCa) has a bleak prognosis. Employing molecular pathology techniques we investigated the potential of precision medicine in this disease. METHODS Using test (n=26) and validation (n=18) cohorts, analysis of mutations, DNA methylation and transcriptome was carried out. Microsatellite instability (MSI) status was established and immunohistochemistry (IHC) was used to test for adaptive immunity (CD3) and the immune checkpoint PDL1. RESULTS DNA methylation data split the cohorts into hypermethylated (n=18, 41%) and hypomethylated groups (n=26, 59%). The hypermethylated group predominant in the proximal colon was enriched for CpG island methylator phenotype (CIMP), BRAF V600E mutation and MSI (P<0.001). These cases also had a high CD3+ immune infiltrate (P<0.001) and expressed PDL1 (P=0.03 in intra-tumoural lymphoid cells). The hypomethylated group predominant in the distal colon did not show any characteristic molecular features. We also detected a common targetable KIT mutation (c.1621A>C) across both groups. No statistically significant difference in outcome was observed between the two groups. CONCLUSIONS Our data show that SRCCa phenotype comprises two distinct genotypes. The MSI+/CIMP+/BRAF V600E+/CD3+/PDL1+ hypermethylated genotype is an ideal candidate for immune checkpoint inhibitor therapy. In addition, one fourth of SRCCa cases can potentially be targeted by KIT inhibitors.
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Affiliation(s)
- Muhammad A Alvi
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen’s University Belfast, Belfast BT9 7AE, UK
| | - Maurice B Loughrey
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen’s University Belfast, Belfast BT9 7AE, UK
- Department of Histopathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK
| | - Philip Dunne
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen’s University Belfast, Belfast BT9 7AE, UK
| | - Stephen McQuaid
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen’s University Belfast, Belfast BT9 7AE, UK
| | - Richard Turkington
- Centre for Cancer Research and Cell Biology, Queen’s University Belfast, Belfast, UK
| | - Marc-Aurel Fuchs
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen’s University Belfast, Belfast BT9 7AE, UK
| | - Claire McGready
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen’s University Belfast, Belfast BT9 7AE, UK
| | - Victoria Bingham
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen’s University Belfast, Belfast BT9 7AE, UK
| | - Brendan Pang
- Department of Pathology, National University Hospital, National University Health System, Singapore, Singapore
| | - Wendy Moore
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen’s University Belfast, Belfast BT9 7AE, UK
| | - Perry Maxwell
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen’s University Belfast, Belfast BT9 7AE, UK
| | - Mark Lawler
- Centre for Cancer Research and Cell Biology, Queen’s University Belfast, Belfast, UK
| | - Jacqueline A James
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen’s University Belfast, Belfast BT9 7AE, UK
| | - Graeme I Murray
- Department of Pathology, School of Medicine, Medical Sciences and Nutrition, University of Aberdeen, Aberdeen AB25 2ZD, UK
| | - Richard H Wilson
- Centre for Cancer Research and Cell Biology, Queen’s University Belfast, Belfast, UK
| | - Manuel Salto-Tellez
- Northern Ireland Molecular Pathology Laboratory, Centre for Cancer Research and Cell Biology, Queen’s University Belfast, Belfast BT9 7AE, UK
- Department of Histopathology, Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK
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