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Iacucci M, Santacroce G, Zammarchi I, Maeda Y, Del Amor R, Meseguer P, Kolawole BB, Chaudhari U, Di Sabatino A, Danese S, Mori Y, Grisan E, Naranjo V, Ghosh S. Artificial intelligence and endo-histo-omics: new dimensions of precision endoscopy and histology in inflammatory bowel disease. Lancet Gastroenterol Hepatol 2024:S2468-1253(24)00053-0. [PMID: 38759661 DOI: 10.1016/s2468-1253(24)00053-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/30/2023] [Revised: 02/16/2024] [Accepted: 02/23/2024] [Indexed: 05/19/2024]
Abstract
Integrating artificial intelligence into inflammatory bowel disease (IBD) has the potential to revolutionise clinical practice and research. Artificial intelligence harnesses advanced algorithms to deliver accurate assessments of IBD endoscopy and histology, offering precise evaluations of disease activity, standardised scoring, and outcome prediction. Furthermore, artificial intelligence offers the potential for a holistic endo-histo-omics approach by interlacing and harmonising endoscopy, histology, and omics data towards precision medicine. The emerging applications of artificial intelligence could pave the way for personalised medicine in IBD, offering patient stratification for the most beneficial therapy with minimal risk. Although artificial intelligence holds promise, challenges remain, including data quality, standardisation, reproducibility, scarcity of randomised controlled trials, clinical implementation, ethical concerns, legal liability, and regulatory issues. The development of standardised guidelines and interdisciplinary collaboration, including policy makers and regulatory agencies, is crucial for addressing these challenges and advancing artificial intelligence in IBD clinical practice and trials.
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Affiliation(s)
- Marietta Iacucci
- APC Microbiome Ireland, College of Medicine and Health, University College of Cork, Cork, Ireland.
| | - Giovanni Santacroce
- APC Microbiome Ireland, College of Medicine and Health, University College of Cork, Cork, Ireland
| | - Irene Zammarchi
- APC Microbiome Ireland, College of Medicine and Health, University College of Cork, Cork, Ireland
| | - Yasuharu Maeda
- APC Microbiome Ireland, College of Medicine and Health, University College of Cork, Cork, Ireland
| | - Rocío Del Amor
- Instituto de Investigación e Innovación en Bioingeniería, HUMAN-tech, Universitat Politècnica de València, València, Spain
| | - Pablo Meseguer
- Instituto de Investigación e Innovación en Bioingeniería, HUMAN-tech, Universitat Politècnica de València, València, Spain; Valencian Graduate School and Research Network of Artificial Intelligence, Valencia, Spain
| | | | | | - Antonio Di Sabatino
- Department of Internal Medicine and Medical Therapeutics, University of Pavia, Pavia, Italy; First Department of Internal Medicine, San Matteo Hospital Foundation, Pavia, Italy
| | - Silvio Danese
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele and University Vita-Salute San Raffaele, Milan, Italy
| | - Yuichi Mori
- Clinical Effectiveness Research Group, University of Oslo, Oslo, Norway; Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan
| | - Enrico Grisan
- School of Engineering, London South Bank University, London, UK
| | - Valery Naranjo
- Instituto de Investigación e Innovación en Bioingeniería, HUMAN-tech, Universitat Politècnica de València, València, Spain
| | - Subrata Ghosh
- APC Microbiome Ireland, College of Medicine and Health, University College of Cork, Cork, Ireland
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Xu C, Shao J. High-throughput omics technologies in inflammatory bowel disease. Clin Chim Acta 2024; 555:117828. [PMID: 38355001 DOI: 10.1016/j.cca.2024.117828] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2023] [Revised: 02/06/2024] [Accepted: 02/10/2024] [Indexed: 02/16/2024]
Abstract
Inflammatory bowel disease (IBD) is a chronic, relapsing intestinal disease. Elucidation of the pathogenic mechanisms of IBD requires high-throughput technologies (HTTs) to effectively obtain and analyze large amounts of data. Recently, HTTs have been widely used in IBD, including genomics, transcriptomics, proteomics, microbiomics, metabolomics and single-cell sequencing. When combined with endoscopy, the application of these technologies can provide an in-depth understanding on the alterations of intestinal microbe diversity and abundance, the abnormalities of signaling pathway-mediated immune responses and functionality, and the evaluation of therapeutic effects, improving the accuracy of early diagnosis and treatment of IBD. This review comprehensively summarizes the development and advancement of HTTs, and also highlights the challenges and future directions of these technologies in IBD research. Although HTTs have made striking breakthrough in IBD, more standardized methods and large-scale dataset processing are still needed to achieve the goal of personalized medicine.
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Affiliation(s)
- Chen Xu
- Laboratory of Anti-infection and Immunity, College of Integrated Chinese and Western Medicine (College of Life Science), Anhui University of Chinese Medicine, Zhijing Building, 350 Longzihu Road, Xinzhan District, Hefei 230012, Anhui, PR China
| | - Jing Shao
- Laboratory of Anti-infection and Immunity, College of Integrated Chinese and Western Medicine (College of Life Science), Anhui University of Chinese Medicine, Zhijing Building, 350 Longzihu Road, Xinzhan District, Hefei 230012, Anhui, PR China; Institute of Integrated Traditional Chinese and Western Medicine, Anhui Academy of Chinese Medicine, Zhijing Building, 350 Longzihu Road, Xinzhan District, Hefei 230012, Anhui, PR China.
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Liu X, Reigle J, Prasath VBS, Dhaliwal J. Artificial intelligence image-based prediction models in IBD exhibit high risk of bias: A systematic review. Comput Biol Med 2024; 171:108093. [PMID: 38354499 DOI: 10.1016/j.compbiomed.2024.108093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2023] [Revised: 01/04/2024] [Accepted: 01/30/2024] [Indexed: 02/16/2024]
Abstract
BACKGROUND There has been an increase in the development of both machine learning (ML) and deep learning (DL) prediction models in Inflammatory Bowel Disease. We aim in this systematic review to assess the methodological quality and risk of bias of ML and DL IBD image-based prediction studies. METHODS We searched three databases, PubMed, Scopus and Embase, to identify ML and DL diagnostic or prognostic predictive models using imaging data in IBD, to Dec 31, 2022. We restricted our search to include studies that primarily used conventional imaging data, were undertaken in human participants, and published in English. Two reviewers independently reviewed the abstracts. The methodological quality of the studies was determined, and risk of bias evaluated using the prediction risk of bias assessment tool (PROBAST). RESULTS Forty studies were included, thirty-nine developed diagnostic models. Seven studies utilized ML approaches, six were retrospective and none used multicenter data for model development. Thirty-three studies utilized DL approaches, ten were prospective, and twelve multicenter studies. Overall, all studies demonstrated high risk of bias. ML studies were evaluated in 4 domains all rated as high risk of bias: participants (6/7), predictors (1/7), outcome (3/7), and analysis (7/7), and DL studies evaluated in 3 domains: participants (24/33), outcome (10/33), and analysis (18/33). The majority of image-based studies used colonoscopy images. CONCLUSION The risk of bias was high in AI IBD image-based prediction models, owing to insufficient sample size, unreported missingness and lack of an external validation cohort. Models with a high risk of bias are unlikely to be generalizable and suitable for clinical implementation.
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Affiliation(s)
- Xiaoxuan Liu
- Department of Biomedical Informatics, College of Medicine, University of Cincinnati, OH, USA; Department of Pediatrics, University of Cincinnati, College of Medicine, Cincinnati, OH, USA
| | - James Reigle
- Department of Pediatrics, University of Cincinnati, College of Medicine, Cincinnati, OH, USA; Cincinnati Children's Hospital Medical Center, Division of Gastroenterology, Hepatology and Nutrition, USA
| | - V B Surya Prasath
- Department of Biomedical Informatics, College of Medicine, University of Cincinnati, OH, USA; Department of Pediatrics, University of Cincinnati, College of Medicine, Cincinnati, OH, USA; Cincinnati Children's Hospital Medical Center, Division of Gastroenterology, Hepatology and Nutrition, USA
| | - Jasbir Dhaliwal
- Department of Biomedical Informatics, College of Medicine, University of Cincinnati, OH, USA; Department of Pediatrics, University of Cincinnati, College of Medicine, Cincinnati, OH, USA; Cincinnati Children's Hospital Medical Center, Division of Gastroenterology, Hepatology and Nutrition, USA.
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Santacroce G, Zammarchi I, Tan CK, Coppola G, Varley R, Ghosh S, Iacucci M. Present and future of endoscopy precision for inflammatory bowel disease. Dig Endosc 2024; 36:292-304. [PMID: 37643635 DOI: 10.1111/den.14672] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Accepted: 08/28/2023] [Indexed: 08/31/2023]
Abstract
Several advanced imaging techniques are now available for endoscopists managing inflammatory bowel disease (IBD) patients. These tools, including dye-based and virtual chromoendoscopy, probe-based confocal laser endomicroscopy and endocytoscopy, are increasingly innovative applications in clinical practice. They allow for a more in-depth and refined evaluation of the mucosal and vascular bowel surface, getting closer to histology. They have demonstrated a remarkable ability in assessing intestinal inflammation, histologic remission, and predicting relapse and favorable long-term outcomes. In addition, the future application of molecular endoscopy to predict biological drug responses has yielded preliminary but encouraging results. Furthermore, these techniques are crucial in detecting and characterizing IBD-related dysplasia, assisting endoscopic mucosal resection and submucosal dissection towards a surgery-sparing approach. Artificial intelligence (AI) holds great potential in this promising landscape, as it can provide an objective and reproducible assessment of inflammation and dysplasia. Moreover, it can improve the prediction of outcomes and aid in subsequent therapeutic decision-making. This review aims to summarize the promising role of state-of-the-art advanced endoscopic techniques and related AI-enabled models for managing IBD, paving the way for precision medicine.
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Affiliation(s)
- Giovanni Santacroce
- APC Microbiome Ireland, College of Medicine and Health, University College Cork, Cork, Ireland
| | - Irene Zammarchi
- APC Microbiome Ireland, College of Medicine and Health, University College Cork, Cork, Ireland
| | - Chin Kimg Tan
- APC Microbiome Ireland, College of Medicine and Health, University College Cork, Cork, Ireland
- Gastroenterology and Hepatology, Changi General Hospital, Singapore City, Singapore
| | - Gaetano Coppola
- APC Microbiome Ireland, College of Medicine and Health, University College Cork, Cork, Ireland
- Internal Medicine and Gastroenterology - Hepatology Unit, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Rachel Varley
- Department of Gastroenterology, Mercy University Hospital, Cork, Ireland
| | - Subrata Ghosh
- APC Microbiome Ireland, College of Medicine and Health, University College Cork, Cork, Ireland
| | - Marietta Iacucci
- APC Microbiome Ireland, College of Medicine and Health, University College Cork, Cork, Ireland
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5
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Parigi TL, Cannatelli R, Nardone OM, Zammarchi I, Shivaji U, Furfaro F, Zardo D, Spaggiari P, Del Sordo R, Setti O, Majumder S, Smith SCL, Danese S, Armuzzi A, Villanacci V, Ghosh S, Iacucci M. Neutrophil-only Histological Assessment of Ulcerative Colitis Correlates with Endoscopic Activity and Predicts Long-term Outcomes in a Multicentre Study. J Crohns Colitis 2023; 17:1931-1938. [PMID: 37390319 PMCID: PMC10798862 DOI: 10.1093/ecco-jcc/jjad110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Indexed: 07/02/2023]
Abstract
BACKGROUNDS AND AIMS Absence of neutrophils is the minimum standard to consider histological remission of ulcerative colitis [UC]. The PICaSSO Histological Remission Index [PHRI] is a new simple index for UC, based only on the detection of neutrophils. We evaluate PHRI's correlation with endoscopy and its prognostic value compared with other established indices. METHODS Consecutive patients with UC underwent colonoscopy at two referral centres [Birmingham, UK, and Milan, Italy,] and were followed up for 2 years. Correlation between histology (PHRI, Nancy [NHI], and Robarts [RHI] indexes) and endoscopy (Mayo Endoscopic Score [MES], Ulcerative Colitis Endoscopic Index of Severity [UCEIS], and PICaSSO index) was calculated as Spearman coefficients. Diagnostic performance of endoscopy was assessed with receiver operating characteristic [ROC] curves and outcome stratification with Kaplan-Meier curves. RESULTS A total of 192 patients with UC was enrolled, representing all grades of endoscopic severity. Correlation between histology and endoscopy did not differ significantly when using PHRI instead of NHI or RHI. In particular, PHRI's correlation with MES, UCEIS, and PICaSSO was 0.745, 0.718, and 0.694, respectively. Endoscopically-assessed remission reflected the absence of neutrophils [PHRI = 0] with areas under the ROC curve of 0.905, 0.906, and 0.877 for MES, UCEIS, and PICaSSO, respectively. The hazard ratio for disease flare between patients in histological activity/remission was statistically similar [p >0.05] across indexes [2.752, 2.706, and 2.871 for RHI, NHI, and PHRI, respectively]. CONCLUSION PHRI correlates with endoscopy and stratifies risk of relapse similarly to RHI and NHI. Neutrophil-only assessment of UC is a simple yet viable alternative to established histological scores.
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Affiliation(s)
- Tommaso L Parigi
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
- Department of Immunology, Transplantation and Infectious Diseases, University Vita-Salute San Raffaele, Milan, Italy
| | - Rosanna Cannatelli
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
- Gastroenterology Unit, Department of Biomedical and Clinical Sciences ‘L. Sacco’, University of Milan, Milan, Italy
| | - Olga M Nardone
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
- Gastroenterology, Department of Public Health, University of Naples Federico II, Naples, Italy
| | - Irene Zammarchi
- Dipartimento Medicina Interna e Terapia Medica, University of Pavia, Pavia, Italy
- Gastroenterology Unit, ASST-Spedali Civili Brescia, Brescia, Italy
| | - Uday Shivaji
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
- University Hospitals Birmingham NHS Foundation Trust, Gastroenterology, Birmingham, UK
| | - Federica Furfaro
- Department of Gastroenterology and Digestive Endoscopy, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Davide Zardo
- Department of Pathology, San Bortolo Hospital, Vicenza, Italy
| | - Paola Spaggiari
- Pathology Unit, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy
| | - Rachele Del Sordo
- Department of Medicine and Surgery, Section of Anatomic Pathology and Histology, Medical School, University of Perugia, Perugia, Italy
| | - Orsola Setti
- Institute of Pathology, ASST-Spedali Civili Brescia, Brescia, Italy
| | - Snehali Majumder
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
| | - Samuel C L Smith
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
- University Hospitals Birmingham NHS Foundation Trust, Gastroenterology, Birmingham, UK
| | - Silvio Danese
- Department of Immunology, Transplantation and Infectious Diseases, University Vita-Salute San Raffaele, Milan, Italy
- Department of Gastroenterology and Digestive Endoscopy, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Alessandro Armuzzi
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy
- IBD Center, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy
| | | | - Subrata Ghosh
- College of Medicine and Health, University College Cork, and APC Microbiome Ireland, Cork, Ireland
| | - Marietta Iacucci
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
- College of Medicine and Health, University College Cork, and APC Microbiome Ireland, Cork, Ireland
- Division of Gastroenterology, NIHR Birmingham Biomedical Research Centre, Birmingham, UK
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Rimondi A, Gottlieb K, Despott EJ, Iacucci M, Murino A, Tontini GE. Can artificial intelligence replace endoscopists when assessing mucosal healing in ulcerative colitis? A systematic review and diagnostic test accuracy meta-analysis. Dig Liver Dis 2023:S1590-8658(23)01023-X. [PMID: 38057218 DOI: 10.1016/j.dld.2023.11.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/04/2023] [Revised: 11/03/2023] [Accepted: 11/07/2023] [Indexed: 12/08/2023]
Abstract
BACKGROUNDS AND AIMS Mucosal healing (MH) in inflammatory bowel diseases (IBD) is an important landmark for clinical decision making. Artificial intelligence systems (AI) that automatically deliver the grade of endoscopic inflammation may solve moderate interobserver agreement and the need of central reading in clinical trials. METHODS We performed a systematic review of EMBASE and MEDLINE databases up to 01/12/2022 following PRISMA and the Joanna Briggs Institute methodologies to answer the following question: "Can AI replace endoscopists when assessing MH in IBD?". The research was restricted to ulcerative colitis (UC), and a diagnostic odds ratio (DOR) meta-analysis was performed. Risk of bias was evaluated with QUADAS-2 tool. RESULTS A total of 21 / 739 records were selected for full text evaluation, and 12 were included in the meta-analysis. Deep learning algorithms based on convolutional neural networks architecture achieved a satisfactory performance in evaluating MH on UC, with sensitivity, specificity, DOR and SROC of respectively 0.91(CI95 %:0.86-0.95);0.89(CI95 %:0.84-0.93);92.42(CI95 %:54.22-157.53) and 0.957 when evaluating fixed images (n = 8) and 0.86(CI95 %:0.75-0.93);0.91(CI95 %:0.87-0.94);70.86(CI95 %:24.63-203.86) and 0.941 when evaluating videos (n = 6). Moderate-high levels of heterogeneity were noted, limiting the quality of the evidence. CONCLUSIONS AI systems showed high potential in detecting MH in UC with optimal diagnostic performance, although moderate-high heterogeneity of the data was noted. Standardised and shared AI training may reduce heterogeneity between systems.
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Affiliation(s)
- Alessandro Rimondi
- Royal Free Unit for Endoscopy, The Royal Free Hospital and University College London Institute for Liver and Digestive Health, Hampstead, London, United Kingdom.
| | | | - Edward J Despott
- Royal Free Unit for Endoscopy, The Royal Free Hospital and University College London Institute for Liver and Digestive Health, Hampstead, London, United Kingdom
| | - Marietta Iacucci
- APC Microbiome Ireland, College of Medicine and Health, University College of Cork, Cork, Ireland
| | - Alberto Murino
- Royal Free Unit for Endoscopy, The Royal Free Hospital and University College London Institute for Liver and Digestive Health, Hampstead, London, United Kingdom; Department of Gastroenterology, Cleveland Clinic London, London, United Kingdom
| | - Gian Eugenio Tontini
- Department of Pathophysiology and Transplantation, University of Milan, Milan, Italy; Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Gastroenterology and Endoscopy unit, Milan, Italy
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Jucan AE, Gavrilescu O, Dranga M, Popa IV, Mihai IR, Mihai VC, Stefanescu G, Drug VL, Prelipcean CC, Vulpoi RA, Barboi OB, Ciortescu I, Mihai C. Evaluation of Disease Activity in Inflammatory Bowel Disease: Diagnostic Tools in the Assessment of Histological Healing. Biomedicines 2023; 11:3090. [PMID: 38002090 PMCID: PMC10669373 DOI: 10.3390/biomedicines11113090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2023] [Revised: 11/10/2023] [Accepted: 11/15/2023] [Indexed: 11/26/2023] Open
Abstract
Inflammatory bowel disease (IBD) comprises two types of chronic intestinal disorders: Crohn's disease and ulcerative colitis. In long-standing ulcerative colitis disease activity, histological persistent inflammation has been linked to an increased risk of relapse, and long-term corticosteroid use, even when endoscopic remission is reached. In Crohn's disease, the discontinuous nature of lesions and transmural inflammation have limited the standardized histological assessment. The current evidence from research proposes that besides clinical and endoscopic healing, the achievement of histological healing constitutes an endpoint to assess disease activity and remission in IBD patients concerning better long-term disease outcomes. Histological alterations may persist even in the absence of endoscopic lesions. For these reasons, new advanced techniques promise to revolutionize the field of IBD by improving the endoscopic and histologic assessment, disease characterization, and ultimately patient care, with an established role in daily practice for objective assessment of lesions. This review outlines the importance of including microscopic evaluation in IBD, highlighting the clinical benefits of a deep state of disease remission using validated diagnostic methods and scoring systems for daily clinical practice.
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Affiliation(s)
- Alina Ecaterina Jucan
- Department of Gastroenterology, Saint Spiridon County Hospital, 700111 Iasi, Romania; (O.G.); (G.S.); (V.L.D.); (C.C.P.); (O.-B.B.); (I.C.); (C.M.)
- Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (I.V.P.); (R.-A.V.)
| | - Otilia Gavrilescu
- Department of Gastroenterology, Saint Spiridon County Hospital, 700111 Iasi, Romania; (O.G.); (G.S.); (V.L.D.); (C.C.P.); (O.-B.B.); (I.C.); (C.M.)
- Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (I.V.P.); (R.-A.V.)
| | - Mihaela Dranga
- Department of Gastroenterology, Saint Spiridon County Hospital, 700111 Iasi, Romania; (O.G.); (G.S.); (V.L.D.); (C.C.P.); (O.-B.B.); (I.C.); (C.M.)
- Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (I.V.P.); (R.-A.V.)
| | - Iolanda Valentina Popa
- Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (I.V.P.); (R.-A.V.)
| | - Ioana-Ruxandra Mihai
- Department of Rheumatology and Rehabilitation, Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania;
| | - Vasile-Claudiu Mihai
- Department of Radiology, Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania;
| | - Gabriela Stefanescu
- Department of Gastroenterology, Saint Spiridon County Hospital, 700111 Iasi, Romania; (O.G.); (G.S.); (V.L.D.); (C.C.P.); (O.-B.B.); (I.C.); (C.M.)
- Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (I.V.P.); (R.-A.V.)
| | - Vasile Liviu Drug
- Department of Gastroenterology, Saint Spiridon County Hospital, 700111 Iasi, Romania; (O.G.); (G.S.); (V.L.D.); (C.C.P.); (O.-B.B.); (I.C.); (C.M.)
- Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (I.V.P.); (R.-A.V.)
| | - Cristina Cijevschi Prelipcean
- Department of Gastroenterology, Saint Spiridon County Hospital, 700111 Iasi, Romania; (O.G.); (G.S.); (V.L.D.); (C.C.P.); (O.-B.B.); (I.C.); (C.M.)
| | - Radu-Alexandru Vulpoi
- Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (I.V.P.); (R.-A.V.)
| | - Oana-Bogdana Barboi
- Department of Gastroenterology, Saint Spiridon County Hospital, 700111 Iasi, Romania; (O.G.); (G.S.); (V.L.D.); (C.C.P.); (O.-B.B.); (I.C.); (C.M.)
- Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (I.V.P.); (R.-A.V.)
| | - Irina Ciortescu
- Department of Gastroenterology, Saint Spiridon County Hospital, 700111 Iasi, Romania; (O.G.); (G.S.); (V.L.D.); (C.C.P.); (O.-B.B.); (I.C.); (C.M.)
- Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (I.V.P.); (R.-A.V.)
| | - Catalina Mihai
- Department of Gastroenterology, Saint Spiridon County Hospital, 700111 Iasi, Romania; (O.G.); (G.S.); (V.L.D.); (C.C.P.); (O.-B.B.); (I.C.); (C.M.)
- Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (I.V.P.); (R.-A.V.)
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8
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Iacucci M, Jeffery L, Acharjee A, Grisan E, Buda A, Nardone OM, Smith SCL, Labarile N, Zardo D, Ungar B, Hunter S, Mao R, Cannatelli R, Shivaji UN, Parigi TL, Reynolds GM, Gkoutos GV, Ghosh S. Computer-Aided Imaging Analysis of Probe-Based Confocal Laser Endomicroscopy With Molecular Labeling and Gene Expression Identifies Markers of Response to Biological Therapy in IBD Patients: The Endo-Omics Study. Inflamm Bowel Dis 2023; 29:1409-1420. [PMID: 36378498 PMCID: PMC10472745 DOI: 10.1093/ibd/izac233] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/18/2022] [Indexed: 11/16/2022]
Abstract
BACKGROUND We aimed to predict response to biologics in inflammatory bowel disease (IBD) using computerized image analysis of probe confocal laser endomicroscopy (pCLE) in vivo and assess the binding of fluorescent-labeled biologics ex vivo. Additionally, we investigated genes predictive of anti-tumor necrosis factor (TNF) response. METHODS Twenty-nine patients (15 with Crohn's disease [CD], 14 with ulcerative colitis [UC]) underwent colonoscopy with pCLE before and 12 to 14 weeks after starting anti-TNF or anti-integrin α4β7 therapy. Biopsies were taken for fluorescein isothiocyanate-labeled infliximab and vedolizumab staining and gene expression analysis. Computer-aided quantitative image analysis of pCLE was performed. Differentially expressed genes predictive of response were determined and validated in a public cohort. RESULTS In vivo, vessel tortuosity, crypt morphology, and fluorescein leakage predicted response in UC (area under the receiver-operating characteristic curve [AUROC], 0.93; accuracy 85%, positive predictive value [PPV] 89%; negative predictive value [NPV] 75%) and CD (AUROC, 0.79; accuracy 80%; PPV 75%; NPV 83%) patients. Ex vivo, increased binding of labeled biologic at baseline predicted response in UC (UC) (AUROC, 83%; accuracy 77%; PPV 89%; NPV 50%) but not in Crohn's disease (AUROC 58%). A total of 325 differentially expressed genes distinguished responders from nonresponders, 86 of which fell within the most enriched pathways. A panel including ACTN1, CXCL6, LAMA4, EMILIN1, CRIP2, CXCL13, and MAPKAPK2 showed good prediction of anti-TNF response (AUROC >0.7). CONCLUSIONS Higher mucosal binding of the drug target is associated with response to therapy in UC. In vivo, mucosal and microvascular changes detected by pCLE are associated with response to biologics in inflammatory bowel disease. Anti-TNF-responsive UC patients have a less inflamed and fibrotic state pretreatment. Chemotactic pathways involving CXCL6 or CXCL13 may be novel targets for therapy in nonresponders.
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Affiliation(s)
- Marietta Iacucci
- National Institute for Health Research Birmingham Biomedical Research Centre, University of Birmingham, Birmingham, UK
- Gastroenterology, Queen Elizabeth Hospital, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
| | - Louisa Jeffery
- Gastroenterology, Queen Elizabeth Hospital, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
| | - Animesh Acharjee
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK
- National Institute for Health Research Surgical Reconstruction, Queen Elizabeth Hospital Birmingham, Birmingham, UK
| | - Enrico Grisan
- Department of Information Engineering, University of Padova, Padova, Italy
- School of Engineering Computer Science and Informatics, London South Bank University, London, UK
| | - Andrea Buda
- Gastroenterology Unit, Department of Gastrointestinal Oncological Surgery, S. Maria del Prato Hospital, Feltre, Italy
| | - Olga M Nardone
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
| | - Samuel C L Smith
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
| | - Nunzia Labarile
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
| | - Davide Zardo
- Gastroenterology, Queen Elizabeth Hospital, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Bella Ungar
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
| | - Stuart Hunter
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
| | - Ren Mao
- Department of Gastroenterology, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Rosanna Cannatelli
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
| | - Uday N Shivaji
- Gastroenterology, Queen Elizabeth Hospital, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
| | | | - Gary M Reynolds
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK
| | - Georgios V Gkoutos
- National Institute for Health Research Birmingham Biomedical Research Centre, University of Birmingham, Birmingham, UK
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK
| | - Subrata Ghosh
- National Institute for Health Research Birmingham Biomedical Research Centre, University of Birmingham, Birmingham, UK
- Gastroenterology, Queen Elizabeth Hospital, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
- APC Microbiome Ireland, College of Medicine and Health, University College Cork, Cork, Ireland
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9
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Yang YJ. Current status of image-enhanced endoscopy in inflammatory bowel disease. Clin Endosc 2023; 56:563-577. [PMID: 37793436 PMCID: PMC10565434 DOI: 10.5946/ce.2023.070] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/05/2023] [Revised: 06/18/2023] [Accepted: 06/22/2023] [Indexed: 10/06/2023] Open
Abstract
In inflammatory bowel disease (IBD), chronic inflammation leads to unfavorable clinical outcomes and increases the risk of developing colorectal neoplasm (CRN); thereby highlighting the importance of endoscopically evaluating disease activity as well as detecting and characterizing CRN in patients with IBD. With recent advances in image-enhanced endoscopic (IEE) technologies, especially virtual chromoendoscopy (VCE) platforms, this review discusses state-of-the-art IEE techniques and their applicability in assessing disease activity and surveillance colonoscopy in patients with IBD. Among various IEE, VCE demonstrated the capacity to identify quiescent disease activity. And endoscopic remission defined by the new scoring system using VCE platform better predicted clinical outcomes, which may benefit the tailoring of therapeutic strategies in patients with IBD. High-definition dye-chromoendoscopy (HD-DCE) is numerically superior to high-definition white light endoscopy (HD-WLE) in detecting CRN in IBD; however, discrepancy is observed in the statistical significance. VCE showed comparable performance in detecting dysplasia to HD-WLE or DCE and potential for optical diagnosis to differentiate neoplastic from nonneoplastic lesions during surveillance colonoscopy. Applying these novel advanced IEE technologies would provide opportunities for personalized medicine in IBD and optimal treatment of CRN in patients with IBD.
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Affiliation(s)
- Young Joo Yang
- Department of Internal Medicine, Chuncheon Sacred Heart Hospital, Hallym University College of Medicine, Chuncheon, Korea
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10
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Ahmad HA, East JE, Panaccione R, Travis S, Canavan JB, Usiskin K, Byrne MF. Artificial Intelligence in Inflammatory Bowel Disease Endoscopy: Implications for Clinical Trials. J Crohns Colitis 2023; 17:1342-1353. [PMID: 36812142 PMCID: PMC10441563 DOI: 10.1093/ecco-jcc/jjad029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Indexed: 02/24/2023]
Abstract
Artificial intelligence shows promise for clinical research in inflammatory bowel disease endoscopy. Accurate assessment of endoscopic activity is important in clinical practice and inflammatory bowel disease clinical trials. Emerging artificial intelligence technologies can increase efficiency and accuracy of assessing the baseline endoscopic appearance in patients with inflammatory bowel disease and the impact that therapeutic interventions may have on mucosal healing in both of these contexts. In this review, state-of-the-art endoscopic assessment of mucosal disease activity in inflammatory bowel disease clinical trials is described, covering the potential for artificial intelligence to transform the current paradigm, its limitations, and suggested next steps. Site-based artificial intelligence quality evaluation and inclusion of patients in clinical trials without the need for a central reader is proposed; for following patient progress, a second reading using AI alongside a central reader with expedited reading is proposed. Artificial intelligence will support precision endoscopy in inflammatory bowel disease and is on the threshold of advancing inflammatory bowel disease clinical trial recruitment.
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Affiliation(s)
| | - James E East
- Translational Gastroenterology Unit, Oxford NIHR Biomedical Research Centre, University of Oxford, Oxford, UK
| | - Remo Panaccione
- Inflammatory Bowel Disease Clinic, University of Calgary, Calgary, AB, Canada
| | - Simon Travis
- Translational Gastroenterology Unit, Oxford NIHR Biomedical Research Centre, University of Oxford, Oxford, UK
| | | | | | - Michael F Byrne
- University of British Columbia, Division of Gastroenterology, Department of Medicine, Vancouver, BC, Canada
- Satisfai Health, Vancouver, BC, Canada
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11
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Zammarchi I, Santacroce G, Iacucci M. Next-Generation Endoscopy in Inflammatory Bowel Disease. Diagnostics (Basel) 2023; 13:2547. [PMID: 37568910 PMCID: PMC10417286 DOI: 10.3390/diagnostics13152547] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Revised: 07/28/2023] [Accepted: 07/29/2023] [Indexed: 08/13/2023] Open
Abstract
Endoscopic healing is recognized as a primary treatment goal in Inflammatory Bowel Disease (IBD). However, endoscopic remission may not reflect histological remission, which is crucial to achieving favorable long-term outcomes. The development of new advanced techniques has revolutionized the field of IBD assessment and management. These tools can accurately assess vascular and mucosal features, drawing endoscopy closer to histology. Moreover, they can enhance the detection and characterization of IBD-related dysplasia. Given the persistent challenge of interobserver variability, a more standardized approach to endoscopy is warranted, and the integration of artificial intelligence (AI) holds promise for addressing this limitation. Additionally, although molecular endoscopy is still in its infancy, it is a promising tool to forecast response to therapy. This review provides an overview of advanced endoscopic techniques, including dye-based and dye-less chromoendoscopy, and in vivo histological examinations with probe-based confocal laser endomicroscopy and endocytoscopy. The remarkable contribution of these tools to IBD management, especially when integrated with AI, is discussed. Specific attention is given to their role in improving disease assessment, detection, and characterization of IBD-associated lesions, and predicting disease-related outcomes.
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Affiliation(s)
| | | | - Marietta Iacucci
- APC Microbiome Ireland, College of Medicine and Health, University College Cork, T12 R229 Cork, Ireland; (I.Z.); (G.S.)
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12
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Zulqarnain F, Rhoads SF, Syed S. Machine and deep learning in inflammatory bowel disease. Curr Opin Gastroenterol 2023; 39:294-300. [PMID: 37144491 PMCID: PMC10256313 DOI: 10.1097/mog.0000000000000945] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
PURPOSE OF REVIEW The Management of inflammatory bowel disease (IBD) has evolved with the introduction and widespread adoption of biologic agents; however, the advent of artificial intelligence technologies like machine learning and deep learning presents another watershed moment in IBD treatment. Interest in these methods in IBD research has increased over the past 10 years, and they offer a promising path to better clinical outcomes for IBD patients. RECENT FINDINGS Developing new tools to evaluate IBD and inform clinical management is challenging because of the expansive volume of data and requisite manual interpretation of data. Recently, machine and deep learning models have been used to streamline diagnosis and evaluation of IBD by automating review of data from several diagnostic modalities with high accuracy. These methods decrease the amount of time that clinicians spend manually reviewing data to formulate an assessment. SUMMARY Interest in machine and deep learning is increasing in medicine, and these methods are poised to revolutionize the way that we treat IBD. Here, we highlight the recent advances in using these technologies to evaluate IBD and discuss the ways that they can be leveraged to improve clinical outcomes.
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Affiliation(s)
- Fatima Zulqarnain
- Department of Pediatrics, University of Virginia School of Medicine, Charlottesville, Virginia, USA
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13
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Guo X, Cai L, Cao Y, Liu Z, Zhang J, Liu D, Jiang Z, Chen Y, Fu M, Xia Z, Yi G. New pattern of individualized management of chronic diseases: focusing on inflammatory bowel diseases and looking to the future. Front Med (Lausanne) 2023; 10:1186143. [PMID: 37265491 PMCID: PMC10231387 DOI: 10.3389/fmed.2023.1186143] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Accepted: 04/17/2023] [Indexed: 06/03/2023] Open
Abstract
Non-infectious chronic diseases, especially inflammatory bowel diseases (IBDs), hypertension, and diabetes mellitus, are characterized by a prolonged and multisystemic course, and their incidence increases annually, usually causing serious economic burden and psychological stress for patients. Therefore, these diseases deserve scientific and consistent disease management. In addition, the lack of a comprehensive "early disease clues tracking-personalized treatment system-follow-up" model in hospitals also exacerbates this dilemma. Based on these facts, we propose an individualized prediction management system for IBDs based on chronic diseases, focusing on the established IBDs-related prediction models and summarizing their advantages and disadvantages. We call on researchers to pay attention to the integration of models with clinical practice and the continuous correction of models to achieve truly individualized medical treatment for chronic diseases, thus providing substantial value for the rapid diagnosis and adequate treatment of chronic diseases such as IBDs, which follow the "relapse-remission" disease model, and realizing long-term drug use and precise disease management for patients. The goal is to achieve a new level of chronic disease management by scientifically improving long-term medication, precise disease management, and individualized medical treatment, effectively prolonging the remission period and reducing morbidity and disability rates.
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Affiliation(s)
- Xi Guo
- Zhujiang Hospital, Southern Medical University, Guangzhou, Guangdong, China
- School of Rehabilitation Sciences, Southern Medical University, Guangzhou, Guangdong, China
- The Second Clinical School of Southern Medical University, Guangzhou, Guangdong, China
| | - Liyang Cai
- Zhujiang Hospital, Southern Medical University, Guangzhou, Guangdong, China
- The Second Clinical School of Southern Medical University, Guangzhou, Guangdong, China
| | - Yuchen Cao
- Zhujiang Hospital, Southern Medical University, Guangzhou, Guangdong, China
- The Second Clinical School of Southern Medical University, Guangzhou, Guangdong, China
- Plastic Surgery Hospital, Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing, China
| | - Zining Liu
- The First Clinical School of Southern Medical University, Guangzhou, Guangdong, China
| | - Jiexin Zhang
- The Third Clinical School of Southern Medical University, Guangzhou, Guangdong, China
| | - Danni Liu
- Zhujiang Hospital, Southern Medical University, Guangzhou, Guangdong, China
- The Second Clinical School of Southern Medical University, Guangzhou, Guangdong, China
| | - Zhujun Jiang
- The Second Clinical Medical College, Tianjin Medical University, Tianjin, China
| | - Yanxia Chen
- Zhujiang Hospital, Southern Medical University, Guangzhou, Guangdong, China
| | - Min Fu
- Zhujiang Hospital, Southern Medical University, Guangzhou, Guangdong, China
- The Second Clinical School of Southern Medical University, Guangzhou, Guangdong, China
| | - Zhaoxia Xia
- The Sixth Affiliated Hospital of Sun Yat-Sen University, Guangzhou, Guangdong, China
| | - Guoguo Yi
- The Sixth Affiliated Hospital of Sun Yat-Sen University, Guangzhou, Guangdong, China
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14
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Iacucci M, Cannatelli R, Parigi TL, Nardone OM, Tontini GE, Labarile N, Buda A, Rimondi A, Bazarova A, Bisschops R, Del Amor R, Meseguer P, Naranjo V, Ghosh S, Grisan E. A virtual chromoendoscopy artificial intelligence system to detect endoscopic and histologic activity/remission and predict clinical outcomes in ulcerative colitis. Endoscopy 2022; 55:332-341. [PMID: 36228649 PMCID: PMC10060056 DOI: 10.1055/a-1960-3645] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
BACKGROUND Endoscopic and histological remission (ER, HR) are therapeutic targets in ulcerative colitis (UC). Virtual chromoendoscopy (VCE) improves endoscopic assessment and the prediction of histology; however, interobserver variability limits standardized endoscopic assessment. We aimed to develop an artificial intelligence (AI) tool to distinguish ER/activity, and predict histology and risk of flare from white-light endoscopy (WLE) and VCE videos. METHODS 1090 endoscopic videos (67 280 frames) from 283 patients were used to develop a convolutional neural network (CNN). UC endoscopic activity was graded by experts using the Ulcerative Colitis Endoscopic Index of Severity (UCEIS) and Paddington International virtual ChromoendoScopy ScOre (PICaSSO). The CNN was trained to distinguish ER/activity on endoscopy videos, and retrained to predict HR/activity, defined according to multiple indices, and predict outcome; CNN and human agreement was measured. RESULTS The AI system detected ER (UCEIS ≤ 1) in WLE videos with 72 % sensitivity, 87 % specificity, and an area under the receiver operating characteristic curve (AUROC) of 0.85; for detection of ER in VCE videos (PICaSSO ≤ 3), the sensitivity was 79 %, specificity 95 %, and the AUROC 0.94. The prediction of HR was similar between WLE and VCE videos (accuracies ranging from 80 % to 85 %). The model's stratification of risk of flare was similar to that of physician-assessed endoscopy scores. CONCLUSIONS Our system accurately distinguished ER/activity and predicted HR and clinical outcome from colonoscopy videos. This is the first computer model developed to detect inflammation/healing on VCE using the PICaSSO and the first computer tool to provide endoscopic, histologic, and clinical assessment.
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Affiliation(s)
- Marietta Iacucci
- Institute of Immunology and Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, and University Hospitals Birmingham NHS Trust, Birmingham, UK.,National Institute for Health Research (NIHR) Birmingham Biomedical Research Centre, Birmingham, UK.,Division of Gastroenterology and Hepatology, University of Calgary, Calgary, Canada
| | - Rosanna Cannatelli
- Institute of Immunology and Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, and University Hospitals Birmingham NHS Trust, Birmingham, UK.,Gastroenterology and Digestive Endoscopy Unit, Department of Biochemical and Clinical Sciences "L. Sacco", University of Milan, ASST Fatebenefratelli Sacco, Milan, Italy
| | - Tommaso L Parigi
- Institute of Immunology and Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, and University Hospitals Birmingham NHS Trust, Birmingham, UK.,Department of Biomedical Science, Humanitas University, Milan, Italy
| | - Olga M Nardone
- Institute of Immunology and Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, and University Hospitals Birmingham NHS Trust, Birmingham, UK.,Gastroenterology, department of Public health, university of Naples Federico II, Naples, Italy
| | - Gian Eugenio Tontini
- Division of Gastroenterology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.,Department of Pathophysiology and Transplantation, University of Milan, Milan, Italy
| | - Nunzia Labarile
- National Institute of Gastroenterology, IRCCS S. De Bellis Research Hospital, Castellana Grotte, Italy
| | - Andrea Buda
- Department of Gastrointestinal Oncological Surgery, Santa Maria del Prato Hospital, Feltre, Italy
| | - Alessandro Rimondi
- Department of Pathophysiology and Transplantation, University of Milan, Milan, Italy
| | - Alina Bazarova
- Institute of Immunology and Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, and University Hospitals Birmingham NHS Trust, Birmingham, UK.,Institute for Biological Physics, University of Cologne, Cologne, Germany
| | - Raf Bisschops
- Division of Gastroenterology, University Hospitals Leuven, Leuven, Belgium
| | - Rocio Del Amor
- Instituto de Investigación e Innovación en Bioingeniería, Universitat Politècnica de València, València, Spain
| | - Pablo Meseguer
- Instituto de Investigación e Innovación en Bioingeniería, Universitat Politècnica de València, València, Spain
| | - Valery Naranjo
- Instituto de Investigación e Innovación en Bioingeniería, Universitat Politècnica de València, València, Spain
| | - Subrata Ghosh
- Institute of Immunology and Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, and University Hospitals Birmingham NHS Trust, Birmingham, UK.,National Institute for Health Research (NIHR) Birmingham Biomedical Research Centre, Birmingham, UK.,Division of Gastroenterology and Hepatology, University of Calgary, Calgary, Canada.,APC Microbiome Ireland, College of Medicine and Health, Cork, Ireland
| | - Enrico Grisan
- School of Engineering Computer Science and Informatics, London South Bank University, London, UK.,Department of Engineering, University of Padova, Padova, Italy
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15
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Le HD, Pflaum T, Labrenz J, Sari S, Bretschneider F, Tran F, Lassen A, Nikolaus S, Szymczak S, Kormilez D, Rosenstiel P, Schreiber S, Aden K, Röcken C. Interobserver reliability of the Nancy index for ulcerative colitis: An assessment of the practicability and ease of use in a single-centre real-world setting. J Crohns Colitis 2022; 17:389-395. [PMID: 36282973 DOI: 10.1093/ecco-jcc/jjac146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Indexed: 02/08/2023]
Abstract
BACKGROUND Histological disease severity assessment in ulcerative colitis (UC) has become a mainstay in clinical endpoints definition ("histologic remission") in clinical trials of UC. Several scores are established in the microscopical assessment of disease activity, but the Nancy index (NI) stands out being a histological index with the least amount of scoring items among these scores. To which extent histologic assessment using NI is affected by interobserver reliability in a real word setting, is poorly understood. We therefore performed a single-center retrospective analysis of NI assessment in patients with UC. METHODS We retrospectively evaluated the NI in two independent cohorts (total: 1085 biopsies, 547 UC patients) of clinically diagnosed UC patients, who underwent colonoscopy between 2007 and 2020. Cohort #1 consisted of 637 biopsies from 312 patients, Cohort #2 consisted of 448 biopsies from 235 patients. Two blinded pathologists with different levels of expertise scored all biopsies of each cohort. A consensus conference was held for cases with discrepant scoring results. Finally, an overall consensus scoring was obtained from both cohorts. RESULTS The interobserver-agreement of the NI was substantial after the assessment of 1085 biopsy samples (κ = 0.796 [95%-CI: 0.771-0.820]). An improvement of the interobserver-agreement was found with growing numbers of samples evaluated by both observers (Cohort #1: κ = 0.772 [95%-CI: 0.739-0.805]; Cohort #2: κ = 0.829 [95%-CI: 0.793-0.864]). The interobserver discordance was the highest in NI grade 1 (observer 1: n=128; observer 2: n=236). Interobserver discordance was the lowest in NI grades 0 (observer 1: n=504; observer 2: n=479) and 3 (observer 1: n=71; observer 2: n=66). CONCLUSION The NI is an easy-to-use index with high interobserver reliability to assess the histological disease activity of UC patients in a real-world setting. While NI grades 0 and 3 had a high level of agreement between the observers, NI grade 1 had a poorer agreement-level. This highlights the clinical need to specify histological characteristics leading to NI grade 1.
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Affiliation(s)
- Huy Duc Le
- Institute of Clinical Molecular Biology, Christian-Albrechts-University and University Hospital Schleswig-Holstein, Kiel, Germany
| | - Theresa Pflaum
- Department of Pathology, Christian-Albrechts-University and University Hospital Schleswig-Holstein, Kiel, Germany
| | - Johannes Labrenz
- Institute of Clinical Molecular Biology, Christian-Albrechts-University and University Hospital Schleswig-Holstein, Kiel, Germany
| | - Soner Sari
- Institute of Clinical Molecular Biology, Christian-Albrechts-University and University Hospital Schleswig-Holstein, Kiel, Germany
| | - Fabienne Bretschneider
- Institute of Clinical Molecular Biology, Christian-Albrechts-University and University Hospital Schleswig-Holstein, Kiel, Germany
| | - Florian Tran
- Institute of Clinical Molecular Biology, Christian-Albrechts-University and University Hospital Schleswig-Holstein, Kiel, Germany.,Department of Internal Medicine I, Christian-Albrechts-University and University Hospital Schleswig-Holstein, Kiel, Germany
| | - Arne Lassen
- Department of Internal Medicine I, Christian-Albrechts-University and University Hospital Schleswig-Holstein, Kiel, Germany
| | - Susanna Nikolaus
- Department of Internal Medicine I, Christian-Albrechts-University and University Hospital Schleswig-Holstein, Kiel, Germany
| | - Silke Szymczak
- Institute for Medical Biometry and Statistics, University of Luebeck University Hospital Schleswig-Holstein, Luebeck, Germany
| | - Diana Kormilez
- Institute for Medical Biometry and Statistics, University of Luebeck University Hospital Schleswig-Holstein, Luebeck, Germany
| | - Philip Rosenstiel
- Institute of Clinical Molecular Biology, Christian-Albrechts-University and University Hospital Schleswig-Holstein, Kiel, Germany
| | - Stefan Schreiber
- Institute of Clinical Molecular Biology, Christian-Albrechts-University and University Hospital Schleswig-Holstein, Kiel, Germany.,Department of Internal Medicine I, Christian-Albrechts-University and University Hospital Schleswig-Holstein, Kiel, Germany
| | - Konrad Aden
- Institute of Clinical Molecular Biology, Christian-Albrechts-University and University Hospital Schleswig-Holstein, Kiel, Germany.,Department of Internal Medicine I, Christian-Albrechts-University and University Hospital Schleswig-Holstein, Kiel, Germany
| | - Christoph Röcken
- Department of Pathology, Christian-Albrechts-University and University Hospital Schleswig-Holstein, Kiel, Germany
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16
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Nardone OM, Cannatelli R, Ghosh S, Iacucci M. New endoscopic tools in inflammatory bowel disease. United European Gastroenterol J 2022; 10:1103-1112. [PMID: 36225117 PMCID: PMC9752280 DOI: 10.1002/ueg2.12316] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Accepted: 09/18/2022] [Indexed: 01/13/2023] Open
Abstract
Endoscopic remission is now considered the ultimate long-term goal for treating inflammatory bowel disease (IBD). Recent advances in endoscopic techniques have progressively added new tools to the armamentarium of endoscopists for a deeper assessment and characterisation of the intestinal mucosa. Virtual Electronic chromoendoscopy is widely available in the endoscopic units, leading to a more accurate evaluation of the vascular and mucosal architecture of the colon, reducing the gap with histology, which is considered a favourable long-term measure. In addition, advanced, sophisticated techniques such as endocytoscope and confocal laser endomicroscopy provide insights into individualised and personalised IBD therapy. Finally, high expectations are placed on the advent of Artificial Intelligence (AI) with promising applications that have the potential to revolutionise IBD diagnosis and management. Here, we discuss state-of-the-art of endoscopic techniques and their applicability to accurate assess endoscopic and histological remission, predict response to therapy and detect, characterise and guide treatment of colonic dysplastic lesions. We are seeing the dawn of a new era wherein the applications of these new endoscopic tools, hand in hand with AI, offer the most incredible opportunity to deliver precision medicine to patients with IBD.
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Affiliation(s)
- Olga Maria Nardone
- Institute of Immunology and ImmunotherapyUniversity of BirminghamBirminghamUK,Department of Public HealthUniversity Federico II of NaplesNaplesItaly
| | - Rosanna Cannatelli
- Institute of Immunology and ImmunotherapyUniversity of BirminghamBirminghamUK,Gastroenterology UnitASST Fatebenefratelli‐SaccoDepartment of Biomedical and Clinical Sciences‘Luigi Sacco’ University HospitalMilanItaly
| | - Subrata Ghosh
- APC Microbiome Ireland CentreCollege of Medicine and HealthUniversity College CorkCorkIreland
| | - Marietta Iacucci
- Institute of Immunology and ImmunotherapyUniversity of BirminghamBirminghamUK,NIHR Birmingham Biomedical Research CentreUniversity Hospitals NHS Foundation TrustUniversity of BirminghamBirminghamUK
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17
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Takishima K, Maeda Y, Ogata N, Misawa M, Mori Y, Homma M, Nemoto T, Miyata Y, Akimoto Y, Mochida K, Takashina Y, Tanaka K, Ichimasa K, Nakamura H, Sasanuma S, Kudo T, Hayashi T, Wakamura K, Miyachi H, Baba T, Ishida F, Ohtsuka K, Kudo SE. Beyond complete endoscopic healing: Goblet appearance using an endocytoscope to predict future sustained clinical remission in ulcerative colitis. Dig Endosc 2022; 34:1030-1039. [PMID: 34816494 DOI: 10.1111/den.14202] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/06/2021] [Revised: 11/09/2021] [Accepted: 11/21/2021] [Indexed: 12/13/2022]
Abstract
OBJECTIVES Complete endoscopic healing, defined as Mayo endoscopic score (MES) = 0, is an optimal target in the treatment of ulcerative colitis (UC). However, some patients with MES = 0 show clinical relapse within 12 months. Histologic goblet mucin depletion has emerged as a predictor of clinical relapse in patients with MES = 0. We observed goblet depletion in vivo using an endocytoscope, and analyzed the association between goblet appearance and future prognosis in UC patients. METHODS In this retrospective cohort study, all enrolled UC patients had MES = 0 and confirmed clinical remission between October 2016 and March 2020. We classified the patients into two groups according to the goblet appearance status: preserved-goblet and depleted-goblet groups. We followed the patients until March 2021 and evaluated the difference in cumulative clinical relapse rates between the two groups. RESULTS We identified 125 patients with MES = 0 as the study subjects. Five patients were subsequently excluded. Thus, we analyzed the data for 120 patients, of whom 39 were classified as the preserved-goblet group and 81 as the depleted-goblet group. The patients were followed-up for a median of 549 days. During follow-up, the depleted-goblet group had a significantly higher cumulative clinical relapse rate than the preserved-goblet group (19% [15/81] vs. 5% [2/39], respectively; P = 0.02). CONCLUSIONS Observing goblet appearance in vivo allowed us to better predict the future prognosis of UC patients with MES = 0. This approach may assist clinicians with onsite decision-making regarding treatment interventions without a biopsy.
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Affiliation(s)
- Kazumi Takishima
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Yasuharu Maeda
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Noriyuki Ogata
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Masashi Misawa
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Yuichi Mori
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan.,Clinical Effectiveness Research Group, University of Oslo, Oslo, Norway
| | - Mayumi Homma
- Department of Diagnostic Pathology, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Tetsuo Nemoto
- Department of Diagnostic Pathology, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Yuki Miyata
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Yoshika Akimoto
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Kentaro Mochida
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Yuki Takashina
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Kenta Tanaka
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Katsuro Ichimasa
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Hiroki Nakamura
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Seiko Sasanuma
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Toyoki Kudo
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Takemasa Hayashi
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Kunihiko Wakamura
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Hideyuki Miyachi
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Toshiyuki Baba
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Fumio Ishida
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Kazuo Ohtsuka
- Department of Endoscopy, Tokyo Medical and Dental University, Medical Hospital, Tokyo, Japan
| | - Shin-Ei Kudo
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
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18
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Cannatelli R, Bazarova A, Furfaro F, Parigi TL, Zardo D, Nardone OM, Spaggiari P, Villanacci V, Cadei M, Labarile N, Smith SCL, Danese S, Ghosh S, Iacucci M. Reproducibility of the electronic chromoendoscopy PICaSSO score (Paddington International Virtual ChromoendoScopy ScOre) in ulcerative colitis using multiple endoscopic platforms: a prospective multicenter international study (with video). Gastrointest Endosc 2022; 96:73-83. [PMID: 35182574 DOI: 10.1016/j.gie.2022.02.012] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/17/2021] [Accepted: 02/09/2022] [Indexed: 02/06/2023]
Abstract
BACKGROUND AND AIMS Endoscopic and histologic remission (HR) are key therapeutic targets in the management of ulcerative colitis (UC). The aim of this study was to evaluate the reproducibility of the Paddington International virtual ChromoendoScopy ScOre (PICaSSO), a virtual chromoendoscopy score originally validated by use of the iSCAN platform, with the narrow-band imaging (NBI), linked-color imaging (LCI), and blue-laser imaging (BLI) platforms. METHODS We evaluated endoscopic activity using the Mayo Endoscopic Score (MES), the Ulcerative Colitis Endoscopic Index of Severity (UCEIS), and PICaSSO in 159 UC patients (78 NBI and 81 BLI/LCI) who underwent colonoscopy in 2 tertiary referral centers. HR was defined by the Robarts Histopathology Index (RHI) and the Nancy Histologic Index (NHI). Receiver operating characteristic curves were plotted to evaluate endoscopic scores for the prediction of HR. Intraclass correlation coefficients (ICC) between endoscopists were evaluated. RESULTS PICaSSO had an ICC of 0.825 when the NBI and BLI/LCI cohorts were combined, higher than MES and UCEIS. The correlation between PICaSSO and RHI and NHI was 0.83 and 0.79 in the NBI cohort and between 0.63 and 0.65 in LCI/BLI. In the NBI cohort, the accuracy of MES, UCEIS, and PICaSSO was 0.936, 0.897, and 0.808 for HR measured by RHI and 0.897, 0.885, and 0.821 by NHI, respectively. In the BLI/LCI cohort, the accuracy of MES, UCEIS, LCI PICaSSO and BLI PICaSSO was 0.765, 0.778, 0.827, and 0.79 to predict HR with RHI and NHI, respectively. CONCLUSIONS The PICaSSO score can be consistently and accurately reproduced with NBI and LCI/BLI and therefore can be applied to all virtual electronic chromoendoscopy platforms.
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Affiliation(s)
- Rosanna Cannatelli
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom; Gastroenterology Unit, Department of Biomedical and Clinical Sciences L. Sacco, University of Milan, Milan, Italy
| | - Alina Bazarova
- Institute for Biological Physics, University of Cologne, Cologne, Germany
| | - Federica Furfaro
- IBD Center, Humanitas Research Hospital-IRCCS, Rozzano, Milan, Italy
| | - Tommaso Lorenzo Parigi
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy
| | - Davide Zardo
- Department of Histopathology, University Hospitals Birmingham NHS Foundation Trust, Birmingham, United Kingdom; Department of Pathology, San Bortolo Hospital, Vicenza, Italy
| | - Olga Maria Nardone
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom
| | - Paola Spaggiari
- Pathology Unit, Humanitas Research Hospital-IRCCS, Rozzano, Milan, Italy
| | | | - Moris Cadei
- Institute of Pathology, Spedali Civili, Brescia, Italy
| | - Nunzia Labarile
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom
| | - Samuel Charles Lloyd Smith
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom; NIHR Birmingham Biomedical Research Centre, University Hospitals NHS Foundation Trust and University of Birmingham, Birmingham, United Kingdom
| | - Silvio Danese
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele and University Vita-Salute San Raffaele, Milan, Italy
| | - Subrata Ghosh
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom; NIHR Birmingham Biomedical Research Centre, University Hospitals NHS Foundation Trust and University of Birmingham, Birmingham, United Kingdom; IBD Unit, University of Calgary, Calgary, Alberta, Canada; APC Microbiome Ireland, College of Medicine and Health, University College Cork, Cork, Ireland
| | - Marietta Iacucci
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom; NIHR Birmingham Biomedical Research Centre, University Hospitals NHS Foundation Trust and University of Birmingham, Birmingham, United Kingdom; IBD Unit, University of Calgary, Calgary, Alberta, Canada
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19
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Gui X, Bazarova A, del Amor R, Vieth M, de Hertogh G, Villanacci V, Zardo D, Parigi TL, Røyset ES, Shivaji UN, Monica MAT, Mandelli G, Bhandari P, Danese S, Ferraz JG, Hayee B, Lazarev M, Parra-Blanco A, Pastorelli L, Panaccione R, Rath T, Tontini GE, Kiesslich R, Bisschops R, Grisan E, Naranjo V, Ghosh S, Iacucci M. PICaSSO Histologic Remission Index (PHRI) in ulcerative colitis: development of a novel simplified histological score for monitoring mucosal healing and predicting clinical outcomes and its applicability in an artificial intelligence system. Gut 2022; 71:889-898. [PMID: 35173041 PMCID: PMC8995819 DOI: 10.1136/gutjnl-2021-326376] [Citation(s) in RCA: 49] [Impact Index Per Article: 24.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Accepted: 01/20/2022] [Indexed: 12/17/2022]
Abstract
UNLABELLED Histological remission is evolving as an important treatment target in UC. We aimed to develop a simple histological index, aligned to endoscopy, correlated with clinical outcomes, and suited to apply to an artificial intelligence (AI) system to evaluate inflammatory activity. METHODS Using a set of 614 biopsies from 307 patients with UC enrolled into a prospective multicentre study, we developed the Paddington International virtual ChromoendoScopy ScOre (PICaSSO) Histologic Remission Index (PHRI). Agreement with multiple other histological indices and validation for inter-reader reproducibility were assessed. Finally, to implement PHRI into a computer-aided diagnosis system, we trained and tested a novel deep learning strategy based on a CNN architecture to detect neutrophils, calculate PHRI and identify active from quiescent UC using a subset of 138 biopsies. RESULTS PHRI is strongly correlated with endoscopic scores (Mayo Endoscopic Score and UC Endoscopic Index of Severity and PICaSSO) and with clinical outcomes (hospitalisation, colectomy and initiation or changes in medical therapy due to UC flare-up). A PHRI score of 1 could accurately stratify patients' risk of adverse outcomes (hospitalisation, colectomy and treatment optimisation due to flare-up) within 12 months. Our inter-reader agreement was high (intraclass correlation 0.84). Our preliminary AI algorithm differentiated active from quiescent UC with 78% sensitivity, 91.7% specificity and 86% accuracy. CONCLUSIONS PHRI is a simple histological index in UC, and it exhibits the highest correlation with endoscopic activity and clinical outcomes. A PHRI-based AI system was accurate in predicting histological remission.
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Affiliation(s)
- Xianyong Gui
- Pathology, University of Washington School of Medicine, Seattle, WA, USA
| | - Alina Bazarova
- Institute of Translational Medicine, University of Birmingham, Birmingham, UK,Institute for Biological Physics, University of Cologne, Koln, Germany
| | - Rocìo del Amor
- Instituto de Investigación e Innovación en Bioingeniería, I3B, Universitat Politecnica de Valencia, Valencia, Spain
| | - Michael Vieth
- Institute of Pathology, Klinikum Bayreuth GmbH, Bayreuth, Germany,Institute of Pathology, Friedrich-Alexander-Universitat Erlangen-Nurnberg, Erlangen, Germany
| | - Gert de Hertogh
- Department of Pathology, KU Leuven University Hospitals Leuven, Leuven, Belgium
| | | | - Davide Zardo
- Department of Cellular Pathology, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Tommaso Lorenzo Parigi
- Department of Biomedical Sciences, Humanitas University, Milan, Italy,Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
| | - Elin Synnøve Røyset
- Department of Clinical and Molecular Medicine, Faculty of Medicine and Health Science, Norwegian University of Science and Technology, Trondheim, Norway
| | - Uday N Shivaji
- Institute of Translational Medicine, University of Birmingham, Birmingham, UK,Gastroenterology, National Institute of Health Research Birmingham Biomedical Research Unit, Birmingham, UK
| | | | - Giulio Mandelli
- Department of Pathology, ASST Spedali Civili di Brescia, Brescia, Italy
| | - Pradeep Bhandari
- Department of Gastroenterology, Queen Alexandra Hospital, Portsmouth, UK
| | - Silvio Danese
- Department of Gastroenterology and Endoscopy, Università Vita Salute San Raffaele, Milano, Italy,Department of Gastroenterology and Endoscopy, San Raffaele Hospital, Milano, Italy
| | - Jose G Ferraz
- Division of Gastroenterology, University of Calgary Cumming School of Medicine, Calgary, Alberta, Canada
| | - Bu'Hussain Hayee
- King's Health Partners Institute for Therapeutic Endoscopy, King's College Hospital NHS Foundation Trust, London, UK
| | - Mark Lazarev
- Department of Medicine, Johns Hopkins University, Baltimore, Maryland, USA
| | - Adolfo Parra-Blanco
- Department of Gastroenterology, Nottingham University Hospitals NHS Trust, Nottingham, UK
| | - Luca Pastorelli
- Gastroenterology Unit, IRCCS Policlinico San Donato, San Donato Milanese, Italy,Department of Health Sciences, University of Milan, Milan, Italy
| | - Remo Panaccione
- Division of Gastroenterology, University of Calgary Cumming School of Medicine, Calgary, Alberta, Canada
| | - Timo Rath
- Department of Gastoenterology, University of Erlangen Nuremberg—Nuremberg Campus, Nurnberg, Germany
| | - Gian Eugenio Tontini
- Fondazione IRCCS Ca'Granda Ospedale Maggiore Policlinico, Department of Pathophysiology and Transplantation, University of Milan, Milan, Italy
| | - Ralf Kiesslich
- Department of Gastroenterology, Helios HSK, Wiesbaden, Germany
| | - Raf Bisschops
- Department of Gastroenterology, KU Leuven University Hospitals Leuven, Leuven, Belgium
| | - Enrico Grisan
- School of Engineering, London South Bank University, London, UK,Department of Information Engineering, Università degli Studi di Padova, Padova, Italy
| | - Valery Naranjo
- Instituto de Investigación e Innovación en Bioingeniería, I3B, Universitat Politecnica de Valencia, Valencia, Spain
| | - Subrata Ghosh
- Institute of Translational Medicine, University of Birmingham, Birmingham, UK,APC Microbiome, Ireland, University College Cork, Cork, Ireland
| | - Marietta Iacucci
- Institute of Translational Medicine, University of Birmingham, Birmingham, UK .,Gastroenterology, National Institute of Health Research Birmingham Biomedical Research Unit, Birmingham, UK.,Department of Gastroenterology, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
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20
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Nardone OM, Snir Y, Hodson J, Cannatelli R, Labarile N, Siau K, Hassan C, Yanai H, Dotan I, Ghosh S, Iacucci M. Advanced technology for assessment of endoscopic and histological activity in ulcerative colitis: a systematic review and meta-analysis. Therap Adv Gastroenterol 2022; 15:17562848221092594. [PMID: 35509428 PMCID: PMC9058346 DOI: 10.1177/17562848221092594] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Accepted: 03/17/2022] [Indexed: 02/04/2023] Open
Abstract
BACKGROUND Advanced endoscopic technologies led to significant progress in the definition of endoscopic remission of ulcerative colitis (UC) and correlate better with histological changes, compared with standard endoscopy. However, while studies have assessed the diagnostic accuracy of endoscope technologies individually, there are currently limited data comparing between technologies. As such, the aim of this systematic review was to pool data from the existing literature and compare the correlations between endoscopy and histologic disease activity scores across endoscope technologies. METHODS We searched PubMed and Embase until February 2021 for eligible studies reporting the correlation between endoscopy and histology activity scores in UC. Studies were grouped by endoscope technology as standard-definition white light (SD-WLE), high-definition white light (HD-WLE) or electronic virtual chromoendoscopy (VCE) and comparisons made between these groups. RESULTS A total of N = 27 studies were identified, of which N = 12 were included in a meta-analysis of correlations between endoscopic and histological activity scores. Combining these studies identified considerable heterogeneity (I 2: 89-93%) and returned a pooled correlation coefficient (ρ) for the SD-WLE group of 0.74, which did not differ significantly from HD-WLE (ρ: 0.65, p = 0.521) or VCE (ρ: 0.70, p = 0.801). In addition, N = 4 studies reported the accuracy of endoscopic activity scores on WLE and VCE to diagnose histological remission. Pooling these found significantly higher accuracy for VCE, compared with WLE [risk ratio: 1.13, 95% confidence interval (CI): 1.07-1.19, p < 0.001]. CONCLUSION Activity scores assessed using endoscopy are strongly correlated with activity on histology regardless of endoscopic technology. VCE seems to be more accurate in predicting histological remission than WLE. However, given the heterogeneity between the included studies, head-to-head trials are warranted to confirm these findings.
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Affiliation(s)
| | | | | | - Rosanna Cannatelli
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
| | - Nunzia Labarile
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
| | - Keith Siau
- Institute for Translational Medicine, Queen Elizabeth Hospital, UHBFT, Birmingham, UK,Department of Gastroenterology, Royal Cornwall Hospitals NHS Trust, Truro, UK
| | - Cesare Hassan
- Department of Gastroenterology, Nuovo Regina Margherita Hospital, Roma, Italy
| | - Henit Yanai
- Division of Gastroenterology, Rabin Medical Center, Beilinson Campus, Petach-Tikva, Israel,Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Iris Dotan
- Division of Gastroenterology, Rabin Medical Center, Beilinson Campus, Petach-Tikva, Israel,Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Subrata Ghosh
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK,NIHR/Wellcome Trust Clinical Research Facility, University Hospitals Birmingham NHS Trust, University of Birmingham, Birmingham, UK,NIHR Birmingham Biomedical Research Centre, University of Birmingham and University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK,APC Microbiome Ireland, College of Medicine and Health, University College Cork, Cork, Ireland
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21
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Maeda Y, Kudo SE, Ogata N, Misawa M, Iacucci M, Homma M, Nemoto T, Takishima K, Mochida K, Miyachi H, Baba T, Mori K, Ohtsuka K, Mori Y. Evaluation in real-time use of artificial intelligence during colonoscopy to predict relapse of ulcerative colitis: a prospective study. Gastrointest Endosc 2022; 95:747-756.e2. [PMID: 34695422 DOI: 10.1016/j.gie.2021.10.019] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/06/2021] [Accepted: 10/12/2021] [Indexed: 02/07/2023]
Abstract
BACKGROUND AND AIMS The use of artificial intelligence (AI) during colonoscopy is attracting attention as an endoscopist-independent tool to predict histologic disease activity of ulcerative colitis (UC). However, no study has evaluated the real-time use of AI to directly predict clinical relapse of UC. Hence, it is unclear whether the real-time use of AI during colonoscopy helps clinicians make real-time decisions regarding treatment interventions for patients with UC. This study aimed to establish the role of real-time AI in stratifying the relapse risk of patients with UC in clinical remission. METHODS This open-label, prospective, cohort study was conducted in a referral center. The cohort comprised 145 consecutive patients with UC in clinical remission who underwent AI-assisted colonoscopy with a contact-microscopy function. We classified patients into either the Healing group or Active group based on the AI outputs during colonoscopy. The primary outcome measure was clinical relapse of UC (defined as a partial Mayo score >2) during 12 months of follow-up after colonoscopy. RESULTS Overall, 135 patients completed the 12-month follow-up after AI-assisted colonoscopy. AI-assisted colonoscopy classified 61 patients as the Healing group and 74 as the Active group. The relapse rate was significantly higher in the AI-Active group (28.4% [21/74]; 95% confidence interval, 18.5%-40.1%) than in the AI-Healing group (4.9% [3/61]; 95% confidence interval, 1.0%-13.7%; P < .001). CONCLUSIONS Real-time use of AI predicts the risk of clinical relapse in patients with UC in clinical remission, which helps clinicians make real-time decisions regarding treatment interventions. (Clinical trial registration number: UMIN000036650.).
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Affiliation(s)
- Yasuharu Maeda
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Shin-Ei Kudo
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Noriyuki Ogata
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Masashi Misawa
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Marietta Iacucci
- Institute of Translational Medicine, Institute of Immunology and Immunotherapy, and NIHR Birmingham Biomedical Research Centre, University Hospitals NHS Foundation Trust and University of Birmingham, Birmingham, UK
| | - Mayumi Homma
- Department of Diagnostic Pathology, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Tetsuo Nemoto
- Department of Diagnostic Pathology, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Kazumi Takishima
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Kentaro Mochida
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Hideyuki Miyachi
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Toshiyuki Baba
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Kensaku Mori
- Graduate School of Informatics, Nagoya University, Nagoya, Japan
| | - Kazuo Ohtsuka
- Endoscopy Department, Tokyo Medical and Dental University, Tokyo, Japan
| | - Yuichi Mori
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan; Clinical Effectiveness Research Group, University of Oslo, Oslo, Norway
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22
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Nardone OM, Bazarova A, Bhandari P, Cannatelli R, Daperno M, Ferraz J, Goetz M, Gui X, Hayee B, De Hertogh G, Lazarev M, Li J, Parra-Blanco A, Pastorelli L, Panaccione R, Occhipinti V, Rath T, Smith SCL, Shivaji UN, Tontini GE, Vieth M, Villanacci V, Zardo D, Bisschops R, Kiesslich R, Ghosh S, Iacucci M. Endoscopic remission assessed with PICaSSO virtual electronic chromendoscopy accurately predicts clinical outcomes in ulcerative colitis. United European Gastroenterol J 2022; 10:147-159. [PMID: 35194978 PMCID: PMC8911539 DOI: 10.1002/ueg2.12185] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2021] [Accepted: 11/11/2021] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND AND AIMS A composite endoscopic-histologic remission is increasingly explored as an important endpoint in ulcerative colitis (UC). We investigated combined endoscopic-histologic remission for predicting clinical outcomes at 12 months compared with endoscopic remission alone using the high definition virtual chromoendoscopy (VCE) Paddington International virtual ChromoendoScopy ScOre (PICaSSO) and histology scores. METHODS Ulcerative colitis patients, prospectively enrolled from 11 international centres, underwent VCE with targeted biopsies and followed up for 12 months. Endoscopic activity was assessed by Mayo Endoscopic Score (MES), Ulcerative Colitis Endoscopic Index Severity (UCEIS) followed by VCE-PICaSSO. Robarts Histopathological Index|Robarts Histological index≤3 without neutrophils in mucosa, and Nancy Histological index (NHI)≤ 1 were used to define histologic remission. Combined endoscopic-histologic remission was compared with endoscopic remission alone by Cox proportional hazards model and by two- and three-proportion analysis using pre-specified clinical outcomes. RESULTS 307 patients were recruited and 302 analysed. There was no difference in survival without specified clinical outcomes between PICaSSO defined endoscopic remission alone and endoscopic plus histologic remission in the rectum (HR 0.42, 95%CI 0.16-1.11 and HR 1.03, 95%CI 0.42-2.52 for Robarts Histological index and NHI respectively) at 12 months. There was however a significant survival advantage without specified clinical outcome events for UCEIS combined with histology compared with UCEIS alone (HR 0.30, 95%CI 0.12-0.75, p = 0.02) at 12 months (but not combined with NHI). For MES there was no advantage for predicting specified clinical outcomes at 12 months for endoscopy alone versus endoscopy plus histology, but there were differences in two and three proportion analysis at 6 months. CONCLUSION Endoscopic remission by VCE-PICaSSO alone was similar to combined endoscopic and histologic remission for predicting specified clinical outcomes at 12 months. Larger studies with specific therapeutic interventions are required to further confirm the findings.
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Affiliation(s)
- Olga Maria Nardone
- Institute of Immunology & Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, UK and University Hospitals Birmingham NHS Trust, Birmingham, UK
| | - Alina Bazarova
- Institute of Immunology & Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, UK and University Hospitals Birmingham NHS Trust, Birmingham, UK.,Institute for Biological Physics, University of Cologne, Cologne, Germany
| | - Pradeep Bhandari
- Department of Gastroenterology, Queen Alexandra Hospital, Portsmouth, UK
| | - Rosanna Cannatelli
- Institute of Immunology & Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, UK and University Hospitals Birmingham NHS Trust, Birmingham, UK
| | - Marco Daperno
- Department of Gastroenterology, University of Torino, Torino, Italy
| | - Jose Ferraz
- Division of Gastroenterology and Hepatology, University of Calgary, Calgary, Alberta, Canada
| | - Martin Goetz
- Department of Gastroenterology, Klinikum Böblingen, Sindelfingen, Germany
| | - Xianyong Gui
- Department of Pathology, University of Washington, Seattle, Washington, USA
| | - Bu Hayee
- Department of Gastroenterology, Kings College London, London, UK
| | - Gert De Hertogh
- Department of Pathology, University Hospitals Leuven, Leuven, Belgium
| | - Mark Lazarev
- Department of Gastroenterology, Johns Hopkins Hospital, Baltimore, Maryland, USA
| | - Ji Li
- Department of Gastroenterology, Peking Union Medical College Hospital, Dongcheng-qu, China
| | | | - Luca Pastorelli
- Department of Gastroenterology, IRCCS Policlinico San Donato, San Donato Milanese, Italy
| | - Remo Panaccione
- Division of Gastroenterology and Hepatology, University of Calgary, Calgary, Alberta, Canada
| | - Vincenzo Occhipinti
- Department of Gastroenterology, IRCCS Policlinico San Donato, San Donato Milanese, Italy
| | - Timo Rath
- Ludig Demling Endoscopy Center, University of Erlangen, Erlangen, Germany
| | - Samuel C L Smith
- Institute of Immunology & Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, UK and University Hospitals Birmingham NHS Trust, Birmingham, UK
| | - Uday N Shivaji
- Institute of Immunology & Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, UK and University Hospitals Birmingham NHS Trust, Birmingham, UK
| | - Gian Eugenio Tontini
- Department of Pathophysiology and Transplantation, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, University of Milan, Milano, Italy
| | - Michael Vieth
- Institute for Pathology, Klinikum Bayreuth, Bayreuth, Germany
| | | | - Davide Zardo
- University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Raf Bisschops
- Department of Pathology, University Hospitals Leuven, Leuven, Belgium
| | - Ralf Kiesslich
- Department of Gastroenterology, Helios HSK Wiesbaden, Wiesbaden, Germany
| | - Subrata Ghosh
- Institute of Immunology & Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, UK and University Hospitals Birmingham NHS Trust, Birmingham, UK.,College of Medicine and Health and APC Microbiome Ireland, University College Cork, Cork, Ireland.,National Institute for Health Research (NIHR) Birmingham Biomedical Research Centre, Birmingham, UK
| | - Marietta Iacucci
- Institute of Immunology & Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, UK and University Hospitals Birmingham NHS Trust, Birmingham, UK.,Division of Gastroenterology and Hepatology, University of Calgary, Calgary, Alberta, Canada.,National Institute for Health Research (NIHR) Birmingham Biomedical Research Centre, Birmingham, UK
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23
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Huguet JM, Ferrer-Barceló L, Suárez P, Sanchez E, Prieto JD, Garcia V, Sempere J. Colorectal cancer screening and surveillance in patients with inflammatory bowel disease in 2021. World J Gastroenterol 2022; 28:502-516. [PMID: 35316962 PMCID: PMC8905018 DOI: 10.3748/wjg.v28.i5.502] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Revised: 07/10/2021] [Accepted: 01/20/2022] [Indexed: 02/06/2023] Open
Abstract
The detection of dysplasia in patients with inflammatory bowel disease (IBD) continues to be important given the increased risk of colorectal cancer in this population. Therefore, in 2017, we performed a review and update of the recommendations for the management and follow-up of patients with IBD based on the clinical practice guidelines of various scientific societies. The present manuscript focuses on new aspects of the detection, follow-up, and management of dysplasia according to the latest studies and recommendations. While chromoendoscopy with targeted biopsy continues to be the technique of choice for the screening and detection of dysplasia in IBD, the associated difficulties mean that it is now being compared with other techniques (virtual chromoendoscopy), which yield similar results with less technical difficulties. Furthermore, the emergence of new endoscopy techniques that are still being researched but seem promising (e.g., confocal laser endomicroscopy and full-spectrum endoscopy), together with the development of devices that improve endoscopic visualization (e.g., Endocuff Vision), lead us to believe that these approaches can revolutionize the screening and follow-up of dysplasia in patients with IBD. Nevertheless, further studies are warranted to define the optimal follow-up strategy in this patient population.
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Affiliation(s)
- Jose Maria Huguet
- Department of Digestive Disease, General University Hospital of Valencia, Valencia 46014, Spain
| | - Luis Ferrer-Barceló
- Department of Digestive Disease, General University Hospital of Valencia, Valencia 46014, Spain
| | - Patrícia Suárez
- Department of Digestive Disease, General University Hospital of Valencia, Valencia 46014, Spain
| | - Eva Sanchez
- Department of Digestive Disease, General University Hospital of Valencia, Valencia 46014, Spain
| | - Jose David Prieto
- Department of Digestive Disease, General University Hospital of Valencia, Valencia 46014, Spain
| | - Victor Garcia
- Department of Digestive Disease, General University Hospital of Valencia, Valencia 46014, Spain
| | - Javier Sempere
- Department of Digestive Disease, General University Hospital of Valencia, Valencia 46014, Spain
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24
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Parigi TL, Mastrorocco E, Da Rio L, Allocca M, D’Amico F, Zilli A, Fiorino G, Danese S, Furfaro F. Evolution and New Horizons of Endoscopy in Inflammatory Bowel Diseases. J Clin Med 2022; 11:jcm11030872. [PMID: 35160322 PMCID: PMC8837111 DOI: 10.3390/jcm11030872] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2022] [Revised: 01/30/2022] [Accepted: 02/01/2022] [Indexed: 12/15/2022] Open
Abstract
Endoscopy is the mainstay of inflammatory bowel disease (IBD) evaluation and the pillar of colorectal cancer surveillance. Endoscopic equipment, both hardware and software, are advancing at an incredible pace. Virtual chromoendoscopy is now widely available, allowing the detection of subtle inflammatory changes, thus reducing the gap between endoscopic and histologic assessment. The progress in the field of artificial intelligence (AI) has been remarkable, and numerous applications are now in an advanced stage of development. Computer-aided diagnosis (CAD) systems are likely to reshape most of the evaluations that are now prerogative of human endoscopists. Furthermore, sophisticated tools such as endocytoscopy and probe-based confocal laser endomicroscopy (pCLE) are enhancing our assessment of inflammation and dysplasia. Finally, pCLE combined with molecular labeling could pave the way to a new paradigm of personalized medicine. This review aims to summarize the main changes that occurred in the field of IBD endoscopy and to explore the most promising novelties.
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Affiliation(s)
- Tommaso Lorenzo Parigi
- Department of Biomedical Sciences, Humanitas University, 20090 Milan, Italy; (T.L.P.); (E.M.); (L.D.R.)
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham B15 2TT, UK
| | - Elisabetta Mastrorocco
- Department of Biomedical Sciences, Humanitas University, 20090 Milan, Italy; (T.L.P.); (E.M.); (L.D.R.)
| | - Leonardo Da Rio
- Department of Biomedical Sciences, Humanitas University, 20090 Milan, Italy; (T.L.P.); (E.M.); (L.D.R.)
| | - Mariangela Allocca
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, Vita-Salute San Raffaele University, 20132 Milan, Italy; (M.A.); (F.D.); (A.Z.); (G.F.); (S.D.)
| | - Ferdinando D’Amico
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, Vita-Salute San Raffaele University, 20132 Milan, Italy; (M.A.); (F.D.); (A.Z.); (G.F.); (S.D.)
| | - Alessandra Zilli
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, Vita-Salute San Raffaele University, 20132 Milan, Italy; (M.A.); (F.D.); (A.Z.); (G.F.); (S.D.)
| | - Gionata Fiorino
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, Vita-Salute San Raffaele University, 20132 Milan, Italy; (M.A.); (F.D.); (A.Z.); (G.F.); (S.D.)
| | - Silvio Danese
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, Vita-Salute San Raffaele University, 20132 Milan, Italy; (M.A.); (F.D.); (A.Z.); (G.F.); (S.D.)
| | - Federica Furfaro
- IBD Center, Humanitas Research Hospital, 20089 Milan, Italy
- Correspondence: ; Tel.: +39-0282245555
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25
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D'Amico F, Zilli A, Fiorino G. Endoscopy and histology in inflammatory bowel diseases patients: Complementary or alternatives? United European Gastroenterol J 2022; 10:141-142. [PMID: 35064960 PMCID: PMC8911532 DOI: 10.1002/ueg2.12202] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/17/2023] Open
Affiliation(s)
- Ferdinando D'Amico
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele and Vita-Salute San Raffaele University, Milan, Italy.,Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - Alessandra Zilli
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele and Vita-Salute San Raffaele University, Milan, Italy
| | - Gionata Fiorino
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele and Vita-Salute San Raffaele University, Milan, Italy
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26
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Pouw RE, Bisschops R, Gecse KB, de Hertogh G, Iacucci M, Rutter M, Barret M, Biermann K, Czakó L, Hucl T, Jansen M, Savarino E, Spaander MCW, Schmidt PT, Dinis-Ribeiro M, Vieth M, van Hooft JE. Endoscopic tissue sampling - Part 2: Lower gastrointestinal tract. European Society of Gastrointestinal Endoscopy (ESGE) Guideline. Endoscopy 2021; 53:1261-1273. [PMID: 34715702 DOI: 10.1055/a-1671-6336] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
1: ESGE suggests performing segmental biopsies (at least two from each segment), which should be placed in different specimen containers (ileum, cecum, ascending, transverse, descending, and sigmoid colon, and rectum) in patients with clinical and endoscopic signs of colitis.Weak recommendation, low quality of evidence. 2: ESGE recommends taking two biopsies from the right hemicolon (ascending and transverse colon) and, in a separate container, two biopsies from the left hemicolon (descending and sigmoid colon) when microscopic colitis is suspected.Strong recommendation, low quality of evidence. 3: ESGE recommends pancolonic dye-based chromoendoscopy or virtual chromoendoscopy with targeted biopsies of any visible lesions during surveillance endoscopy in patients with inflammatory bowel disease. Strong recommendation, moderate quality of evidence. 4: ESGE suggests that, in high risk patients with a history of colonic neoplasia, tubular-appearing colon, strictures, ongoing therapy-refractory inflammation, or primary sclerosing cholangitis, chromoendoscopy with targeted biopsies can be combined with four-quadrant non-targeted biopsies every 10 cm along the colon. Weak recommendation, low quality of evidence. 5: ESGE recommends that, if pouch surveillance for dysplasia is performed, visible abnormalities should be biopsied, with at least two biopsies systematically taken from each of the afferent ileal loop, the efferent blind loop, the pouch, and the anorectal cuff.Strong recommendation, low quality of evidence. 6: ESGE recommends that, in patients with known ulcerative colitis and endoscopic signs of inflammation, at least two biopsies be obtained from the worst affected areas for the assessment of activity or the presence of cytomegalovirus; for those with no evident endoscopic signs of inflammation, advanced imaging technologies may be useful in identifying areas for targeted biopsies to assess histologic remission if this would have therapeutic consequences. Strong recommendation, low quality of evidence. 7: ESGE suggests not biopsying endoscopically visible inflammation or normal-appearing mucosa to assess disease activity in known Crohn's disease.Weak recommendation, low quality of evidence. 8: ESGE recommends that adequately assessed colorectal polyps that are judged to be premalignant should be fully excised rather than biopsied.Strong recommendation, low quality of evidence. 9: ESGE recommends that, where endoscopically feasible, potentially malignant colorectal polyps should be excised en bloc rather than being biopsied. If the endoscopist cannot confidently perform en bloc excision at that time, careful representative images (rather than biopsies) should be taken of the potential focus of cancer, and the patient should be rescheduled or referred to an expert center.Strong recommendation, low quality of evidence. 10: ESGE recommends that, in malignant lesions not amenable to endoscopic excision owing to deep invasion, six carefully targeted biopsies should be taken from the potential focus of cancer.Strong recommendation, low quality of evidence.
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Affiliation(s)
- Roos E Pouw
- Department of Gastroenterology and Hepatology, Amsterdam Gastroenterology Endocrinology Metabolism, Cancer Center Amsterdam, Amsterdam University Medical Centers location VUmc, Amsterdam, The Netherlands
| | - Raf Bisschops
- Department of Gastroenterology and Hepatology, University Hospitals Leuven, Leuven, Belgium
| | - Krisztina B Gecse
- Department of Gastroenterology and Hepatology, Amsterdam University Medical Centers location AMC, Amsterdam, The Netherlands
| | - Gert de Hertogh
- Department of Pathology, University Hospitals Leuven, Leuven, Belgium
| | - Marietta Iacucci
- Institute of Translational Medicine, Institute of Immunology and Immunotherapy and NIHR Birmingham Biomedical Research Centre, University Hospitals NHS Foundation Trust and University of Birmingham, Birmingham, UK
| | - Matthew Rutter
- Department of Gastroenterology, University Hospital of North Tees, Stockton-on-Tees, UK
| | - Maximilien Barret
- Department of Gastroenterology and Digestive Oncology, Cochin Hospital and University of Paris, Paris, France
| | - Katharina Biermann
- Department of Pathology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - László Czakó
- First Department of Medicine, University of Szeged, Szeged, Hungary
| | - Tomas Hucl
- Institute for Clinical and Experimental Medicine, Prague, Czech Republic
| | - Marnix Jansen
- Department of Histopathology, University College London Hospital, London, UK
| | - Edoardo Savarino
- Department of Surgery, Oncology and Gastroenterology, University of Padua, Padua, Italy
| | - Manon C W Spaander
- Department of Gastroenterology and Hepatology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Peter T Schmidt
- Department of Medicine (Solna), Karolinska Institute and Department of Medicine, Ersta Hospital, Stockholm, Sweden
| | - Mário Dinis-Ribeiro
- Department of Gastroenterology, Portuguese Oncology Institute of Porto, Porto, Portugal
| | - Michael Vieth
- Institute of Pathology, Friedrich-Alexander University Erlangen-Nuremberg, Klinikum Bayreuth, Bayreuth, Germany
| | - Jeanin E van Hooft
- Department of Gastroenterology and Hepatology, Leiden University Medical Center, Leiden, The Netherlands
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27
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Moriichi K, Fujiya M, Okumura T. The endoscopic diagnosis of mucosal healing and deep remission in inflammatory bowel disease. Dig Endosc 2021; 33:1008-1023. [PMID: 33020947 DOI: 10.1111/den.13863] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Revised: 09/24/2020] [Accepted: 09/28/2020] [Indexed: 12/13/2022]
Abstract
The therapeutic goal in inflammatory bowel disease (IBD) patients has shifted from controlling the clinical activity alone to managing other associated problems. The concept of mucosal healing (MH) and deep remission (DR) are advocated and regarded as new therapeutic goals in IBD. However, the definition of MH still remains controversial. It is unclear whether or not the histological structures or functional factors should be included in the definition of DR in addition to clinical remission and MH. The classifications of white-light imaging (e.g. Mayo endoscopic subscore, UCEIS, CD Endoscopic Index of Severity, simple Endoscopic Score-CD) have been proposed and are now widely used to assess the severity as well as the MH of inflammation in IBD. In ulcerative colitis, magnifying chromoendoscopy has been shown to be useful to assess the MH of inflammation while other types of image-enhanced endoscopy, such as narrow-band imaging, have not. Endocytoscopy and confocal laser endomicroscopy (CLE) are also applied to assess the activity in IBD. These endoscopic procedures can estimate MH with more precision through observing the details of superficial structures, such as crypt openings. In addition, CLE can partially assess the mucosal function by detecting fluorescence leakage. Molecular imaging can possibly detect the molecules associated with inflammation, intestinal regeneration and differentiation, and various functions including the intestinal barrier and mucus secretion. These novel procedures may improve the diagnosis strategy of DR through the assessment of DR-associated factors such as the histological structures and functional factors in the near future.
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Affiliation(s)
- Kentaro Moriichi
- Division of Metabolism and Biosystemic Science, Gastroenterology, and Hematology/Oncology, Department of Medicine, Asahikawa Medical University, Hokkaido, Japan
| | - Mikihiro Fujiya
- Division of Metabolism and Biosystemic Science, Gastroenterology, and Hematology/Oncology, Department of Medicine, Asahikawa Medical University, Hokkaido, Japan
| | - Toshikatsu Okumura
- Division of Metabolism and Biosystemic Science, Gastroenterology, and Hematology/Oncology, Department of Medicine, Asahikawa Medical University, Hokkaido, Japan
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28
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Iacucci M, Jeffery L, Acharjee A, Nardone OM, Zardo D, Smith SCL, Bazarova A, Cannatelli R, Shivaji UN, Williams J, Gkoutos G, Ghosh S. Ultra-high Magnification Endocytoscopy and Molecular Markers for Defining Endoscopic and Histologic Remission in Ulcerative Colitis-An Exploratory Study to Define Deep Remission. Inflamm Bowel Dis 2021; 27:1719-1730. [PMID: 34019073 PMCID: PMC8528147 DOI: 10.1093/ibd/izab059] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/12/2021] [Indexed: 02/07/2023]
Abstract
BACKGROUND Endoscopic and histological remission are both important treatment goals in patients with ulcerative colitis (UC). We aimed to define cellular architecture, expression of molecular markers, and their correlation with endoscopic scores assessed by ultra-high magnification endocytoscopy (ECS) and histological scores. METHODS Patients with UC (n = 29) were prospectively recruited. The correlation among ECS score (ECSS), Mayo endoscopic score (MES), and histological scores were determined. Area under curve were plotted to determine the best thresholds for ECSS that predicted histological remission by Robarts (RHI) and Nancy Histological Index (NHI).Soluble analytes relevant to inflammation were measured in serum and mucosal culture supernatants using ProcartaPlex Luminex assays and studied by partial least square discriminant analysis and logistic model. Mucosal RNA sequencing and bioinformatics analysis were performed to define differentially expressed genes/pathways. RESULTS Endocytoscope scoring system correlated strongly with RHI (r = 0.89; 95% CI, 0.51-0.98) and NHI (r = 0.86; 95% CI, 0.42-0.98) but correlated poorly with MES (r = 0.28; 95% CI, 0.27-0.70). We identified soluble brain-derived neurotrophic factors (BDNF), macrophage inflammatory proteins (MIP-1 α) and soluble vascular cell adhesion molecule 1 (sVCAM-1) predicted histological remission. Mucosal biopsy cultures also identified sVCAM-1 associated with healed mucosa. RNA-seq analysis identified gene expressions shared between ECSS, RHI, or NHI defined healing. A number of gene expressions and pathways were identified including inflammation and metabolic and tumor suppressors that discriminated healed from nonhealed mucosa. CONCLUSIONS Endocytoscopy represents an interesting tool that may sit between endoscopy and histology-but closer to the latter-identifying gene expression markers and pathways that are also identified by histology.
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Affiliation(s)
- Marietta Iacucci
- Institute of Immunology & Immunotherapy University of Birmingham, Birmingham, UK
- NIHR Wellcome Trust Clinical Research Facilities University Hospitals Birmingham NHS Trust, University of Birmingham, Birmingham, UK
- NIHR Biomedical Research Centre, University of Birmingham and University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Louisa Jeffery
- Institute of Immunology & Immunotherapy University of Birmingham, Birmingham, UK
| | - Animesh Acharjee
- Institute of Cancer and Genomic Sciences, Centre for Computational Biology, University of Birmingham, Birmingham, UK
- Institute of Translational Medicine, University of Birmingham, Birmingham, UK
- NIHR Surgical Reconstruction and Microbiology Research Centre, University Hospital Birmingham, Birmingham
| | - Olga Maria Nardone
- Institute of Immunology & Immunotherapy University of Birmingham, Birmingham, UK
| | - Davide Zardo
- University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Samuel C L Smith
- Institute of Immunology & Immunotherapy University of Birmingham, Birmingham, UK
| | - Alina Bazarova
- Institute for Biological Physics, University of Cologne, Cologne, Germany
| | - Rosanna Cannatelli
- Institute of Immunology & Immunotherapy University of Birmingham, Birmingham, UK
| | - Uday N Shivaji
- Institute of Immunology & Immunotherapy University of Birmingham, Birmingham, UK
- NIHR Biomedical Research Centre, University of Birmingham and University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - John Williams
- Institute of Cancer and Genomic Sciences, Centre for Computational Biology, University of Birmingham, Birmingham, UK
- Institute of Translational Medicine, University of Birmingham, Birmingham, UK
| | - Georgios Gkoutos
- Institute of Cancer and Genomic Sciences, Centre for Computational Biology, University of Birmingham, Birmingham, UK
- Institute of Translational Medicine, University of Birmingham, Birmingham, UK
- NIHR Surgical Reconstruction and Microbiology Research Centre, University Hospital Birmingham, Birmingham
- MRC Health Data Research UK (HDR), Birmingham, UK
| | - Subrata Ghosh
- Institute of Immunology & Immunotherapy University of Birmingham, Birmingham, UK
- NIHR Wellcome Trust Clinical Research Facilities University Hospitals Birmingham NHS Trust, University of Birmingham, Birmingham, UK
- NIHR Biomedical Research Centre, University of Birmingham and University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
- APC Microbiome Ireland, College of Medicine and Health, University College Cork, Cork, Ireland
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29
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Javaid A, Shahab O, Adorno W, Fernandes P, May E, Syed S. Machine Learning Predictive Outcomes Modeling in Inflammatory Bowel Diseases. Inflamm Bowel Dis 2021; 28:819-829. [PMID: 34417815 PMCID: PMC9165557 DOI: 10.1093/ibd/izab187] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Indexed: 12/14/2022]
Abstract
There is a rising interest in use of big data approaches to personalize treatment of inflammatory bowel diseases (IBDs) and to predict and prevent outcomes such as disease flares and therapeutic nonresponse. Machine learning (ML) provides an avenue to identify and quantify features across vast quantities of data to produce novel insights in disease management. In this review, we cover current approaches in ML-driven predictive outcomes modeling for IBD and relate how advances in other fields of medicine may be applied to improve future IBD predictive models. Numerous studies have incorporated clinical, laboratory, or omics data to predict significant outcomes in IBD, including hospitalizations, outpatient corticosteroid use, biologic response, and refractory disease after colectomy, among others, with considerable health care dollars saved as a result. Encouraging results in other fields of medicine support efforts to use ML image analysis-including analysis of histopathology, endoscopy, and radiology-to further advance outcome predictions in IBD. Though obstacles to clinical implementation include technical barriers, bias within data sets, and incongruence between limited data sets preventing model validation in larger cohorts, ML-predictive analytics have the potential to transform the clinical management of IBD. Future directions include the development of models that synthesize all aforementioned approaches to produce more robust predictive metrics.
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Affiliation(s)
- Aamir Javaid
- Division of Pediatric Gastroenterology and Hepatology, Department of Pediatrics, University of Virginia, Charlottesville, VA, USA
| | - Omer Shahab
- Division of Gastroenterology and Hepatology, Department of Medicine, Virginia Commonwealth University, Richmond, VA, USA
| | - William Adorno
- School of Data Science, University of Virginia, Charlottesville, VA, USA
| | - Philip Fernandes
- Division of Pediatric Gastroenterology and Hepatology, Department of Pediatrics, University of Virginia, Charlottesville, VA, USA
| | - Eve May
- Division of Gastroenterology and Hepatology, Department of Pediatrics, Children’s National Hospital, Washington, DC, USA
| | - Sana Syed
- Division of Pediatric Gastroenterology and Hepatology, Department of Pediatrics, University of Virginia, Charlottesville, VA, USA,School of Data Science, University of Virginia, Charlottesville, VA, USA,Address Correspondence to: Sana Syed, MD, MSCR, MSDS, Division of Pediatric Gastroenterology and Hepatology, Department of Pediatrics, University of Virginia, 409 Lane Rd, Room 2035B, Charlottesville, VA, 22908, USA ()
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30
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Schmidt C, Bachmann O, Baumgart DC, Goetz M, Drvarov O, Kucharzik TF, Kühbacher T, Langhorst J, Maul J, Mohl W, Mudter J, Repp M, Sturm A, Witzemann D, Atreya R. [Position paper on endoscopic reporting in IBD]. ZEITSCHRIFT FUR GASTROENTEROLOGIE 2021; 59:1091-1109. [PMID: 34284522 DOI: 10.1055/a-1504-9782] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
The complete and reliable documentation of endoscopic findings make up the crucial foundation for the treatment of patients with inflammatory bowel diseases such as Crohn´s disease and ulcerative colitis. These findings are, on the one hand, a prerequisite for therapeutic decisions and, on the other hand, important as a tool for assessing the response to ongoing treatments. Endoscopic reports should, therefore, be recorded according to standardized criteria to ensure that the findings of different endoscopists can be adequately compared and that changes in the course of the disease can be traced back. In consideration of these necessities, fifteen members of the Imaging Working Group of the German Kompetenznetz Darmerkrankungen have created a position paper proposing a structure and specifications for the documentation of endoscopic exams. In addition to the formal report structure, the recommendations address a large number of attributes of acute and chronic inflammatory alterations as well as endoscopically detectable complications, which are explained in detail and illustrated using exemplary images. In addition, more frequently used endoscopic activity indices are presented and their use in everyday clinical practice is discussed.
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Affiliation(s)
- Carsten Schmidt
- Medizinische Klinik II, Klinikum Fulda gAG, Fulda, Germany.,Medizinische Fakultät der Friedrich-Schiller-Universität Jena, Germany
| | - Oliver Bachmann
- Klinik für Innere Medizin 1, Siloah St. Trudpert Klinikum, Pforzheim, Germany
| | - Daniel C Baumgart
- Division of Gastroenterology, University of Alberta, Edmonton, Canada
| | - Martin Goetz
- Innere Medizin IV, Klinikverbund Südwest GmbH, Böblingen, Germany
| | | | | | - Tanja Kühbacher
- Klinik für Innere Medizin, Diabetologie, Gastroenterologie, Pulmonologie, Tumormedizin und Palliativmedizin, medius Klinik Nürtingen, Nürtingen, Germany
| | - Jost Langhorst
- Klinik für Integrative Medizin und Naturheilkunde, Klinikum Bamberg, Bamberg, Germany.,Lehrstuhl für Integrative Medizin Schwerpunkt translationale Gastroenterologie, Universität Duisburg-Essen, Duisburg-Essen, Germany
| | - Jochen Maul
- Gastroenterology, Gastroenterologie am Bayerischen Platz, Berlin, Germany.,Medizinische Klinik für Gastroenterologie, Infektiologie und Rheumatologie, Campus Benjamin Franklin, Charité Universitätsmedizin Berlin, Berlin, Germany
| | - Wolfgang Mohl
- Zentrum für Gastroenterologie Saar MVZ GmbH Saarbrücken, Saarbrücken, Germany
| | - Jonas Mudter
- Klinik für Gastroenterologie und Infektiologie, HELIOS Kliniken Schwerin, Schwerin, Germany.,Medizinische Klinik 1, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Michael Repp
- Zentrum für Innere Medizin, Klinik für Gastroenterologie/Hepatologie, Klinikum Altenburger Land GmbH, Altenburg, Germany
| | - Andreas Sturm
- Klinik für Innere Medizin mit Schwerpunkt Gastroenterologie, DRK Kliniken Berlin Westend, Berlin, Germany
| | | | - Raja Atreya
- Medizinische Klinik 1, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
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31
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Adamina M, Feakins R, Iacucci M, Spinelli A, Cannatelli R, D'Hoore A, Driessen A, Katsanos K, Mookhoek A, Myrelid P, Pellino G, Peros G, Tontini GE, Tripathi M, Yanai H, Svrcek M. ECCO Topical Review Optimising Reporting in Surgery, Endoscopy, and Histopathology. J Crohns Colitis 2021; 15:1089-1105. [PMID: 33428711 DOI: 10.1093/ecco-jcc/jjab011] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
BACKGROUND AND AIMS Diagnosis and management of inflammatory bowel diseases [IBD] requires a lifelong multidisciplinary approach. The quality of medical reporting is crucial in this context. The present topical review addresses the need for optimised reporting in endoscopy, surgery, and histopathology. METHODS A consensus expert panel consisting of gastroenterologists, surgeons, and pathologists, convened by the European Crohn's and Colitis Organisation, performed a systematic literature review. The following topics were covered: in endoscopy: [i] general IBD endoscopy; [ii] disease activity and surveillance; [iii] endoscopy treatment in IBD; in surgery: [iv] medical history with surgical relevance, surgical indication, and strategy; [v] operative approach; [vi] intraoperative disease description; [vii] operative steps; in pathology: [viii] macroscopic assessment and interpretation of resection specimens; [ix] IBD histology, including biopsies, surgical resections, and neoplasia; [x] IBD histology conclusion and report. Statements were developed using a Delphi methodology incorporating two consecutive rounds. Current practice positions were set when ≥ 80% of participants agreed on a recommendation. RESULTS Thirty practice positions established a standard terminology for optimal reporting in endoscopy, surgery, and histopathology. Assessment of disease activity, surveillance recommendations, advice to surgeons for operative indication and strategies, including margins and extent of resection, and diagnostic criteria of IBD, as well as guidance for the interpretation of dysplasia and cancer, were handled. A standardised report including a core set of items to include in each specialty report, was defined. CONCLUSIONS Interdisciplinary high-quality care requires thorough and standardised reporting across specialties. This topical review offers an actionable framework and practice recommendations to optimise reporting in endoscopy, surgery, and histopathology.
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Affiliation(s)
- Michel Adamina
- Department of Surgery, Cantonal Hospital Winterthur, Winterthur, Switzerland.,Faculty of Medicine, University of Basel, Basel, Switzerland
| | - Roger Feakins
- Department of Cellular Pathology, Royal Free Hospital, London, UK
| | - Marietta Iacucci
- Institute of Immunology and Immunotherapy, NIHR Biomedical Research Centre, University of Birmingham, UK.,Division of Gastroenterology, University Hospitals Birmingham NHS Trust, UK
| | - Antonino Spinelli
- Division of Colon and Rectal Surgery, Humanitas Clinical and Research Center, Rozzano,Italy.,Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - Rosanna Cannatelli
- Institute of Translational Medicine, University of Birmingham, Birmingham, UK.,Gastroenterology Unit, Spedali Civili di Brescia, Brescia, Italy
| | - André D'Hoore
- Department of Abdominal Surgery, University Hospital Leuven, Leuven, Belgium
| | - Ann Driessen
- Department of Pathology, University Hospital Antwerp, University Antwerp, Edegem, Belgium
| | - Konstantinos Katsanos
- Department of Gastroenterology and Hepatology, University and Medical School of Ioannina, Ioannina, Greece
| | - Aart Mookhoek
- Department of Pathology, Amsterdam UMC, Amsterdam, The Netherlands
| | - Pär Myrelid
- Department of Surgery, and Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Gianluca Pellino
- Department of Advanced Medical and Surgical Sciences, Universitá degli Studi della Campania 'Luigi Vanvitelli', Naples, Italy.,Colorectal Unit, Vall d'Hebron University Hospital, Barcelona, Spain
| | - Georgios Peros
- Department of Surgery, Cantonal Hospital of Winterthur, Winterthur, Switerland; Division of Colon and Rectal Surgery, Humanitas Clinical and Research Center, Rozzano, Milan, Italy
| | - Gian Eugenio Tontini
- Gastroenterology and Endoscopy Unit, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.,Department of Pathophysiology and Transplantation, University of Milan, Milan, Italy
| | - Monika Tripathi
- Department of Histopathology, Cambridge Biomedical Campus, Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - Henit Yanai
- Division of Gastroenterology, IBD Center, Rabin Medical Center, Petah Tikva, Israel
| | - Magali Svrcek
- Department of Pathology, Sorbonne Université, AP-HP, Saint-Antoine hospital, Paris, France
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32
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Smith SCL, Banbury C, Zardo D, Cannatelli R, Nardone OM, Shivaji UN, Ghosh S, Oppenheimer PG, Iacucci M. Raman spectroscopy accurately differentiates mucosal healing from non-healing and biochemical changes following biological therapy in inflammatory bowel disease. PLoS One 2021; 16:e0252210. [PMID: 34077453 PMCID: PMC8172032 DOI: 10.1371/journal.pone.0252210] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Accepted: 05/11/2021] [Indexed: 11/23/2022] Open
Abstract
Background Mucosal healing (MH) is a key treatment target in the management of inflammatory bowel disease (IBD) and is defined in endoscopic terms by the newly published PICaSSO score. Raman Spectroscopy (RS) is based on the scattering of inelastic light giving spectra that are highly specific for individual molecules. We aimed to establish spectral changes before and after treatment and whether Raman Spectroscopy is able to accurately differentiate between inflammation and MH. Methods Biopsies were taken for ex vivo RS analysis alongside biopsies for histological analysis from IBD patients undergoing optical diagnosis endoscopic assessment. We compared pre- vs. post-biological treatment in IBD patients and healthy controls and active vs. MH in UC and CD. For spectral analysis, we used supervised self-organising maps for separation and classification. Results A total of 23 patients (14 IBD, 9 HC) were recruited for comparison of pre- vs. post-biologic treatment and 74 IBD patients were included for the assessment of MH in IBD, giving 9700 Raman Spectra. Spectral differences were seen between pre- and post-treatment which were observed comparing MH vs. active inflammation. Reductions in intensity at 1003cm-1 and 1252cm-1 when a reduction in inflammation was seen post-treatment and when MH was present. MH was associated with an increase in intensity at 1304cm-1. The trained neural network differentiated MH from active inflammation with a sensitivity, specificity, PPV, NPV and accuracy in UC of 96.29% (sd 0.94), 95.03% (sd 1.52), 94.89% (sd 1.59), 96.33 (sd 0.97) and 95.65 (sd 0.99) and 96.19% (sd 1.46), 88% (sd 4.20), 86.60% (sd 5.39), 96.55% (sd 1.32) and 91.6% (sd 2.75) in CD respectively. Conclusion We demonstrated RS can demonstrate biochemical changes following treatment of IBD and accurately differentiates MH from active inflammation in IBD and might be a future tool to personalise therapeutic management in IBD.
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Affiliation(s)
- Samuel C. L. Smith
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom
| | - Carl Banbury
- Chemical Engineering, University of Birmingham, Birmingham, United Kingdom
| | - Davide Zardo
- University Hospitals Birmingham NHS Foundation Trust, Queen Elizabeth Hospital Birmingham, Birmingham, United Kingdom
| | - Rosanna Cannatelli
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom
| | - Olga M. Nardone
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom
| | - Uday N. Shivaji
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom
- National Institute for Health Research (NIHR) Birmingham Biomedical Research Centre, University of Birmingham and University Hospitals Birmingham NHS Foundation Trust, Birmingham, United Kingdom
| | - Subrata Ghosh
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom
- University Hospitals Birmingham NHS Foundation Trust, Queen Elizabeth Hospital Birmingham, Birmingham, United Kingdom
- National Institute for Health Research (NIHR) Birmingham Biomedical Research Centre, University of Birmingham and University Hospitals Birmingham NHS Foundation Trust, Birmingham, United Kingdom
| | | | - Marietta Iacucci
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom
- University Hospitals Birmingham NHS Foundation Trust, Queen Elizabeth Hospital Birmingham, Birmingham, United Kingdom
- National Institute for Health Research (NIHR) Birmingham Biomedical Research Centre, University of Birmingham and University Hospitals Birmingham NHS Foundation Trust, Birmingham, United Kingdom
- * E-mail:
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Traverson M, Lin S, Kendall A, Vaden S, Schafer KA, Seiler GS. Investigation of the use of microwave ablation with and without cooling urethral perfusion for thermal ablation of the prostate gland in canine cadavers. Am J Vet Res 2021; 82:395-404. [PMID: 33904800 DOI: 10.2460/ajvr.82.5.395] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
OBJECTIVE To investigate the use of microwave ablation (MWA) with cooling urethral perfusion and with no perfusion (MWA-UP and MWA-NP, respectively) for prostate gland ablation in canine cadavers. ANIMALS Cadavers of 18 sexually intact male dogs. PROCEDURES After technique refinement in 2 cadavers, laparotomy with ultrasound-guided MWA-UP (n = 8) or MWA-NP (8) of the prostate gland was performed in 16 cadavers. Normograde cystourethroscopy was performed before and after treatment; recorded images were reviewed in a blinded manner for scoring of urethral mucosal discoloration and loss of integrity. Difficulty with cystoscope insertion was recorded if present. Excised prostate glands were fixed for serial sectioning, gross measurements, and calculation of percentage ablation. Percentages of prostate tissue necrosis from MWA, denuded urethral mucosa, and depth of epithelial surface loss in an adjacent section of the colon were estimated histologically. Variables of interest were statistically analyzed. RESULTS Difficulty with cystoscope insertion after treatment was significantly more common and scores for urethral mucosal discoloration and loss of integrity were significantly higher (indicating more severe lesions) for the MWA-NP group than for the MWA-UP group. The histologically assessed percentage of denuded urethral mucosa was also greater for the MWA-NP group. Overall median percentage prostate gland ablation was 73%; this result was not associated with prostate gland volume or chronological order of treatment. CONCLUSIONS AND CLINICAL RELEVANCE MWA-UP induced subtotal thermal necrosis of prostate glands in canine cadavers while limiting urethral mucosal injury. Further study is required to optimize the technique and evaluate its safety and efficacy in vivo as a future curative-intent treatment for prostatic tumors in dogs.
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Solitano V, D’Amico F, Allocca M, Fiorino G, Zilli A, Loy L, Gilardi D, Radice S, Correale C, Danese S, Peyrin-Biroulet L, Furfaro F. Rediscovering histology: what is new in endoscopy for inflammatory bowel disease? Therap Adv Gastroenterol 2021; 14:17562848211005692. [PMID: 33948114 PMCID: PMC8053840 DOI: 10.1177/17562848211005692] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/23/2021] [Accepted: 03/08/2021] [Indexed: 02/04/2023] Open
Abstract
The potential of endoscopic evaluation in the management of inflammatory bowel diseases (IBD) has undoubtedly grown over the last few years. When dealing with IBD patients, histological remission (HR) is now considered a desirable target along with symptomatic and endoscopic remission, due to its association with better long-term outcomes. Consequently, the ability of endoscopic techniques to reflect microscopic findings in vivo without having to collect biopsies has become of upmost importance. In this context, a more accurate evaluation of inflammatory disease activity and the detection of dysplasia represent two mainstay targets for IBD endoscopists. New diagnostic technologies have been developed, such as dye-less chromoendoscopy, endomicroscopy, and molecular imaging, but their real incorporation in daily practice is not yet well defined. Although dye-chromoendoscopy is still recommended as the gold standard approach in dysplasia surveillance, recent research questioned the superiority of this technique over new advanced dye-less modalities [narrow band imaging (NBI), Fuji intelligent color enhancement (FICE), i-scan, blue light imaging (BLI) and linked color imaging (LCI)]. The endoscopic armamentarium might also be enriched by new video capsule endoscopy for monitoring disease activity, and high expectations are placed on the application of artificial intelligence (AI) systems to reduce operator-subjectivity and inter-observer variability. The goal of this review is to provide an updated insight on contemporary knowledge regarding new endoscopic techniques and devices, with special focus on their role in the assessment of disease activity and colorectal cancer surveillance.
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Affiliation(s)
- Virginia Solitano
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy
| | - Ferdinando D’Amico
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy,IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Mariangela Allocca
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy,IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Gionata Fiorino
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy,IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Alessandra Zilli
- IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Laura Loy
- IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Daniela Gilardi
- IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Simona Radice
- IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Carmen Correale
- IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Silvio Danese
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy,IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Laurent Peyrin-Biroulet
- Department of Gastroenterology and Inserm NGERE U1256, University Hospital of Nancy, University of Lorraine, Vandoeuvre-lès-Nancy, France
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Cannatelli R, Bazarova A, Zardo D, Nardone OM, Shivaji U, Smith SCL, Gkoutos G, Ricci C, Gui XS, Ghosh S, Iacucci M. Fecal Calprotectin Thresholds to Predict Endoscopic Remission Using Advanced Optical Enhancement Techniques and Histological Remission in IBD Patients. Inflamm Bowel Dis 2021; 27:647-654. [PMID: 32592477 DOI: 10.1093/ibd/izaa163] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/05/2020] [Indexed: 12/17/2022]
Abstract
BACKGROUND Fecal calprotectin (FC) is a common surrogate marker of mucosal healing (MH) in patients with ulcerative colitis (UC) and Crohn's disease (CD). We investigated the optimum FC thresholds for defining endoscopic remission (ER) and histological remission (HR) using advanced endoscopic techniques. PATIENTS AND METHODS In this cross-sectional study, we collected clinical, endoscopic, histological data, and FC from 76 UC and 41 CD patients. Receiver operating characteristic curves were created to evaluate the optimum cut-off of FC to predict ER evaluated by Mayo Endoscopic Score (MES), Ulcerative Colitis Endoscopic Index of Severity (UCEIS), and modified PICaSSO (Paddington International Virtual Chromoendoscopy Score) for UC patients and Simple Endoscopic Score (SES-CD) in CD patients; and HR was scored by the Robarts Histology Index (RHI) and Nancy Index for UC and modified Riley for CD. RESULTS In UC patients, the best thresholds of FC to identify ER calculated with MES, UCEIS, and modified PICaSSO were 112, 148, and 161 mcg/g with accuracy of 86.9% 86.8%, and 81.6%, respectively. The best value of FC to predict HR was 112 mcg/g and 172 mcg/g with accuracy of 84.2% and 81.6% for RHI and Nancy Index, respectively.In CD patients, the best cut-off of FC to predict ER was 96 mcg/g with accuracy of 82.9%. The HR was best predicted by an FC value of 225 mcg/g with accuracy of 75.6%. CONCLUSIONS The FC value threshold between 112 and 172 mcg/g could identify ER and HR in UC patients, whereas a value under 225 mcg/g should be considered for CD patients.
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Affiliation(s)
- Rosanna Cannatelli
- Institute of Translational Medicine, University of Birmingham, UK.,Gastroenterology Unit, Spedali Civili di Brescia, Italy
| | - Alina Bazarova
- Institute for Biological Physics, University of Cologne, Germany
| | - Davide Zardo
- Department of Histopathology, University Hospitals Birmingham NHS Foundation Trust, Birmingham, West Midlands, United Kingdom
| | | | - Uday Shivaji
- Institute of Translational Medicine, University of Birmingham, UK.,NIHR Birmingham Biomedical Research Centre, University Hospitals NHS Foundation Trust and University of Birmingham, Birmingham, UK
| | - Samuel Charles Lloyd Smith
- Institute of Translational Medicine, University of Birmingham, UK.,NIHR Birmingham Biomedical Research Centre, University Hospitals NHS Foundation Trust and University of Birmingham, Birmingham, UK
| | - Georgios Gkoutos
- Institute of Translational Medicine, University of Birmingham, UK
| | - Chiara Ricci
- Gastroenterology Unit, Spedali Civili di Brescia, Italy.,Department of Clinical and Sperimental Sciences, University of Brescia, Italy
| | - Xianyong Sean Gui
- Department of Pathology, University of Washington School of Medicine, Seattle, WA, USA
| | - Subrata Ghosh
- Institute of Translational Medicine, University of Birmingham, UK.,NIHR Birmingham Biomedical Research Centre, University Hospitals NHS Foundation Trust and University of Birmingham, Birmingham, UK.,IBD Unit, University of Calgary, Calgary, AB, Canada
| | - Marietta Iacucci
- Institute of Translational Medicine, University of Birmingham, UK.,NIHR Birmingham Biomedical Research Centre, University Hospitals NHS Foundation Trust and University of Birmingham, Birmingham, UK.,IBD Unit, University of Calgary, Calgary, AB, Canada
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MESERVE JOSEPH, SINGH SIDDHARTH. Pathologist, Meet Picasso! Virtual Chromoendoscopy for Detecting Histologic Remission in Ulcerative Colitis. Gastroenterology 2021; 160:1469-1472. [PMID: 33508287 PMCID: PMC8035326 DOI: 10.1053/j.gastro.2021.01.213] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Accepted: 01/21/2021] [Indexed: 01/18/2023]
Affiliation(s)
- JOSEPH MESERVE
- Division of Gastroenterology, University of California San Diego,
La Jolla, California
| | - SIDDHARTH SINGH
- Division of Gastroenterology and Division of
Biomedical Informatics, University of California San Diego, La Jolla,
California
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Iacucci M, Smith SCL, Bazarova A, Shivaji UN, Bhandari P, Cannatelli R, Daperno M, Ferraz J, Goetz M, Gui X, Hayee B, De Hertogh G, Lazarev M, Li J, Nardone OM, Parra-Blanco A, Pastorelli L, Panaccione R, Occhipinti V, Rath T, Tontini GE, Vieth M, Villanacci V, Zardo D, Bisschops R, Kiesslich R, Ghosh S. An International Multicenter Real-Life Prospective Study of Electronic Chromoendoscopy Score PICaSSO in Ulcerative Colitis. Gastroenterology 2021; 160:1558-1569.e8. [PMID: 33347880 DOI: 10.1053/j.gastro.2020.12.024] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Revised: 10/28/2020] [Accepted: 12/11/2020] [Indexed: 12/13/2022]
Abstract
BACKGROUND & AIMS Endoscopic and histologic remission are important goals in the treatment of ulcerative colitis (UC). We investigated the correlation of the recently developed Paddington International Virtual ChromoendoScopy ScOre (PICaSSO) and other established endoscopic scores against multiple histological indices and prospectively assessed outcomes. METHODS In this prospective multicenter international study, inflammatory activity was assessed with high-definition and virtual chromoendoscopy in the rectum and sigmoid using the Mayo Endoscopic Score (MES), UC Endoscopic Index of Severity (UCEIS), and PICaSSO. Targeted biopsies were taken for assessment using Robarts Histological Index (RHI), Nancy Histological index (NHI), ECAP (Extent, Chronicity, Activity, Plus score), Geboes, and Villanacci. Follow-up data were obtained at 6 and 12 months after colonoscopy. RESULTS A total of 307 patients were recruited. There was strong correlation between PICaSSO and histology scores, significantly superior to correlation coefficients of MES and UCEIS with histology scores. A PICaSSO score of ≤3 detected histologic remission by RHI (≤3 + absence of neutrophils) with area under the receiver operating characteristic curve (AUROC) 0.90 (95% confidence interval [CI] 0.86-0.94) and NHI (≤1) AUROC 0.82 (95% CI 0.77-0.87). The interobserver agreement for PICaSSO was 0.88 (95% CI 0.83-0.92). At 6- and 12-months follow-up, PICaSSO score ≤3 predicted better outcomes than PICaSSO >3 (hazard ratio [HR] 0.19 [0.11-0.33] and 0.22 [0.13-0.34], respectively),} as well as PICaSSO 4-8 (HR 0.25 [0.12-0.53] and 0.22 (0.12-0.39), respectively) and similar to histologic remission. CONCLUSION In this first real-life multicenter study, the PICaSSO score correlated strongly with multiple histological indices. Furthermore, PICaSSO score predicted specified clinical outcomes at 6 and 12 months, similar to histology. Thus, PICaSSO can be a useful endoscopic tool in the therapeutic management of UC.
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Affiliation(s)
- Marietta Iacucci
- Institute of Immunology and Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, and University Hospitals Birmingham NHS Trust, Birmingham, United Kingdom; National Institute for Health Research (NIHR) Birmingham Biomedical Research Centre, Birmingham, United Kingdom; Division of Gastroenterology and Hepatology, University of Calgary, Calgary, Canada.
| | - Samuel C L Smith
- Institute of Immunology and Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, and University Hospitals Birmingham NHS Trust, Birmingham, United Kingdom
| | - Alina Bazarova
- Institute of Immunology and Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, and University Hospitals Birmingham NHS Trust, Birmingham, United Kingdom; Institute for Biological Physics, University of Cologne, Cologne, Germany
| | - Uday N Shivaji
- Institute of Immunology and Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, and University Hospitals Birmingham NHS Trust, Birmingham, United Kingdom; National Institute for Health Research (NIHR) Birmingham Biomedical Research Centre, Birmingham, United Kingdom
| | - Pradeep Bhandari
- Division of Gastroenterology, Queen Alexandra Hospital, Portsmouth, United Kingdom
| | - Rosanna Cannatelli
- Institute of Immunology and Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, and University Hospitals Birmingham NHS Trust, Birmingham, United Kingdom; Department of Gastroenterology, Spedali Civili, Brescia, Italy
| | - Marco Daperno
- Division of Gastroenterology, University of Torino, Torino, Italy
| | - Jose Ferraz
- Division of Gastroenterology and Hepatology, University of Calgary, Calgary, Canada
| | - Martin Goetz
- Division of Gastroenterology, Klinikum Böblingen, Germany
| | - Xianyong Gui
- Division of Gastroenterology, University of Washington, Seattle, Washington
| | - Bu Hayee
- Division of Gastroenterology, Kings College London, London, United Kingdom
| | - Gert De Hertogh
- Division of Gastroenterology, University Hospitals Leuven, Belgium
| | - Mark Lazarev
- Division of Gastroenterology, Johns Hopkins Hospital, Baltimore, Maryland
| | - Jim Li
- Division of Gastroenterology, Peking Union Medical College Hospital, Beijing, China
| | - Olga M Nardone
- Institute of Immunology and Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, and University Hospitals Birmingham NHS Trust, Birmingham, United Kingdom
| | - Adolfo Parra-Blanco
- Division of Gastroenterology, University of Nottingham, Nottingham, United Kingdom
| | - Luca Pastorelli
- Division of Gastroenterology, IRCCS Policlinico San Donato, Milan, Italy
| | - Remo Panaccione
- Division of Gastroenterology and Hepatology, University of Calgary, Calgary, Canada
| | | | - Timo Rath
- Division of Gastroenterology, University of Erlangen, Erlangen, Germany
| | - Gian Eugenio Tontini
- Division of Gastroenterology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Department of Pathophysiology and Transplantation, University of Milan, Milan, Italy
| | | | | | - Davide Zardo
- Division of Gastroenterology, University Hospitals Birmingham NHS Foundation Trust, Birmingham, United Kingdom
| | - Raf Bisschops
- Division of Gastroenterology, University Hospitals Leuven, Belgium
| | | | - Subrata Ghosh
- Institute of Immunology and Immunotherapy, NIHR Wellcome Trust Clinical Research Facilities, University of Birmingham, and University Hospitals Birmingham NHS Trust, Birmingham, United Kingdom; National Institute for Health Research (NIHR) Birmingham Biomedical Research Centre, Birmingham, United Kingdom; Division of Gastroenterology and Hepatology, University of Calgary, Calgary, Canada
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Bossuyt P, Nakase H, Vermeire S, de Hertogh G, Eelbode T, Ferrante M, Hasegawa T, Willekens H, Ikemoto Y, Makino T, Bisschops R. Automatic, computer-aided determination of endoscopic and histological inflammation in patients with mild to moderate ulcerative colitis based on red density. Gut 2020; 69:1778-1786. [PMID: 31915237 DOI: 10.1136/gutjnl-2019-320056] [Citation(s) in RCA: 59] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/12/2019] [Revised: 12/05/2019] [Accepted: 12/29/2019] [Indexed: 12/12/2022]
Abstract
BACKGROUND The objective evaluation of endoscopic disease activity is key in ulcerative colitis (UC). A composite of endoscopic and histological factors is the goal in UC treatment. We aimed to develop an operator-independent computer-based tool to determine UC activity based on endoscopic images. METHODS First, we built a computer algorithm using data from 29 consecutive patients with UC and 6 healthy controls (construction cohort). The algorithm (red density: RD) was based on the red channel of the red-green-blue pixel values and pattern recognition from endoscopic images. The algorithm was refined in sequential steps to optimise correlation with endoscopic and histological disease activity. In a second phase, the operating properties were tested in patients with UC flares requiring treatment escalation. To validate the algorithm, we tested the correlation between RD score and clinical, endoscopic and histological features in a validation cohort. RESULTS We constructed the algorithm based on the integration of pixel colour data from the redness colour map along with vascular pattern detection. These data were linked with Robarts histological index (RHI) in a multiple regression analysis. In the construction cohort, RD correlated with RHI (r=0.74, p<0.0001), Mayo endoscopic subscores (r=0.76, p<0.0001) and UC Endoscopic Index of Severity scores (r=0.74, p<0.0001). The RD sensitivity to change had a standardised effect size of 1.16. In the validation set, RD correlated with RHI (r=0.65, p=0.00002). CONCLUSIONS RD provides an objective computer-based score that accurately assesses disease activity in UC. In a validation study, RD correlated with endoscopic and histological disease activity.
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Affiliation(s)
- Peter Bossuyt
- Department of Gastroenterology and Hepatology, University Hospitals Leuven, KU Leuven, Leuven, Belgium .,Department of Gastroenterology, Imelda GI Clinical Research Centre, Imelda General Hospital, Bonheiden, Belgium
| | - Hiroshi Nakase
- Department of Gastroenterology, Sapporo Medical University, Sapporo, Japan
| | - Séverine Vermeire
- Department of Gastroenterology and Hepatology, University Hospitals Leuven, KU Leuven, Leuven, Belgium
| | - Gert de Hertogh
- Department of Pathology, University Hospitals Leuven, KU Leuven, Leuven, Belgium
| | - Tom Eelbode
- Medical Imaging Research Center, University Hospitals Leuven, KU Leuven, Leuven, Belgium
| | - Marc Ferrante
- Department of Gastroenterology and Hepatology, University Hospitals Leuven, KU Leuven, Leuven, Belgium
| | - Tadashi Hasegawa
- Department of Surgical Pathology, Sapporo Medical University, Sapporo, Japan
| | - Hilde Willekens
- Department of Gastroenterology and Hepatology, University Hospitals Leuven, KU Leuven, Leuven, Belgium
| | - Yousuke Ikemoto
- Product Development Department, Pentax Medical, Tokyo, Japan
| | - Takao Makino
- Product Development Department, Pentax Medical, Tokyo, Japan
| | - Raf Bisschops
- Department of Gastroenterology and Hepatology, University Hospitals Leuven, KU Leuven, Leuven, Belgium
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Iacucci M, Cannatelli R, Gui X, Zardo D, Bazarova A, Gkoutos GV, Lethebe BC, Kaplan GG, Panaccione R, Kiesslich R, Ghosh S. Assessment of Endoscopic Healing by Using Advanced Technologies Reflects Histological Healing in Ulcerative Colitis. J Crohns Colitis 2020; 14:1282-1289. [PMID: 32201877 DOI: 10.1093/ecco-jcc/jjaa056] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
BACKGROUND Several studies have reported that ulcerative colitis [UC] patients with endoscopic mucosal healing may still have histological inflammation. We investigated the relationship between mucosal healing defined by modified PICaSSO [Paddington International Virtual ChromoendoScopy ScOre], Mayo Endoscopic Score [MES] and probe-based confocal laser endomicroscopy [pCLE] with histological indices in UC. METHODS A prospective study enrolling 82 UC patients [male 66%] was conducted. High-definition colonoscopy was performed to evaluate the activity of the disease with MES assessed with High-Definition MES [HD-MES] and modified PICaSSO and targeted biopsies were taken; pCLE was then performed. Receiver operating characteristic [ROC] curves were plotted to determine the best thresholds for modified PICaSSO and pCLE scores that predicted histological healing according to the Robarts Histopathology Index [RHI] and ECAP 'Extension, Chronicity, Activity, Plus' histology score. RESULTS A modified PICaSSO of ≤ 4 predicted histological healing at RHI ≤ 3, with sensitivity, specificity, accuracy and area under the ROC curve [AUROC] of 89.8%, 95.7%, 91.5% and 95.9% respectively. The sensitivity, specificity, accuracy and AUROC of HD-MES to predict histological healing by RHI were 81.4%, 95.7%, 85.4% and 92.1%, respectively. A pCLE ≤ 10 predicted histological healing with sensitivity of 94.9%, specificity of 91.3%, accuracy of 93.9% and AUROC of 96.5%. An ECAP of ≤ 10 was predicted by modified PICaSSO ≤ 4 with accuracy of 91.5% and AUROC of 95.9%. CONCLUSION Histological healing by RHI and ECAP is accurately predicted by HD-MES and modified virtual electronic chromoendoscopy PICaSSO, endoscopic score; and the use of pCLE did not improve the accuracy any further.
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Affiliation(s)
- Marietta Iacucci
- Institute of Translational Medicine, Institute of Immunology and Immunotherapy and NIHR Birmingham Biomedical Research Centre, University Hospitals NHS Foundation Trust and University of Birmingham, Birmingham, UK.,Division of Gastroenterology and Hepatology, University of Calgary, Canada
| | - Rosanna Cannatelli
- Institute of Translational Medicine, Institute of Immunology and Immunotherapy and NIHR Birmingham Biomedical Research Centre, University Hospitals NHS Foundation Trust and University of Birmingham, Birmingham, UK
| | - Xianyong Gui
- Department of Pathology, University of Washington, USA
| | - Davide Zardo
- Department of Histopathology, University Hospitals Birmingham NHS Foundation Trust, Birmingham, West Midlands, UK
| | - Alina Bazarova
- Institute of Translational Medicine, Institute of Immunology and Immunotherapy and NIHR Birmingham Biomedical Research Centre, University Hospitals NHS Foundation Trust and University of Birmingham, Birmingham, UK
| | - Georgios V Gkoutos
- Institute of Translational Medicine, Institute of Immunology and Immunotherapy and NIHR Birmingham Biomedical Research Centre, University Hospitals NHS Foundation Trust and University of Birmingham, Birmingham, UK
| | - Brendan Cord Lethebe
- Department of Community Health Sciences, Clinical Research Unit, University of Calgary, Canada
| | - Gilaad G Kaplan
- Division of Gastroenterology and Hepatology, University of Calgary, Canada
| | - Remo Panaccione
- Division of Gastroenterology and Hepatology, University of Calgary, Canada
| | - Ralf Kiesslich
- Department of Medicine, HSK Hospital, Wiesbaden, Germany
| | - Subrata Ghosh
- Institute of Translational Medicine, Institute of Immunology and Immunotherapy and NIHR Birmingham Biomedical Research Centre, University Hospitals NHS Foundation Trust and University of Birmingham, Birmingham, UK.,Division of Gastroenterology and Hepatology, University of Calgary, Canada
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40
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Iacucci M, Cannatelli R, Tontini GE, Panaccione R, Danese S, Fiorino G, Matsumoto T, Kochhar GS, Shen B, Kiesslich R, Ghosh S. Improving the quality of surveillance colonoscopy in inflammatory bowel disease. Lancet Gastroenterol Hepatol 2020; 4:971-983. [PMID: 31696831 DOI: 10.1016/s2468-1253(19)30194-3] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/28/2018] [Revised: 05/27/2019] [Accepted: 06/04/2019] [Indexed: 12/13/2022]
Abstract
Several recommendations have addressed the topic of improving the quality of surveillance colonoscopy in inflammatory bowel disease. However, there is variation between these recommendations, in part due to the absence of well-defined quality indicators, suggesting that these quality indicators should be studied and developed. We did a systematic review of evidence related to surveillance colonoscopy in inflammatory bowel disease to look at the different variables in this practice and offer a critique of the quality control measures before, during, and after the procedure. We identified several key quality measures that could be adopted in clinical practice, including control of inflammation, optimal bowel preparation, ideal time allocation, training, sedation, detection and characterisation of lesions, therapeutic management of the lesions, and colonoscopic reports. However, further primary research and consensus reports are needed to continue developing roadmaps at a global level.
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Affiliation(s)
- Marietta Iacucci
- Institute of Translational of Medicine, NIHR Biomedical Research Centre, University of Birmingham and University Hospitals, Birmingham NHS Foundation Trust, Birmingham, UK; Institute of Immunology and Immunotherapy, NIHR Biomedical Research Centre, University of Birmingham and University Hospitals, Birmingham NHS Foundation Trust, Birmingham, UK.
| | - Rosanna Cannatelli
- Institute of Translational of Medicine, NIHR Biomedical Research Centre, University of Birmingham and University Hospitals, Birmingham NHS Foundation Trust, Birmingham, UK; Institute of Immunology and Immunotherapy, NIHR Biomedical Research Centre, University of Birmingham and University Hospitals, Birmingham NHS Foundation Trust, Birmingham, UK; Department of Gastroenterology, Spedali Civili di Brescia, University of Milan, Milan, Italy
| | - Gian Eugenio Tontini
- Department of Pathophysiology and Transplantation, University of Milan, Milan, Italy; Gastroenterology and Endoscopy Unit, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Remo Panaccione
- Department of Gastroenterology and Hepatology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Silvio Danese
- Inflammatory Bowel Diseases Center, Department of Gastroenterology, Humanitas Research Hospital, Rozzano, Milan, Italy
| | - Gionata Fiorino
- Inflammatory Bowel Diseases Center, Department of Gastroenterology, Humanitas Research Hospital, Rozzano, Milan, Italy; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy
| | - Takayuki Matsumoto
- Department of Gastroenterology, Iwate Medical University, Morioka, Japan
| | - Gursimran S Kochhar
- Department of Gastroenterology, Allegheny General Hospital, Pittsburgh, PA, USA
| | - Bo Shen
- Department of Gastroenterology, Hepatology & Nutrition, Cleveland Clinic, Cleveland, OH, USA
| | - Ralf Kiesslich
- Department of Medicine, Helios HSK Wiesbaden, Wiesbaden, Germany
| | - Subrata Ghosh
- Institute of Translational of Medicine, NIHR Biomedical Research Centre, University of Birmingham and University Hospitals, Birmingham NHS Foundation Trust, Birmingham, UK; Institute of Immunology and Immunotherapy, NIHR Biomedical Research Centre, University of Birmingham and University Hospitals, Birmingham NHS Foundation Trust, Birmingham, UK
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Bossuyt P, Vermeire S, Bisschops R. Scoring endoscopic disease activity in IBD: artificial intelligence sees more and better than we do. Gut 2020; 69:788-789. [PMID: 30954951 DOI: 10.1136/gutjnl-2019-318235] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/07/2019] [Revised: 03/22/2019] [Accepted: 03/26/2019] [Indexed: 12/11/2022]
Affiliation(s)
- Peter Bossuyt
- Department of Gastroenterolgy and Hepatology, Universitaire Ziekenhuizen Leuven, Leuven, Belgium.,Departement of Gastroenterology, Imelda Hospital, Bonheiden, Belgium
| | - Séverine Vermeire
- Department of Gastroenterolgy and Hepatology, Universitaire Ziekenhuizen Leuven, Leuven, Belgium
| | - Raf Bisschops
- Department of Gastroenterolgy and Hepatology, Universitaire Ziekenhuizen Leuven, Leuven, Belgium
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Pellino G, Keller DS, Sampietro GM, Annese V, Carvello M, Celentano V, Coco C, Colombo F, Cracco N, Di Candido F, Franceschi M, Laureti S, Mattioli G, Pio L, Sciaudone G, Sica G, Villanacci V, Zinicola R, Leone S, Danese S, Spinelli A, Delaini G, Selvaggi F. Inflammatory bowel disease (IBD) position statement of the Italian Society of Colorectal Surgery (SICCR): general principles of IBD management. Tech Coloproctol 2020; 24:105-126. [PMID: 31983044 DOI: 10.1007/s10151-019-02145-0] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/18/2019] [Accepted: 12/23/2019] [Indexed: 02/08/2023]
Abstract
The Italian Society of Colorectal Surgery (SICCR) promoted the project reported here, which consists of a Position Statement of Italian colorectal surgeons to address the surgical aspects of inflammatory bowel disease management. Members of the society were invited to express their opinions on several items proposed by the writing committee, based on evidence available in the literature. The results are presented, focusing on relevant points. The present paper is not an alternative to available guidelines; rather, it offers a snapshot of the attitudes of SICCR surgeons about the general principles of surgical treatment of inflammatory bowel disease. The committee was able to identify some points of major disagreement and suggested strategies to improve quality of available data and acceptance of guidelines.
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Affiliation(s)
- G Pellino
- Colorectal Surgery, Department of Advanced Medical and Surgical Sciences, Università Degli Studi Della Campania "Luigi Vanvitelli", Policlinico CS, Piazza Miraglia 2, 80138, Naples, Italy.
| | - D S Keller
- Division of Colon and Rectal Surgery, Department of Surgery, NewYork-Presbyterian, Columbia University Medical Center, New York, USA
| | | | - V Annese
- Gastroenterology Unit, DEA-Medicina E Chirurgia Generale E D'Urgenza, University Hospital Careggi, Firenze, Italy
| | - M Carvello
- Colon and Rectal Surgery Division, Humanitas Clinical and Research Center, Rozzano, Milan, Italy
| | - V Celentano
- Portsmouth Hospitals NHS Trust, Portsmouth, UK
- University of Portsmouth, Portsmouth, UK
| | - C Coco
- UOC Chirurgia Generale 2, Università Cattolica del Sacro Cuore, Fondazione Policlinico Universitario A. Gemelli-IRCCS, Rome, Italy
| | - F Colombo
- L. Sacco University Hospital Milano, Milan, Italy
| | - N Cracco
- Department of General Surgery, IRCCS Sacro Cuore Don Calabria Hospital, Negrar, Verona, Italy
| | - F Di Candido
- Colon and Rectal Surgery Division, Humanitas Clinical and Research Center, Rozzano, Milan, Italy
| | - M Franceschi
- IBD Surgery, Azienda Ospedaliero Universitaria Pisana, Pisa, Italy
| | - S Laureti
- Surgery of the Alimentary Tract, Sant'Orsola Hospital, Department of Medical and Surgical Sciences, Alma Mater Studiorum University of Bologna, Bologna, Italy
| | - G Mattioli
- Pediatric Surgery Unit, Istituto Giannina Gaslini, and Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), University of Genoa, Genoa, Italy
| | - L Pio
- Pediatric Surgery Department, Hôpital Robert-Debré and Université de Paris, Paris, France
| | - G Sciaudone
- Colorectal Surgery, Department of Advanced Medical and Surgical Sciences, Università Degli Studi Della Campania "Luigi Vanvitelli", Policlinico CS, Piazza Miraglia 2, 80138, Naples, Italy
| | - G Sica
- Minimally Invasive and Gastro-Intestinal Unit, Department of Surgery, Policlinico Tor Vergata, Rome, Italy
| | - V Villanacci
- Institute of Pathology, Spedali Civili Brescia, Brescia, Italy
| | - R Zinicola
- Department of Emergency Surgery, University Hospital Parma, Parma, Italy
| | - S Leone
- CEO, Associazione Nazionale Per Le Malattie Infiammatorie Croniche Dell'Intestino "A.M.I.C.I. Onlus", Milan, Italy
| | - S Danese
- Division of Gastroenterology, IBD Center, Humanitas University, Rozzano, Milan, Italy
| | - A Spinelli
- Colon and Rectal Surgery Division, Humanitas Clinical and Research Center, Rozzano, Milan, Italy
| | - G Delaini
- Department of Surgery, "Pederzoli" Hospital, Peschiera del Garda, Verona, Italy
| | - F Selvaggi
- Colorectal Surgery, Department of Advanced Medical and Surgical Sciences, Università Degli Studi Della Campania "Luigi Vanvitelli", Policlinico CS, Piazza Miraglia 2, 80138, Naples, Italy
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Honzawa Y, Matsuura M, Higuchi H, Sakurai T, Seno H, Nakase H. A novel endoscopic imaging system for quantitative evaluation of colonic mucosal inflammation in patients with quiescent ulcerative colitis. Endosc Int Open 2020; 8:E41-E49. [PMID: 31921983 PMCID: PMC6949165 DOI: 10.1055/a-0990-9375] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2019] [Accepted: 07/05/2019] [Indexed: 12/14/2022] Open
Abstract
Background and study aims Mucosal healing (MH) is associated with clinical outcome in ulcerative colitis (UC) patients. In most clinical trials, a Mayo endoscopic subscore (MES) of 0 or 1 is defined as MH. However, several recent studies have reported that clinical outcome is different between UC patients with MES 0 and those with MES 1. In addition, the MES is subjective and may differ among endoscopists. Therefore, a repeatable and objective scoring system is required to distinguish MES 0 from MES 1, even in clinically quiescent UC. Here, we assessed the usefulness of new image-enhancing endoscopic technology, the i-scan TE-c, to quantitatively evaluate colonic inflammation in patients with quiescent UC. Methods We retrospectively reviewed the data from 52 UC patients in clinical remission who had undergone routine colonoscopy with standard white light. The white-light images were reassessed using the new system, and the degree of colonic mucosal inflammation was quantified according to the MAGIC (Mucosal Analysis of Inflammatory Gravity by i-scan TE-c Image) score. We used the i-scan TE-c system to investigate the association among the MAGIC score, MES, and histologic activity (Geboes score). Results The MAGIC score was significantly higher in the MES 1 group than in the MES 0 group ( P = 0.0034). The MAGIC score significantly correlated with the Geboes score ( P = 0.015). Conclusions Our novel image-enhancing endoscopic system was useful for objective and quantitative evaluation of MH in patients with quiescent UC. Further clinical studies using this imaging system are required to confirm its clinical benefit for the management of UC patients.
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Affiliation(s)
- Yusuke Honzawa
- Department of Gastroenterology and Hepatology, Kyoto University Hospital, Kyoto, Japan
| | - Minoru Matsuura
- Department of Gastroenterology and Hepatology, Kyoto University Hospital, Kyoto, Japan,Corresponding author Minoru Matsuura, MD PhD Department of Gastroenterology and HepatologyGraduate School of MedicineKyoto University54 Shogoin Kawahara-choSakyo-kuKyoto 606-8507Japan+81-75-7514303
| | - Hirokazu Higuchi
- Department of Medical Supply, Kyoto University Hospital, Kyoto, Japan
| | - Takaki Sakurai
- Laboratory of Anatomic Pathology, Kyoto University Hospital, Kyoto, Japan
| | - Hiroshi Seno
- Department of Gastroenterology and Hepatology, Kyoto University Hospital, Kyoto, Japan
| | - Hiroshi Nakase
- Department of Gastroenterology and Hepatology, Sapporo Medical University School of Medicine, Sapporo, Japan
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45
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Unmet Medical Needs in the Management of Ulcerative Colitis: Results of an Italian Delphi Consensus. Gastroenterol Res Pract 2019; 2019:3108025. [PMID: 31565051 PMCID: PMC6745180 DOI: 10.1155/2019/3108025] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/20/2019] [Accepted: 08/01/2019] [Indexed: 02/06/2023] Open
Abstract
Background The lifelong and remitting nature of ulcerative colitis results in considerable disability and a substantial negative impact on quality of life. The major goal of the therapy of ulcerative colitis is considered to be the modification of the course of the disease, so that the patient's quality of life can be improved while minimising disease-related disability. Although considerable progress in understanding the molecular pathways involved in ulcerative colitis has led to improved treatment options, there is currently no definitive cure for ulcerative colitis, there remain considerable unmet needs in terms of long-term efficacy and safety, and there are many patients who continue to be burdened by physical and psychological symptoms. Defining unmet needs can help to increase the awareness of the shortcomings of current therapeutic management and highlight the need to achieve not only a control of clinical symptoms but also control of mucosal healing, in order to attain the best possible long-term outcomes. Methods With the aim of providing a better understanding of the unmet needs of patients towards improving overall care, a Delphi process was used to obtain consensus among a group of Italian ulcerative colitis experts. The consensus group met with a major focus of delineating the unmet needs of current treatment strategies and overall management of ulcerative colitis, while also focusing on quality of life and patient care. Results Three main areas were identified: (i) treatment, (ii) monitoring and risk management, and (iii) patient-related issues. A high level of consensus was reached on all but one of the statements identified. Conclusions The findings arising from the Delphi process provide valuable insights into the unmet needs in the management of moderate-to-severe ulcerative colitis from the clinician's perspective, while emphasising the benefits of therapeutic individualization and suggesting areas that need additional study with the aim of optimising the treatment of patients with ulcerative colitis.
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46
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Iacucci M, Furfaro F, Matsumoto T, Uraoka T, Smith S, Ghosh S, Kiesslich R. Advanced endoscopic techniques in the assessment of inflammatory bowel disease: new technology, new era. Gut 2019; 68:562-572. [PMID: 30580249 DOI: 10.1136/gutjnl-2017-315235] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/08/2018] [Revised: 09/05/2018] [Accepted: 09/21/2018] [Indexed: 12/18/2022]
Abstract
Endoscopic assessment of inflammation and mucosal healing is crucial for appropriate management in IBD. Current definition of endoscopic mucosal healing has been derived using previous generation of standard white light endoscopes. New endoscopy technologies widely available provide much more detailed images of mucosal and vascular patterns. Novel endoscopic techniques with high definition image, optical and digital enhancement have enhanced the quality and fine details of vascular and mucosal pattern so that endoscopic images have started to reflect histological changes for lesions and inflammation/healing. These technologies can now define subtle inflammatory changes and increase detection and characterisation of colonic lesions in patients with IBD. The best endoscopic technique to detect dysplasia in IBD is still debated. Dye chromoendoscopy with targeted biopsies is considered by Surveillance for Colorectal Endoscopic Neoplasia Detection and Management in inflammatory Bowel Disease Patients: International Consensus Recommendations (SCENIC consensus the standard of care and recommended for adoption by gastroenterologists in practice. In future, it is possible that well-trained colonoscopists using high definition equipment with image enhancements may be able to obtain equivalent yield without pan-colonic dye spraying and characterise lesions. Finally, SCENIC introduced endoscopic resectability of some dysplastic colonic lesions-new techniques may now better characterise endoscopic resectability and limit the number of colectomies. In this review, we will provide a state-of-the-art opinion on the direction of technological advances in the assessment of IBD and how new concepts will refine clinical practice.
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Affiliation(s)
- Marietta Iacucci
- National Institute for Health Research (NIHR), Birmingham Biomedical Research Centre, Birmingham, UK.,Institute of Translational Medicine and Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK.,Department of Gastroenterology, University Hospitals Birmingham NHS Foundation Trust, Queen Elizabeth Hospital, Birmingham, UK.,Department of Gastroenterology and Hepatology, University of Calgary, Calgary, Alberta, Canada
| | | | - Takayuki Matsumoto
- Department of Gastroenterology, Iwate Medical University, Morioka, Japan
| | - Toshio Uraoka
- Department of Gastroenterology and Hepatology, Gumna University Graduate School of Medicine, Maebashi, Japan
| | - Samuel Smith
- National Institute for Health Research (NIHR), Birmingham Biomedical Research Centre, Birmingham, UK.,Institute of Translational Medicine and Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
| | - Subrata Ghosh
- National Institute for Health Research (NIHR), Birmingham Biomedical Research Centre, Birmingham, UK.,Institute of Translational Medicine and Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK.,Department of Gastroenterology, University Hospitals Birmingham NHS Foundation Trust, Queen Elizabeth Hospital, Birmingham, UK
| | - Ralf Kiesslich
- Department of Medicine, HSK Hospital, Wiesbaden, Germany
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Fully automated diagnostic system with artificial intelligence using endocytoscopy to identify the presence of histologic inflammation associated with ulcerative colitis (with video). Gastrointest Endosc 2019; 89:408-415. [PMID: 30268542 DOI: 10.1016/j.gie.2018.09.024] [Citation(s) in RCA: 130] [Impact Index Per Article: 26.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/13/2018] [Accepted: 09/20/2018] [Indexed: 02/07/2023]
Abstract
BACKGROUND AND AIMS In the treatment of ulcerative colitis (UC), an incremental benefit of achieving histologic healing beyond that of endoscopic mucosal healing has been suggested; persistent histologic inflammation increases the risk of exacerbation and dysplasia. However, identification of persistent histologic inflammation is extremely difficult using conventional endoscopy. Furthermore, the reproducibility of endoscopic disease activity is poor. We developed and evaluated a computer-aided diagnosis (CAD) system to predict persistent histologic inflammation using endocytoscopy (EC; 520-fold ultra-magnifying endoscope). METHODS We evaluated the accuracy of the CAD system using test image sets. First, we retrospectively reviewed the data of 187 patients with UC from whom biopsy samples were obtained after endocytoscopic observation. EC images and biopsy samples of each patient were collected from 6 colorectal segments: cecum, ascending colon, transverse colon, descending colon, sigmoid colon, and rectum. All EC images were tagged with reference to the biopsy sample's histologic activity. For validation samples, 525 validation sets of 525 independent segments were collected from 100 patients, and 12,900 EC images from the remaining 87 patients were used for machine learning to construct CAD. The primary outcome measure was the diagnostic ability of CAD to predict persistent histologic inflammation. Its reproducibility for all test images was also assessed. RESULTS CAD provided diagnostic sensitivity, specificity, and accuracy as follows: 74% (95% confidence interval, 65%-81%), 97% (95% confidence interval, 95%-99%), and 91% (95% confidence interval, 83%-95%), respectively. Its reproducibility was perfect (κ = 1). CONCLUSIONS Our CAD system potentially allows fully automated identification of persistent histologic inflammation associated with UC.
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Nardone OM, Cannatelli R, Zardo D, Ghosh S, Iacucci M. Can advanced endoscopic techniques for assessment of mucosal inflammation and healing approximate histology in inflammatory bowel disease? Therap Adv Gastroenterol 2019; 12:1756284819863015. [PMID: 31360224 PMCID: PMC6640057 DOI: 10.1177/1756284819863015] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/08/2019] [Accepted: 06/14/2019] [Indexed: 02/04/2023] Open
Abstract
The targets of therapy in inflammatory bowel disease have transformed in the last few years. The standard definition of mucosal healing assessed using white light standard definition endoscopy is being challenged because even when endoscopy suggests mucosal healing, the presence of histological activity can often still be observed. Of note, microscopic signs of inflammation correlate with clinical outcomes such as risk of relapse, hospitalization and colorectal cancer. Therefore, histological healing has increasingly become an important target to achieve. Advanced endoscopic technologies have been developed and many are starting to be adopted in daily clinical practice. They can provide a more detailed view of the mucosal and vascular architecture almost at the histology level, including crypt, vessel architecture and cellular infiltration. So, these can provide a more accurate definition of mucosal and histological healing. In this review we focus on new advanced endoscopic techniques, and how these have the potential to reduce the gap between histological and mucosal healing.
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Affiliation(s)
- Olga Maria Nardone
- Institute of Translational Medicine and Institute of Immunology and Immunotherapy, University of Birmingham, Heritage Building, Mindelsohn Way, Birmingham, B15 2TH, UK
| | - Rosanna Cannatelli
- Institute of Translational Medicine and Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
| | - Davide Zardo
- University Hospitals Birmingham NHS Foundation Trust, Queen Elizabeth Hospital Birmingham, Birmingham, UK
| | - Subrata Ghosh
- Institute of Translational Medicine and Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
- University Hospitals Birmingham NHS Foundation Trust, Queen Elizabeth Hospital Birmingham, Birmingham, UK
- NIHR Biomedical Research Centre, University of Birmingham and University Hospitals NHS Foundation Trust Birmingham, UK
| | - Marietta Iacucci
- Institute of Translational Medicine and Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, UK
- University Hospitals Birmingham NHS Foundation Trust, Queen Elizabeth Hospital Birmingham, Birmingham, UK
- NIHR Biomedical Research Centre, University of Birmingham and University Hospitals NHS Foundation Trust Birmingham, UK
- University of Calgary, Calgary, Canada
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49
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Gui X, Li J, Ueno A, Iacucci M, Qian J, Ghosh S. Histopathological Features of Inflammatory Bowel Disease are Associated With Different CD4+ T Cell Subsets in Colonic Mucosal Lamina Propria. J Crohns Colitis 2018; 12:1448-1458. [PMID: 30137280 DOI: 10.1093/ecco-jcc/jjy116] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
BACKGROUND Inflammatory bowel disease [IBD] results particularly from an aberrance of CD4+ helper and regulatory T cells and comprises histopathologically chronic active enterocolitis with features reflecting both activity and chronicity of mucosal inflammation. The exact immunological-histological correlation in IBD is not understood. METHODS We studied the correlation between colonic mucosal CD4+ T cell subsets [Th1, Th2, Th17, Th22 and Treg] and mucosal histological changes in ulcerative colitis [UC] and Crohn's disease [CD]. CD4+ T cell subtyping and enumeration were achieved by flow cytometry. Histological features were categorized and assessed semi-quantitatively using three validated histological scoring schemes [ECAP, RHI and D'Haens]. Correlations between prevalence [%] of CD4+ T cell subsets and histological scores were analysed. RESULTS Treg cells were correlated with ECAP category A [activity] as well as RHI scores. Treg cell were increased particularly in mucosa with severe neutrophilic infiltration in the cryptal/surface epithelium and in lamina propria, and with basal plasmacytosis. Th17 cells were also increased in cases with extensive neutrophil infiltrate in lamina propria, whereas RORc+ cells were increased in cases with severe lymphoplasmacytic infiltration in lamina propria. In both UC and CD, mucosa with marked crypt architectural alteration had increased IL-22+ and Th22 cells. UC with Paneth cell metaplasia had higher Th17 cells. CD with granuloma had increased IL-22+ and IL-22+IFN-γ+ cells. CONCLUSIONS The Treg subset appears to be associated with the overall severity of IBD histopathology, particularly with active inflammation. Th17 is also associated with activity. By contrast, IL-22+ cells are associated with chronicity and granuloma formation in CD.
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Affiliation(s)
- Xianyong Gui
- Department of Pathology and Laboratory Medicine, University of Calgary, and Calgary Laboratory Services, Calgary, Alberta, Canada
| | - Ji Li
- Division of Gastroenterology, University of Calgary, Calgary, Alberta, Canada.,Department of Gastroenterology, Peking Union Medical College Hospital, Beijing, China
| | - Aito Ueno
- Division of Gastroenterology, University of Calgary, Calgary, Alberta, Canada
| | - Marietta Iacucci
- Division of Gastroenterology, University of Calgary, Calgary, Alberta, Canada.,Institute of Translational Medicine, University of Birmingham, Birmingham, UK
| | - Jiaming Qian
- Department of Gastroenterology, Peking Union Medical College Hospital, Beijing, China
| | - Subrata Ghosh
- Division of Gastroenterology, University of Calgary, Calgary, Alberta, Canada.,Institute of Translational Medicine, University of Birmingham, Birmingham, UK
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50
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Trivedi PJ, Kiesslich R, Hodson J, Bhala N, Boulton RA, Cooney R, Gui X, Iqbal T, Li KK, Mumtaz S, Pathmakanthan S, Quraishi MN, Sagar VM, Shah A, Sharma N, Siau K, Smith S, Ward S, Widlak MM, Bisschops R, Ghosh S, Iacucci M. The Paddington International Virtual Chromoendoscopy Score in ulcerative colitis exhibits very good inter-rater agreement after computerized module training: a multicenter study across academic and community practice (with video). Gastrointest Endosc 2018; 88:95-106.e2. [PMID: 29548940 DOI: 10.1016/j.gie.2018.02.044] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/21/2017] [Accepted: 02/28/2018] [Indexed: 02/08/2023]
Abstract
BACKGROUND AND AIMS Electronic virtual chromoendoscopy (EVC) can demonstrate ongoing disease activity in ulcerative colitis (UC), even when Mayo subscores suggest healing. However, applicability of EVC technology outside the expert setting has yet to be determined. METHODS Fifteen participants across 5 centers reviewed a computerized training module outlining high-definition and EVC (iScan) colonoscopy modes. Interobserver agreement was then tested (Mayo score, Ulcerative Colitis Endoscopic Index of Severity [UCEIS], and the Paddington International Virtual Chromoendoscopy Score [PICaSSO] for UC), using a colonoscopy video library (30 cases reviewed pretraining and 30 post-training). Knowledge sustainability was retested in a second round (42 cases; 9/15 participants), 6 months after training provision. RESULTS Pretraining intraclass correlation coefficients (ICC) were good for the Mayo endoscopic subscore (ICC, .775), UCEIS scoring erosions/ulcers (ICC, .770), and UCEIS overall (ICC, .786) and for mucosal (ICC, .754) and vascular components of PICaSSO (ICC, .622). For the vascular components of UCEIS, agreement was only moderate (ICC, .429) and did not enhance post-training (ICC, .417); conversely, use of PICaSSO improved post-training (mucosal ICC, .848; vascular, .746). Histologic correlation using the New York Mt. Sinai System was strong for both PICaSSO components (Spearman's ρ for mucosal: .925; vascular, .873; P < .001 for both). Moreover, accuracy in specifically discriminating quiescent from mild histologic strata was strongest for PICaSSO (area under the receiver operating characteristic curve [AUROC] for mucosal, .781; vascular, .715) compared with Mayo (AUROC, .708) and UCEIS (AUROC for UCEIS overall, .705; vascular, .562; bleeding, .645; erosions/ulcers, .696). Inter-rater reliability for PICaSSO was sustained by round 2 participants (round 1 and 2 ICC for mucosal, .873 and .869, respectively; vascular, .715 and .783, respectively), together with histologic correlation (ρ mucosal, .934; vascular, .938; P < .001 for both). CONCLUSIONS PICaSSO demonstrates good interobserver agreement across all levels of experience, providing excellent correlation with histology. Given the ability to discriminate subtle endoscopic features, PICaSSO may be applied to refine stratified treatment paradigms for UC patients.
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Affiliation(s)
- Palak J Trivedi
- National Institute of Health Research (NIHR) Birmingham, Biomedical Research Centre (BRC), University of Birmingham, Birmingham, United Kingdom; Liver Unit, University Hospitals Birmingham Queen Elizabeth, Birmingham, United Kingdom; Department of Gastroenterology, University Hospitals Birmingham Queen Elizabeth, Birmingham, United Kingdom; Institute of Translational Medicine, Institute of Immunology and Immunotherapy Birmingham, United kingdom
| | - Ralf Kiesslich
- Department of Medicine, Division of Gastroenterology, HSK Hospital, Wiesbaden, Germany
| | - James Hodson
- Institute of Translational Medicine, Institute of Immunology and Immunotherapy Birmingham, United kingdom
| | - Neeraj Bhala
- Department of Gastroenterology, University Hospitals Birmingham Queen Elizabeth, Birmingham, United Kingdom
| | - Ralph A Boulton
- Department of Gastroenterology, University Hospitals Birmingham Queen Elizabeth, Birmingham, United Kingdom
| | - Rachel Cooney
- Department of Gastroenterology, University Hospitals Birmingham Queen Elizabeth, Birmingham, United Kingdom
| | - Xianyong Gui
- Department of Pathology and Laboratory Medicine, University of Calgary and Calgary Laboratory Services, Calgary, Alberta, Canada
| | - Tariq Iqbal
- Department of Gastroenterology, University Hospitals Birmingham Queen Elizabeth, Birmingham, United Kingdom
| | - Ka-Kit Li
- Department of Gastroenterology and Hepatology, Leicester Royal Infirmary, Leicester, United Kingdom
| | - Saqib Mumtaz
- Department of Gastroenterology, Royal Wolverhampton Hospitals NHS Trust, Wolverhampton, United Kingdom
| | - Shri Pathmakanthan
- Department of Gastroenterology, University Hospitals Birmingham Queen Elizabeth, Birmingham, United Kingdom
| | - Mohammed Nabil Quraishi
- Department of Gastroenterology, University Hospitals Birmingham Queen Elizabeth, Birmingham, United Kingdom
| | - Vandana M Sagar
- National Institute of Health Research (NIHR) Birmingham, Biomedical Research Centre (BRC), University of Birmingham, Birmingham, United Kingdom; Liver Unit, University Hospitals Birmingham Queen Elizabeth, Birmingham, United Kingdom
| | - Ashit Shah
- Department of Gastroenterology, Royal Wolverhampton Hospitals NHS Trust, Wolverhampton, United Kingdom
| | - Naveen Sharma
- Department of Gastroenterology, University Hospitals Birmingham Heart of England Foundation Trust, Birmingham, United Kingdom
| | - Keith Siau
- Department of Gastroenterology, Royal Wolverhampton Hospitals NHS Trust, Wolverhampton, United Kingdom
| | - Samuel Smith
- Department of Gastroenterology, University Hospitals Birmingham Queen Elizabeth, Birmingham, United Kingdom
| | - Stephen Ward
- Department of Colorectal Surgery, University Hospitals Coventry and Warwickshire, Coventry, United Kingdom
| | - Monika M Widlak
- Department of Gastroenterology, University Hospitals Coventry and Warwickshire, Coventry, United Kingdom; Warwick Medical School, University of Warwick, Warwick, United Kingdom
| | - Raf Bisschops
- Department of Gastroenterology and Hepatology, University Hospitals Leuven, KU Leuven, Leuven, Belgium
| | - Subrata Ghosh
- National Institute of Health Research (NIHR) Birmingham, Biomedical Research Centre (BRC), University of Birmingham, Birmingham, United Kingdom; Department of Gastroenterology, University Hospitals Birmingham Queen Elizabeth, Birmingham, United Kingdom; Institute of Translational Medicine, Institute of Immunology and Immunotherapy Birmingham, United kingdom; Division of Gastroenterology, University of Calgary, Calgary, Alberta, Canada
| | - Marietta Iacucci
- National Institute of Health Research (NIHR) Birmingham, Biomedical Research Centre (BRC), University of Birmingham, Birmingham, United Kingdom; Department of Gastroenterology, University Hospitals Birmingham Queen Elizabeth, Birmingham, United Kingdom; Institute of Translational Medicine, Institute of Immunology and Immunotherapy Birmingham, United kingdom; Division of Gastroenterology, University of Calgary, Calgary, Alberta, Canada
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