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Cannarozzi AL, Massimino L, Latiano A, Parigi TL, Giuliani F, Bossa F, Di Brina AL, Ungaro F, Biscaglia G, Danese S, Perri F, Palmieri O. Artificial intelligence: A new tool in the pathologist's armamentarium for the diagnosis of IBD. Comput Struct Biotechnol J 2024; 23:3407-3417. [PMID: 39345902 PMCID: PMC11437746 DOI: 10.1016/j.csbj.2024.09.003] [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: 07/20/2024] [Revised: 09/06/2024] [Accepted: 09/06/2024] [Indexed: 10/01/2024] Open
Abstract
Inflammatory bowel diseases (IBD) are classified into two entities, namely Crohn's disease (CD) and ulcerative colitis (UC), which differ in disease trajectories, genetics, epidemiological, clinical, endoscopic, and histopathological aspects. As no single golden standard modality for diagnosing IBD exists, the differential diagnosis among UC, CD, and non-IBD involves a multidisciplinary approach, considering professional groups that include gastroenterologists, endoscopists, radiologists, and pathologists. In this context, histological examination of endoscopic or surgical specimens plays a fundamental role. Nevertheless, in differentiating IBD from non-IBD colitis, the histopathological evaluation of the morphological lesions is limited by sampling and subjective human judgment, leading to potential diagnostic discrepancies. To overcome these limitations, artificial intelligence (AI) techniques are emerging to enable automated analysis of medical images with advantages in accuracy, precision, and speed of investigation, increasing interest in the histological analysis of gastrointestinal inflammation. This review aims to provide an overview of the most recent knowledge and advances in AI methods, summarizing its applications in the histopathological analysis of endoscopic biopsies from IBD patients, and discussing its strengths and limitations in daily clinical practice.
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Affiliation(s)
- Anna Lucia Cannarozzi
- Division of Gastroenterology, Fondazione IRCCS - Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Luca Massimino
- Gastroenterology and Digestive Endoscopy Department, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Anna Latiano
- Division of Gastroenterology, Fondazione IRCCS - Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Tommaso Lorenzo Parigi
- Gastroenterology and Digestive Endoscopy Department, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Francesco Giuliani
- Innovation & Research Unit, Fondazione IRCCS "Casa Sollievo della Sofferenza", San Giovanni Rotondo, Italy
| | - Fabrizio Bossa
- Division of Gastroenterology, Fondazione IRCCS - Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Anna Laura Di Brina
- Division of Gastroenterology, Fondazione IRCCS - Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Federica Ungaro
- Gastroenterology and Digestive Endoscopy Department, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Giuseppe Biscaglia
- Division of Gastroenterology, Fondazione IRCCS - Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Silvio Danese
- Faculty of Medicine, Università Vita-Salute San Raffaele, Milan, Italy
| | - Francesco Perri
- Division of Gastroenterology, Fondazione IRCCS - Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Orazio Palmieri
- Division of Gastroenterology, Fondazione IRCCS - Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
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2
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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; 9:758-772. [PMID: 38759661 DOI: 10.1016/s2468-1253(24)00053-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [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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Chang J, Hatfield B. Advancements in computer vision and pathology: Unraveling the potential of artificial intelligence for precision diagnosis and beyond. Adv Cancer Res 2024; 161:431-478. [PMID: 39032956 DOI: 10.1016/bs.acr.2024.05.006] [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] [Indexed: 07/23/2024]
Abstract
The integration of computer vision into pathology through slide digitalization represents a transformative leap in the field's evolution. Traditional pathology methods, while reliable, are often time-consuming and susceptible to intra- and interobserver variability. In contrast, computer vision, empowered by artificial intelligence (AI) and machine learning (ML), promises revolutionary changes, offering consistent, reproducible, and objective results with ever-increasing speed and scalability. The applications of advanced algorithms and deep learning architectures like CNNs and U-Nets augment pathologists' diagnostic capabilities, opening new frontiers in automated image analysis. As these technologies mature and integrate into digital pathology workflows, they are poised to provide deeper insights into disease processes, quantify and standardize biomarkers, enhance patient outcomes, and automate routine tasks, reducing pathologists' workload. However, this transformative force calls for cross-disciplinary collaboration between pathologists, computer scientists, and industry innovators to drive research and development. While acknowledging its potential, this chapter addresses the limitations of AI in pathology, encompassing technical, practical, and ethical considerations during development and implementation.
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Affiliation(s)
- Justin Chang
- Virginia Commonwealth University Health System, Richmond, VA, United States
| | - Bryce Hatfield
- Virginia Commonwealth University Health System, Richmond, VA, United States.
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4
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Codipilly DC, Faghani S, Hagan C, Lewis J, Erickson BJ, Iyer PG. The Evolving Role of Artificial Intelligence in Gastrointestinal Histopathology: An Update. Clin Gastroenterol Hepatol 2024; 22:1170-1180. [PMID: 38154727 DOI: 10.1016/j.cgh.2023.11.044] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Revised: 11/20/2023] [Accepted: 11/21/2023] [Indexed: 12/30/2023]
Abstract
Significant advances in artificial intelligence (AI) over the past decade potentially may lead to dramatic effects on clinical practice. Digitized histology represents an area ripe for AI implementation. We describe several current needs within the world of gastrointestinal histopathology, and outline, using currently studied models, how AI potentially can address them. We also highlight pitfalls as AI makes inroads into clinical practice.
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Affiliation(s)
- D Chamil Codipilly
- Barrett's Esophagus Unit, Division of Gastroenterology and Hepatology, Mayo Clinic Rochester, Rochester, Minnesota
| | - Shahriar Faghani
- Mayo Artificial Intelligence Laboratory, Department of Radiology, Mayo Clinic, Rochester, Minnesota
| | - Catherine Hagan
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota
| | - Jason Lewis
- Department of Pathology, Mayo Clinic, Jacksonville, Florida
| | - Bradley J Erickson
- Mayo Artificial Intelligence Laboratory, Department of Radiology, Mayo Clinic, Rochester, Minnesota
| | - Prasad G Iyer
- Barrett's Esophagus Unit, Division of Gastroenterology and Hepatology, Mayo Clinic Rochester, Rochester, Minnesota.
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Tay SW, Teh KKJ, Ang TL, Tan M. Ulcerative colitis: STRIDE-ing beyond symptoms with new standards. Singapore Med J 2024; 65:99-105. [PMID: 34823326 PMCID: PMC10942141 DOI: 10.11622/smedj.2021173] [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: 04/17/2020] [Accepted: 01/05/2021] [Indexed: 11/18/2022]
Abstract
The landscape of ulcerative colitis has changed in the last two decades. Advancements in pharmacotherapeutics have heralded the introduction of new treatment options, with many agents in development. Better clinical outcomes are seen with tighter disease control, made possible with greater understanding of inflammatory pathways and their blockade with drugs. There has been a resultant shift in treatment targets, beyond symptoms to endoscopic and histological healing. Controlling the burden of disease activity also lowers the risk of developing colorectal cancer. Colorectal cancer screening now requires the use of dye-based agents and high-definition colonoscopy to improve the detection of colonic neoplasms.
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Affiliation(s)
- Shu Wen Tay
- Department of Gastroenterology and Hepatology, Changi General Hospital, Singapore
| | - Kevin Kim Jun Teh
- Department of Gastroenterology and Hepatology, Changi General Hospital, Singapore
| | - Tiing-Leong Ang
- Department of Gastroenterology and Hepatology, Changi General Hospital, Singapore
- Medicine ACP, SingHealth Duke-NUS Academic Medical Centre, Singapore
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Malcolm Tan
- Medicine ACP, SingHealth Duke-NUS Academic Medical Centre, Singapore
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- Department of Gastroenterology and Hepatology, Singapore General Hospital, Singapore
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Pavel C, Diculescu MM, Stepan AE, Constantinescu G, Sandru V, Ţieranu CG, Tomescu L, Constantinescu A, Patoni C, Plotogea OM, Ilie M. Considering Histologic Remission in Ulcerative Colitis as a Long-Term Target. J Clin Med 2024; 13:289. [PMID: 38202296 PMCID: PMC10780018 DOI: 10.3390/jcm13010289] [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: 12/03/2023] [Revised: 12/17/2023] [Accepted: 12/31/2023] [Indexed: 01/12/2024] Open
Abstract
Monitoring disease activity in inflammatory bowel disease (IBD) is challenging since clinical manifestations do not represent reliable surrogates for an accurate reflection of the inflammatory burden. Endoscopic remission had been the most significant endpoint target in the last years; nevertheless, a remarkable proportion of patients continue to relapse despite a normal-appearing mucosa, highlighting that endoscopy may underestimate the true extent of the disease. A subtle hint of the importance that histology plays in the long-term course of the disease has been endorsed by the STRIDE-II consensus, which recommends considering histologic healing for ulcerative colitis (UC), even though it is not stated to be a compulsory formal target. It is a continuum-changing paradigm, and it is almost a certainty that in the near future, histologic healing may become the new formal target for ulcerative colitis. It must be emphasized that there is great heterogeneity in defining histological remission, and the main criteria or cut-off values for inflammatory markers are still in an ill-defined area. The complexity of some histologic scores is a source of confusion among clinicians and pathologists, leading to low adherence in clinical practice when it comes to a homogenous histopathological report. Therefore, a standardized and more practical approach is urgently needed.
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Affiliation(s)
- Christopher Pavel
- Department of Gastroenterology, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (C.P.); (M.M.D.); (G.C.); (V.S.); (C.G.Ţ.); (A.C.); (C.P.); (M.I.)
- Department of Gastroenterology, Clinical Emergency Hospital of Bucharest, 014461 Bucharest, Romania
| | - Mircea Mihai Diculescu
- Department of Gastroenterology, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (C.P.); (M.M.D.); (G.C.); (V.S.); (C.G.Ţ.); (A.C.); (C.P.); (M.I.)
- Department of Gastroenterology, Fundeni Clinical Institute, 022328 Bucharest, Romania
| | - Alex-Emilian Stepan
- Department of Pathology, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania;
| | - Gabriel Constantinescu
- Department of Gastroenterology, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (C.P.); (M.M.D.); (G.C.); (V.S.); (C.G.Ţ.); (A.C.); (C.P.); (M.I.)
- Department of Gastroenterology, Clinical Emergency Hospital of Bucharest, 014461 Bucharest, Romania
| | - Vasile Sandru
- Department of Gastroenterology, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (C.P.); (M.M.D.); (G.C.); (V.S.); (C.G.Ţ.); (A.C.); (C.P.); (M.I.)
- Department of Gastroenterology, Clinical Emergency Hospital of Bucharest, 014461 Bucharest, Romania
| | - Cristian George Ţieranu
- Department of Gastroenterology, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (C.P.); (M.M.D.); (G.C.); (V.S.); (C.G.Ţ.); (A.C.); (C.P.); (M.I.)
- Department of Gastroenterology, “Elias” Emergency University Hospital, 011461 Bucharest, Romania
| | - Luiza Tomescu
- Department of Pathology, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania;
- Oncology Institute “Prof. Dr. Alexandru Trestioreanu”, 022328 Bucharest, Romania
| | - Alexandru Constantinescu
- Department of Gastroenterology, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (C.P.); (M.M.D.); (G.C.); (V.S.); (C.G.Ţ.); (A.C.); (C.P.); (M.I.)
- Department of Gastroenterology, Emergency University Hospital, 050098 Bucharest, Romania
| | - Cristina Patoni
- Department of Gastroenterology, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (C.P.); (M.M.D.); (G.C.); (V.S.); (C.G.Ţ.); (A.C.); (C.P.); (M.I.)
- Department of Gastroenterology, Central Military Emergency Hospital “Dr. Carol Davila”, 010825 Bucharest, Romania
| | - Oana-Mihaela Plotogea
- Department of Gastroenterology, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (C.P.); (M.M.D.); (G.C.); (V.S.); (C.G.Ţ.); (A.C.); (C.P.); (M.I.)
- Department of Gastroenterology, Clinical Emergency Hospital of Bucharest, 014461 Bucharest, Romania
| | - Madalina Ilie
- Department of Gastroenterology, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (C.P.); (M.M.D.); (G.C.); (V.S.); (C.G.Ţ.); (A.C.); (C.P.); (M.I.)
- Department of Gastroenterology, Clinical Emergency Hospital of Bucharest, 014461 Bucharest, Romania
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Pai RK, D'Haens G, Kobayashi T, Sands BE, Travis S, Jairath V, De Hertogh G, Park B, McGinnis K, Redondo I, Lipitz NG, Gibble TH, Magro F. Histologic assessments in ulcerative colitis: the evidence behind a new endpoint in clinical trials. Expert Rev Gastroenterol Hepatol 2024; 18:73-87. [PMID: 38509826 DOI: 10.1080/17474124.2024.2326838] [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: 06/05/2023] [Accepted: 03/01/2024] [Indexed: 03/22/2024]
Abstract
INTRODUCTION Treatment goals for ulcerative colitis (UC) are evolving from the achievement of clinical remission to more rigorous goals defined by endoscopic and histologic healing. Achievement of deeper remission targets aims to reduce the risk of colectomy, hospitalizations, and colorectal cancer. AREAS COVERED This review covers histologic assessments, histologic remission as a clinical trial endpoint, and the association between histologic disease activity and clinical outcomes. Future directions are also discussed, including the use of advanced imaging and artificial intelligence technologies, as well as potential future treatment targets beyond histologic remission. EXPERT OPINION Histologic assessments are used for their sensitivity in measuring mucosal inflammatory changes in UC. Due to correlation with disease activity, histologic assessments may support clinical decision-making regarding treatment decisions as such assessments can be associated with rates of clinical relapse, hospitalization, colectomy, and neoplasia. While histologic remission is limited by varying definitions and multiple histologic indices, work is ongoing to create a consensus on the use of histologic assessments in clinical trials. As research advances, aspirational targets beyond histologic remission, such as molecular healing and disease clearance, are being explored.
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Affiliation(s)
- Rish K Pai
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Phoenix, AZ, USA
| | - Geert D'Haens
- Amsterdam Gastroenterology Endocrinology and Metabolism, Amsterdam University Medical Centers, Amsterdam, Netherlands
| | - Taku Kobayashi
- Center for Advanced IBD Research and Treatment, Kitasato University Kitasato Institute Hospital, Tokyo, Japan
| | - Bruce E Sands
- Dr. Henry D. Janowitz Division of Gastroenterology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Simon Travis
- Kennedy Institute and Biomedical Research Centre, University of Oxford, Oxford, UK
| | - Vipul Jairath
- Division of Gastroenterology, Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | - Gert De Hertogh
- Department of Pathology, University Hospitals Leuven, Leuven, Belgium
| | - Bomina Park
- Eli Lilly and Company, Indianapolis, IN, USA
| | | | | | | | | | - Fernando Magro
- CINTESIS@RISE, Departmento, Faculty of Medicine of the University of Porto, Porto, Portugal
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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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Villanacci V, Del Sordo R, Parigi TL, Leoncini G, Bassotti G. Inflammatory Bowel Diseases: Does One Histological Score Fit All? Diagnostics (Basel) 2023; 13:2112. [PMID: 37371007 DOI: 10.3390/diagnostics13122112] [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: 05/14/2023] [Revised: 06/12/2023] [Accepted: 06/18/2023] [Indexed: 06/29/2023] Open
Abstract
Mucosal healing (MH) is the main treatment target in ulcerative colitis (UC) and Crohn's disease, and it is defined by the combination of complete endoscopic and histologic remission. The complete resolution of mucosal inflammation should be confirmed by histology but its assessment is not always univocal. Neutrophil infiltration represents the unique histological marker in discriminating the active vs. quiescent phases of the disease, together with crypt injuries (cryptitis and crypt abscesses), erosions, and ulcerations. On the contrary, basal plasmacytosis is not indicative of activity or the remission of inflammatory bowel diseases (IBDs) but instead represents a diagnostic clue, mostly at the onset. Several histological scoring systems have been developed to assess grade severity, particularly for UC. However, most are complex and/or subjective. The aim of this review was to summarize available scores, their characteristics and limitations, and to present the advantages of a simplified mucosa healing scheme (SHMHS) based on neutrophils and their distribution in the gut mucosa. Finally, we overview future developments including artificial intelligence models for standardization of disease assessments and novel molecular markers of inflammation with potential application in diagnostic practice.
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Affiliation(s)
- Vincenzo Villanacci
- Institute of Pathology, ASST-Spedali Civili University of Brescia, 25123 Brescia, Italy
| | - Rachele Del Sordo
- Department of Medicine and Surgery, Section of Anatomic Pathology and Histology, Medical School, University of Perugia, 06132 Perugia, Italy
| | - Tommaso Lorenzo Parigi
- Division of Immunology, Trasplantation and Infectious Disease, Università Vita Salute San Raffaele, 20132 Milan, Italy
| | - Giuseppe Leoncini
- 1 st Pathology Division, Department of Pathology and Laboratory Medicine, Fondazione IRCCS Istituto Nazionale dei Tumori, 20133 Milan, Italy
| | - Gabrio Bassotti
- Gastroenterology and Hepatology Section, Department of Medicine and Surgery, University of Perugia, 06156 Perugia, Italy
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Najdawi F, Sucipto K, Mistry P, Hennek S, Jayson CKB, Lin M, Fahy D, Kinsey S, Wapinski I, Beck AH, Resnick MB, Khosla A, Drage MG. Artificial Intelligence Enables Quantitative Assessment of Ulcerative Colitis Histology. Mod Pathol 2023; 36:100124. [PMID: 36841434 DOI: 10.1016/j.modpat.2023.100124] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 12/23/2022] [Accepted: 01/28/2023] [Indexed: 02/17/2023]
Abstract
Ulcerative colitis is a chronic inflammatory bowel disease that is characterized by a relapsing and remitting course. Assessment of disease activity critically informs treatment decisions. In addition to endoscopic remission, histologic remission is emerging as a treatment target and a key factor in the evaluation of disease activity and therapeutic efficacy. However, manual pathologist evaluation is semiquantitative and limited in granularity. Machine learning approaches are increasingly being developed to aid pathologists in accurate and reproducible scoring of histology, enabling precise quantitation of clinically relevant features. Here, we report the development and validation of convolutional neural network models that quantify histologic features pertinent to ulcerative colitis disease activity, directly from hematoxylin and eosin-stained whole slide images. Tissue and cell model predictions were used to generate quantitative human-interpretable features to fully characterize the histology samples. Tissue and cell predictions showed comparable agreement to pathologist annotations, and the extracted slide-level human-interpretable features demonstrated strong correlations with disease severity and pathologist-assigned Nancy histological index scores. Moreover, using a random forest classifier based on 13 human-interpretable features derived from the tissue and cell models, we were able to accurately predict Nancy histological index scores, with a weighted kappa (κ = 0.91) and Spearman correlation (⍴ = 0.89, P < .001) when compared with pathologist consensus Nancy histological index scores. We were also able to predict histologic remission, based on the absence of neutrophil extravasation, with a high accuracy of 0.97. This work demonstrates the potential of computer vision to enable a standardized and robust assessment of ulcerative colitis histopathology for translational research and improved evaluation of disease activity and prognosis.
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Affiliation(s)
| | | | | | | | | | - Mary Lin
- PathAI, Inc, Boston, Massachusetts
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11
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Impact of Endoscopic and Histologic Activity on Disease Relapse in Ulcerative Colitis. Am J Gastroenterol 2022; 117:1632-1638. [PMID: 35862833 DOI: 10.14309/ajg.0000000000001912] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/03/2022] [Accepted: 06/10/2022] [Indexed: 12/11/2022]
Abstract
INTRODUCTION Endoscopic healing is currently considered the main target in the management of ulcerative colitis (UC). There are conflicting data about the role of histology as a stricter treatment objective. We aim at evaluating the additional benefit of histologic remission over endoscopic remission. METHODS We performed a prospective observational study at the McGill University Health Center. We enrolled adult patients with UC in clinical remission for at least 3 months undergoing a colonoscopy. Endoscopic disease activity was based on the Mayo endoscopic score. Rectal biopsies were obtained, and the histologic activity was evaluated using the Geboes score (active disease defined as Geboes score ≥ 3.1) with the addition of assessing the presence of basal plasmacytosis. Patients were followed up for 12 months for disease relapse defined as a partial Mayo score of > 2. At the time of relapse or end of follow-up, all patients underwent repeat endoscopic evaluation. The primary end point was clinical relapse. RESULTS Two hundred fifty-three patients were included. The presence of basal plasmacytosis was associated with relapse (adjusted odd ratio = 2.07, 95% confidence interval [CI] 1.06-4.18, P = 0.042). Time to clinical relapse was significantly higher for patients with Mayo endoscopic score > 0 with adjusted hazard ratio = 2.65, 95% CI 1.31-5.39, and P = 0.007. Time to clinical relapse was not significantly higher for Geboes score ≥ 3.1 with adjusted hazard ratio = 1.29, 95% CI 0.67-2.49, and P = 0.45. DISCUSSION Active histologic disease did not affect time to clinical relapse in patients with UC who achieved endoscopic remission while the presence of basal plasmacytosis is associated with relapse.
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12
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Del Amor R, Meseguer P, Parigi TL, Villanacci V, Colomer A, Launet L, Bazarova A, Tontini GE, Bisschops R, de Hertogh G, Ferraz JG, Götz M, Gui X, Hayee B, Lazarev M, Panaccione R, Parra-Blanco A, Bhandari P, Pastorelli L, Rath T, Røyset ES, Vieth M, Zardo D, Grisan E, Ghosh S, Iacucci M, Naranjo V. Constrained multiple instance learning for ulcerative colitis prediction using histological images. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2022; 224:107012. [PMID: 35843078 DOI: 10.1016/j.cmpb.2022.107012] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Revised: 07/05/2022] [Accepted: 07/06/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND AND OBJECTIVE Ulcerative colitis (UC) is an inflammatory bowel disease (IBD) affecting the colon and the rectum characterized by a remitting-relapsing course. To detect mucosal inflammation associated with UC, histology is considered the most stringent criteria. In turn, histologic remission (HR) correlates with improved clinical outcomes and has been recently recognized as a desirable treatment target. The leading biomarker for assessing histologic remission is the presence or absence of neutrophils. Therefore, the finding of this cell in specific colon structures indicates that the patient has UC activity. However, no previous studies based on deep learning have been developed to identify UC based on neutrophils detection using whole-slide images (WSI). METHODS The methodological core of this work is a novel multiple instance learning (MIL) framework with location constraints able to determine the presence of UC activity using WSI. In particular, we put forward an effective way to introduce constraints about positive instances to effectively explore additional weakly supervised information that is easy to obtain and enjoy a significant boost to the learning process. In addition, we propose a new weighted embedding to enlarge the relevance of the positive instances. RESULTS Extensive experiments on a multi-center dataset of colon and rectum WSIs, PICASSO-MIL, demonstrate that using the location information we can improve considerably the results at WSI-level. In comparison with prior MIL settings, our method allows for 10% improvements in bag-level accuracy. CONCLUSION Our model, which introduces a new form of constraints, surpass the results achieved from current state-of-the-art methods that focus on the MIL paradigm. Our method can be applied to other histological concerns where the morphological features determining a positive WSI are tiny and similar to others in the image.
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Affiliation(s)
- Rocío Del Amor
- Instituto de Investigación e Innovación en Bioingeniería, Universitat Politécnica de Valéncia, Valencia, Spain.
| | - Pablo Meseguer
- Instituto de Investigación e Innovación en Bioingeniería, Universitat Politécnica de Valéncia, Valencia, Spain
| | - Tommaso Lorenzo Parigi
- Department of Biomedical Sciences, Humanitas University, Milan, Italy; University of Birmingham, Immunology and Immunotherapy, Birmingham, United Kingdom
| | - Vincenzo Villanacci
- Institute of Pathology, ASST Spedali Civili, University of Brescia, Brescia, Italy
| | - Adrián Colomer
- Instituto de Investigación e Innovación en Bioingeniería, Universitat Politécnica de Valéncia, Valencia, Spain
| | - Laëtitia Launet
- Instituto de Investigación e Innovación en Bioingeniería, Universitat Politécnica de Valéncia, Valencia, Spain
| | - Alina Bazarova
- Institute for Biological Physics, University of Cologne, Cologne, Germany
| | - Gian Eugenio Tontini
- Fondazione IRCCS Ca'Granda Ospedale Maggiore Policlinico, Department of Pathophysiology and Transplantation, University of Milan, Milan, Italy
| | - Raf Bisschops
- Division of Gastroenterology, University Hospitals Leuven, Leuven, Belgium
| | - Gert de Hertogh
- Division of Gastroenterology, University Hospitals Leuven, Leuven, Belgium
| | - Jose G Ferraz
- Division of Gastroenterology, University of Calgary Cumming School of Medicine, Calgary, Canada
| | - Martin Götz
- Division of Gastroenterology, Klinikum, Böblingen, Germany
| | - Xianyong Gui
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, USA
| | - Bu'Hussain Hayee
- Division of Gastroenterology, Kings College London, London, United Kingdom
| | - Mark Lazarev
- Division of Gastroenterology, Johns Hopkins Hospital, Baltimore, United States
| | - Remo Panaccione
- Division of Gastroenterology, University of Calgary Cumming School of Medicine, Calgary, Canada
| | - Adolfo Parra-Blanco
- Division of Gastroenterology, University of Nottingham, Nottingham, United Kingdom
| | - Pradeep Bhandari
- Division of Gastroenterology, Queen Alexandra Hospital, Portsmouth, United Kingdom
| | - Luca Pastorelli
- Liver and Gastroenterology Unit, Universita' degli Studi di Milano, ASST Santi Paolo E Carlo, University Hospital San Paolo, Milan, Italy
| | - Timo Rath
- Division of Gastroenterology, University of Erlangen, Erlangen, Germany
| | - Elin Synnøve Røyset
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
| | - Michael Vieth
- Klinikum Bayreuth, Bayreuth, Germany; Institute of Pathology, Friedrich-Alexander-University Erlangen-Nuremberg, Nuremberg, Germany
| | - Davide Zardo
- Department of Pathology, San Bortolo Hospital, Vicenza, Italy
| | - Enrico Grisan
- Department of Information Engineering, Padova, Italy; School of Engineering, London South Bank University, London, UK
| | - Subrata Ghosh
- APC Microbiome Ireland, College of Medicine and Health, Cork, Ireland; Institute for Biological Physics, University of Cologne, Cologne, Germany
| | - Marietta Iacucci
- Department of Biomedical Sciences, Humanitas University, Milan, Italy; National Institute for Health Research (NIHR) Biomedical Research Centre, Birmingham, United Kingdom; Department of Gastroenterology, University Hospitals Birmingham NHS Trust, Birmingham, United Kingdom
| | - Valery Naranjo
- Instituto de Investigación e Innovación en Bioingeniería, Universitat Politécnica de Valéncia, Valencia, Spain
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Kishi M, Hirai F, Takatsu N, Hisabe T, Takada Y, Beppu T, Takeuchi K, Naganuma M, Ohtsuka K, Watanabe K, Matsumoto T, Esaki M, Koganei K, Sugita A, Hata K, Futami K, Ajioka Y, Tanabe H, Iwashita A, Shimizu H, Arai K, Suzuki Y, Hisamatsu T. A review on the current status and definitions of activity indices in inflammatory bowel disease: how to use indices for precise evaluation. J Gastroenterol 2022; 57:246-266. [PMID: 35235037 PMCID: PMC8938394 DOI: 10.1007/s00535-022-01862-y] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Accepted: 02/06/2022] [Indexed: 02/04/2023]
Abstract
Many clinical trials have been conducted for inflammatory bowel disease (IBD), so various clinical indices (CIs) and endoscopic indices (EIs) have also been evaluated. However, recently, with the progress of IBD management, review of established indices from previous studies, and establishment of new indices, the landscape of the use of indices in clinical trials have changed. We investigated the number and frequency of the indices adapted in recent clinical trials for ulcerative colitis (CI and EI) and Crohn's disease (CI, EI, index related to magnetic resonance imaging, index for evaluating patient-reported outcomes, and health-related quality of life). Based on the results, we selected representative indices and further reviewed their content and characteristics. Moreover, various definitions, including clinical and endoscopic response or remission, have been described by means of representative indices in clinical trials.
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Affiliation(s)
- Masahiro Kishi
- Inflammatory Bowel Disease Center, Fukuoka University Chikushi Hospital, Chikushino, Japan
| | - Fumihito Hirai
- Department of Gastroenterology, Fukuoka University Faculty of Medicine, 7-45-1 Nanakuma, Jonan-ku, Fukuoka City, Fukuoka 814-0180 Japan
| | - Noritaka Takatsu
- Inflammatory Bowel Disease Center, Fukuoka University Chikushi Hospital, Chikushino, Japan
| | - Takashi Hisabe
- Department of Gastroenterology, Fukuoka University Chikushi Hospital, Chikushino, Japan
| | - Yasumichi Takada
- Inflammatory Bowel Disease Center, Fukuoka University Chikushi Hospital, Chikushino, Japan
| | - Tsuyoshi Beppu
- Inflammatory Bowel Disease Center, Fukuoka University Chikushi Hospital, Chikushino, Japan
| | | | - Makoto Naganuma
- The Third Department of Internal Medicine, Kansai Medical University, Osaka, Japan
| | - Kazuo Ohtsuka
- Department of Endoscopy, Tokyo Medical and Dental University, Tokyo, Japan
| | - Kenji Watanabe
- Center for Inflammatory Bowel Disease, Division of Internal Medicine, Hyogo College of Medicine, Hyogo, Japan
| | - Takayuki Matsumoto
- Division of Gastroenterology, Department of Medicine, Iwate Medical University, Iwate, Japan
| | - Motohiro Esaki
- Division of Gastroenterology, Department of Internal Medicine, Faculty of Medicine, Saga University, Saga, Japan
| | - Kazutaka Koganei
- Department of Inflammatory Bowel Disease, Yokohama Municipal Citizen’s Hospital, Yokohama, Japan
| | - Akira Sugita
- Department of Inflammatory Bowel Disease, Yokohama Municipal Citizen’s Hospital, Yokohama, Japan
| | - Keisuke Hata
- Nihonbashi Muromachi Mitsui Tower Midtown Clinic, Tokyo, Japan
| | - Kitarou Futami
- Department of Surgery, Fukuoka University Chikushi Hospital, Chikushino, Japan
| | - Yoichi Ajioka
- Division of Molecular and Diagnostic Pathology, Graduate School of Medicine and Dental Sciences, Niigata University, Niigata, Japan
| | - Hiroshi Tanabe
- Department of Pathology, Fukuoka University Chikushi Hospital, Fukuoka, Japan
| | - Akinori Iwashita
- AII Research Institute of Pathology and Image Diagnosis, Fukuoka, Japan
| | - Hirotaka Shimizu
- Center for Pediatric Inflammatory Bowel Disease, Division of Gastroenterology, National Center for Child Health and Development, Tokyo, Japan
| | - Katsuhiro Arai
- Center for Pediatric Inflammatory Bowel Disease, Division of Gastroenterology, National Center for Child Health and Development, Tokyo, Japan
| | | | - Tadakazu Hisamatsu
- Department of Gastroenterology and Hepatology, Kyorin University School of Medicine, Tokyo, Japan
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14
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Stevens TW, Gecse K, Turner JR, de Hertogh G, Rubin DT, D'Haens GR. Diagnostic Accuracy of Fecal Calprotectin Concentration in Evaluating Therapeutic Outcomes of Patients With Ulcerative Colitis. Clin Gastroenterol Hepatol 2021; 19:2333-2342. [PMID: 32801008 PMCID: PMC8140548 DOI: 10.1016/j.cgh.2020.08.019] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/30/2020] [Revised: 07/06/2020] [Accepted: 08/06/2020] [Indexed: 02/07/2023]
Abstract
BACKGROUND & AIMS Histologic features of inflammation (histologic inflammation) are associated with clinical relapse in patients with ulcerative colitis (UC). Concentration of fecal calprotectin (FC) can be used to identify patients with mucosal inflammation. We aimed to assess the accuracy of FC measurements in identifying patients with histologic inflammation and to develop a model to predict outcomes of therapy. METHODS We performed a post hoc analysis of data from a phase 4 trial of the efficacy of multimatrix mesalamine in patients with mild to moderate UC (the MOMENTUM trial). We obtained clinical, endoscopic, and histologic data from week 8 (n = 639) and week 52 (n = 373) of the trial. We used area under the receiver operating characteristic curves to determine the accuracy and optimal cut-off values of FC in identifying patients with different therapeutic outcomes (clinical remission, endoscopic healing, deep remission, or histologic remission) at week 8 and week 52. We performed multivariable logistic regression analyses to identify factors associated with these outcomes. RESULTS Median FC concentrations were lower in patients who achieved outcomes of clinical remission, endoscopic healing, deep remission, or histologic remission vs patients who did not. FC concentrations identified patients with endoscopic healing and histologic remission with area under the receiver operating characteristic curve values of 0.77 and 0.76 at week 8, and 0.79 and 0.80 at week 52, respectively. The optimal FC cut-off concentrations for identification of patients with histologic remission were 75 μg/g at week 8 and 99 μg/g at week 52. In the subpopulation with an endoscopy score of 0, median FC concentrations were lower in patients with histologic remission than in patients with microscopic inflammation at week 8 (30 vs 140 μg/g; area under the receiver operating characteristic, 0.72) and week 52 (21.5 vs 134.5 μg/g; area under the receiver operating characteristic, 0.71). At both time points, the optimal FC cut-off concentration was approximately 75 μg/g. Our final prediction model for week 52 histologic remission comprised endoscopic score at week 8, FC concentration at week 8, and histologic activity at baseline and week 8. CONCLUSIONS A post hoc analysis of data from a phase 4 trial found that, even in patients with complete endoscopic healing of UC, FC concentration can be used to discriminate patients with ongoing microscopic inflammation from patients with histologic remission. The optimal cut-off concentration of FC is between 75 and 100 μg/g. ClinicalTrials.gov no: NCT01124149.
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Affiliation(s)
- Toer W Stevens
- Department of Gastroenterology and Hepatology, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Krisztina Gecse
- Department of Gastroenterology and Hepatology, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Jerrold R Turner
- Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Gert de Hertogh
- Department of Pathology, Catholic University Leuven, Leuven, Belgium
| | - David T Rubin
- Inflammatory Bowel Disease Center, University of Chicago Medicine, Chicago, Illinois
| | - Geert R D'Haens
- Department of Gastroenterology and Hepatology, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands.
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15
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Impact of Subspecialty Sign-Out on Interobserver Variability and Accuracy in Gastrointestinal Pathology. Surg Pathol Clin 2021; 13:371-376. [PMID: 32773189 DOI: 10.1016/j.path.2020.05.001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Subspecialty sign-out is increasingly common in academic medical centers as well as some community practices. Reducing interobserver variability in anatomic pathology is desirable so that clinicians can select the appropriate therapy. Many departments that elect subspecialty sign-out do so with the assumption that it will improve diagnostic accuracy and interobserver variability-but does it? The literature is mixed.
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16
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Bossuyt P, Bisschops R, Vermeire S, De Hertogh G. Variability in the Distribution of Histological Disease Activity in the Colon of Patients with Ulcerative Colitis. J Crohns Colitis 2021; 15:603-608. [PMID: 33053161 DOI: 10.1093/ecco-jcc/jjaa206] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
BACKGROUND AND AIMS Histological activity scores have been developed and validated. However, data on the distribution of histological inflammation within one segment in patients with ulcerative colitis [UC] are lacking. This impacts on the reliability of histological activity scores. The aim of this study was to assess the variability in histological activity within one endoscopic segment in patients with UC. METHODS Biopsies were taken in sequential patients with UC in three adjacent contiguous regions within a macroscopically homogeneous colonic segment. Biopsies were scored for Geboes score [GS], Robarts histological index [RHI] and Nancy histological index [NHI]. Variability was assessed by Kappa statistics for categorical outcomes and intraclass correlation coefficient [ICC] for continuous outcomes. RESULTS A total of 161 biopsy sets from 55 endoscopic segments of 21 patients were analysed. Endoscopically active disease was present in 45% of segments. The continuous histological scores showed excellent agreement between the different regions. The ICC for RHI in all segments was 0.974 (95% confidence interval [CI] 0.958-0.984; p < 0.0001) and 0.98 [95% CI: 0.968-0.988; p < 0.0001] for the numerically converted GS. The categorical NHI showed higher variability: κ = 0.574 [95% CI: 0.571-0.577; p < 0.0001]. In all segments the highest variability was seen in samples with NHI = 2. When dichotomizing based on histological remission, substantial agreement was seen for all scores, with κ > 0.734 for all cut-offs. The homogeneity in the distribution of histological disease activity was comparable between colonic segments. CONCLUSION The distribution of histological disease activity in UC follows a homogeneous pattern in different locations of one segment.
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Affiliation(s)
- Peter Bossuyt
- Department of Gastroenterology and Hepatology, University Hospitals Leuven, Leuven, Belgium.,Department of Gastroenterology, Imelda General Hospital, Bonheiden, Belgium
| | - Raf Bisschops
- Department of Gastroenterology and Hepatology, University Hospitals Leuven, Leuven, Belgium
| | - Séverine Vermeire
- Department of Gastroenterology and Hepatology, University Hospitals Leuven, Leuven, Belgium
| | - Gert De Hertogh
- Department of Pathology, University Hospitals Leuven, Leuven, Belgium
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Dal Buono A, Roda G, Argollo M, Paridaens K, Peyrin-Biroulet L, Danese S. 'Treat to Target' in Mild to Moderate Ulcerative Colitis: Evidence to Support this Strategy. Curr Drug Targets 2020; 22:117-125. [PMID: 32718289 DOI: 10.2174/1389450121666200727120305] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2020] [Revised: 05/27/2020] [Accepted: 06/12/2020] [Indexed: 12/21/2022]
Abstract
BACKGROUND The management of chronic conditions, above all rheumatic disease and diabetes, now incorporates a "treat to target" strategy where treatment aims to achieve objective outcomes. This is applicable in ulcerative colitis (UC) as well. Targets are demonstrated to prevent endorgan dysfunction, specifically bowel damage and its complications, and lastly colorectal cancer. Recently, the scientific community has tried to define further targets beyond those currently recommended, namely mucosal healing and clinical remission. Studies that prospectively investigated this approach in UC are scanty and a treat-to-target (T2T) algorithm is not routinely used in daily clinical practice. OBJECTIVE We aim to review current evidence on T2T in UC and discuss its adoption in routine clinical practice as well as in clinical trials. METHODS A PubMed search was conducted in February 2020 to identify published papers investigating targets' achievement rates in UC. RESULTS Different targets can be achieved through approved drugs for mild to moderate UC; histological remission is emerging as a robust target with respect to long-term outcomes. CONCLUSION Further studies to compare a T2T strategy with the traditional care are needed, particularly in the mild to moderate spectrum of disease.
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Affiliation(s)
- Arianna Dal Buono
- IBD Center, Department of Gastroenterology, Humanitas Clinical and Research Center-IRCCS, Rozzano, 20089 Milan, Italy
| | - Giulia Roda
- IBD Center, Department of Gastroenterology, Humanitas Clinical and Research Center-IRCCS, Rozzano, 20089 Milan, Italy
| | - Marjorie Argollo
- IBD Center, Department of Gastroenterology, Humanitas Clinical and Research Center-IRCCS, Rozzano, 20089 Milan, Italy
| | | | - Laurent Peyrin-Biroulet
- Department of Gastroenterology and Inserm NGERE U1256, University of Lorraine, 54500 Vandoeuvre-les- Nancy, France
| | - Silvio Danese
- IBD Center, Department of Gastroenterology, Humanitas Clinical and Research Center-IRCCS, Rozzano, 20089 Milan, Italy
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18
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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: 69] [Impact Index Per Article: 13.8] [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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19
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D'Amico F, Bonovas S, Danese S, Peyrin-Biroulet L. Review article: faecal calprotectin and histologic remission in ulcerative colitis. Aliment Pharmacol Ther 2020; 51:689-698. [PMID: 32048751 DOI: 10.1111/apt.15662] [Citation(s) in RCA: 47] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/06/2019] [Revised: 01/06/2020] [Accepted: 01/27/2020] [Indexed: 12/13/2022]
Abstract
BACKGROUND Histologic healing is emerging as a new therapeutic goal in both routine practice and clinical trials in ulcerative colitis (UC). However, it requires repeated endoscopies and biopsies. Faecal calprotectin is a non-invasive marker of mucosal healing (endoscopic and histologic healing). AIM To conduct a systematic review to clarify the correlation between faecal calprotectin levels and histologic activity in UC patients. METHODS We searched PubMed/MEDLINE, EMBASE and Web of Science through September 2019 to identify studies in patients with confirmed diagnosis of UC, reporting the correlation between faecal calprotectin levels and histologic analysis. RESULTS Twelve studies enrolling 1168 patients were included in the final review. Histologic remission was defined according to nonvalidated scores in five articles and using partially validated scores in seven articles. Faecal calprotectin values were measured in 6 of 12 studies (50%) with the same kit, while the remaining six studies adopted individually different kits. A clear correlation between faecal calprotectin levels and histology was showed in all included studies. Eleven different faecal calprotectin cut-off points were identified to distinguish histological remission from histological activity, ranging from 40.5 to 250 μg/g. CONCLUSIONS Faecal calprotectin can be used to predict histologic remission in patients with UC, but the cut-off level varies across studies, according to the test used to measure this biomarker and according to the definition of histologic remission. Larger prospective studies using validated histologic indexes are needed to identify a globally accepted faecal calprotectin cut-off level to discriminate between histologic remission and histologically active disease.
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Affiliation(s)
- Ferdinando D'Amico
- Department of Biomedical Sciences, Humanitas University, Milan, Italy.,Department of Gastroenterology and Inserm NGERE U1256, University Hospital of Nancy, University of Lorraine, Vandoeuvre-lès-Nancy, France
| | - Stefanos Bonovas
- Department of Biomedical Sciences, Humanitas University, Milan, Italy.,Department of Gastroenterology, IBD Center, Humanitas Research Hospital, Rozzano, Italy
| | - Silvio Danese
- Department of Biomedical Sciences, Humanitas University, Milan, Italy.,Department of Gastroenterology, IBD Center, Humanitas Research Hospital, Rozzano, 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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20
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Abstract
In recent years, the therapeutic goals in ulcerative colitis (UC) have become increasingly stringent. Histological features seem to be a reliable predictor of disease outcomes after therapy, and histological remission (HR) is the new frontier in the treatment of UC. Here, we first provide a historical perspective before reviewing indexes in the era of biologics; histology as a treatment goal in UC trials; the poor correlation between symptoms, endoscopy, and histology; and the impact of histology on disease outcomes. HR seems to be a promising end point for the treatment of UC because it is typically associated with better outcomes. Two new validated indexes are available to assess histology more accurately in trials, and they may also be applicable to clinical practice. Additional interventional trials are now necessary to establish definitions of HR and its potential for disease modification.
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21
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Cushing KC, Tan W, Alpers DH, Deshpande V, Ananthakrishnan AN. Complete histologic normalisation is associated with reduced risk of relapse among patients with ulcerative colitis in complete endoscopic remission. Aliment Pharmacol Ther 2020; 51:347-355. [PMID: 31696961 PMCID: PMC6980269 DOI: 10.1111/apt.15568] [Citation(s) in RCA: 45] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/09/2019] [Revised: 08/08/2019] [Accepted: 10/08/2019] [Indexed: 12/11/2022]
Abstract
BACKGROUND Clinical and endoscopic remission are treatment targets in ulcerative colitis (UC). The value of histologic healing in altering clinical outcomes among patients with complete endoscopic healing is not well established. AIM To quantify the association between histologic activity and clinical relapse among patients with UC who were in complete endoscopic remission. METHODS This study included patients with UC from a prospective registry who were in complete endoscopic remission. Histologic activity was quantified by a senior gastrointestinal pathologist. Histologic activity was defined as lack of normalisation (Geboes score > 0) as well as histologically active disease (Geboes score ≥2.1 and ≥3.1). The primary outcome was clinical relapse within 2 years. Multivariable regression adjusting for potential confounders examined the independent predictive value of histologic changes. RESULTS The study included 83 patients (51% women) (median age 44 years; median disease duration 11 years). Forty-one (49%) had complete histologic normalisation. Within two years, 26 (31%) experienced clinical relapse. Patients with complete histologic normalisation were less likely to experience relapse (5/41, 12%) compared to those without normalisation (21/42, 50%, P < 0.001) (multivariable OR 7.22, 95% confidence interval (CI) 2.48-24.70) by the Geboes score. The individual components of the Geboes score predictive of relapse were architectural changes (P = 0.03) and increased chronic inflammatory infiltrate (P < 0.001). CONCLUSIONS Complete histologic healing using the Geboes score was associated with reduced rates of clinical relapse among patients with UC in endoscopic remission.
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Affiliation(s)
- Kelly C. Cushing
- Division of Gastroenterology, Massachusetts General Hospital, Boston, MA, USA,Harvard Medical School, Boston, MA, USA,Division of Gastroenterology, University of Michigan, Ann Arbor, MI, USA
| | - William Tan
- Division of Gastroenterology, Massachusetts General Hospital, Boston, MA, USA,Harvard Medical School, Boston, MA, USA
| | - David H. Alpers
- Division of Gastroenterology, Washington University School of Medicine, St. Louis, MO, USA
| | - Vikram Deshpande
- Harvard Medical School, Boston, MA, USA,Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Ashwin N. Ananthakrishnan
- Division of Gastroenterology, Massachusetts General Hospital, Boston, MA, USA,Harvard Medical School, Boston, MA, USA
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22
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Dal Buono A, Roda G, Argollo M, Peyrin-Biroulet L, Danese S. Histological healing: should it be considered as a new outcome for ulcerative colitis? Expert Opin Biol Ther 2020; 20:407-412. [PMID: 31847610 DOI: 10.1080/14712598.2020.1701652] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Introduction: Currently, mucosal healing is considered as a composite treatment end-point in inflammatory bowel disease (IBD) since it has been demonstrated to improve disease-related outcomes. The definition of mucosal healing has evolved and current evidence suggests that in addition to endoscopic healing the achievement of histological remission (HR) represents a potential novel target in the management of IBD in relation to better long-term disease outcomes.Areas covered: We aimed to review the current literature on HR in ulcerative colitis and discuss its limitations and advantages when adopting this potential new target as an ultimate treatment outcome in clinical trials and routine clinical practice.Expert opinion: HR is achievable in UC with different rates in conventional therapies, biological and novel drugs. Targeting HR in UC lowers the risk of hospitalizations, colectomy, and colorectal cancer. HR occurs later than endoscopic remission, longer treatment courses are associated with higher HR assessment. This might imply modifying monitoring time schedules and algorithms. Prospective data are needed to support histological healing as a new treatment target in UC.
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Affiliation(s)
- Arianna Dal Buono
- IBD Center, Department of Gastroenterology, Humanitas Research Hospital, Milan, Italy
| | - Giulia Roda
- IBD Center, Department of Gastroenterology, Humanitas Research Hospital, Milan, Italy
| | - Marjorie Argollo
- IBD Center, Department of Gastroenterology, Humanitas Research Hospital, Milan, Italy.,Gastroenterology, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Laurent Peyrin-Biroulet
- Department of Gastroenterology and Inserm U954, University Hospital of Nancy, University of Lorraine, Nancy, France
| | - Silvio Danese
- IBD Center, Department of Gastroenterology, Humanitas Research Hospital, Milan, Italy
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23
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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: 24] [Impact Index Per Article: 4.0] [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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24
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Acovic A, Simovic Markovic B, Gazdic M, Arsenijevic A, Jovicic N, Gajovic N, Jovanovic M, Zdravkovic N, Kanjevac T, Harrell CR, Fellabaum C, Dolicanin Z, Djonov V, Arsenijevic N, Lukic ML, Volarevic V. Indoleamine 2,3-dioxygenase-dependent expansion of T-regulatory cells maintains mucosal healing in ulcerative colitis. Therap Adv Gastroenterol 2018; 11:1756284818793558. [PMID: 30159037 PMCID: PMC6109841 DOI: 10.1177/1756284818793558] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2018] [Accepted: 06/21/2018] [Indexed: 02/04/2023] Open
Abstract
BACKGROUND Dendritic cell (DC)-derived indolamine 2,3-dioxygenase (IDO) degrades tryptophan to kynurenine, which promotes conversion of inflammatory T cells in immunosuppressive regulatory T cells (Tregs). We analyzed the significance of the IDO:Treg axis for inducing and maintaining mucosal healing in ulcerative colitis (UC). METHODS Dextran sodium sulphate (DSS)-induced colitis in BALB/c mice (model for mucosal healing) and C57BL/6 mice (model for persistent disease) was used. Serum, fecal samples and colon-infiltrating immune cells of 65 patients with UC with mucosal healing or persistent colitis were analyzed. RESULTS Significantly higher serum levels of kynurenine and downregulated inflammatory cytokines were noticed in DSS-treated BALB/c mice compared with C57BL/6 mice. Increased IDO activity and attenuated capacity for antigen presentation and production of inflammatory cytokines, observed in BALB/c DCs, was followed by a significantly lower number of inflammatory T helper 1 (Th1) and Th17 cells and a notably increased number of Tregs in the colons of DSS-treated BALB/c mice. DCs and Tregs were crucially important for the maintenance of mucosal healing since their depletion aggravated colitis. Mucosal healing, followed by an increase in kynurenine and intestinal Tregs, was re-established when BALB/c DCs were transferred into DC-depleted or Treg-depleted DSS-treated BALB/c mice. This phenomenon was completely abrogated by the IDO inhibitor. Significantly higher serum and fecal levels of kynurenine, accompanied by an increased presence of intestinal Tregs, were noticed in patients with UC with mucosal healing and negatively correlated with disease severity, fecal calprotectin, colon-infiltrating interferon γ and interleukin-17-producing cells, serum and fecal levels of inflammatory cytokines. CONCLUSION IDO-dependent expansion of endogenous Tregs should be further explored as a new approach for the induction and maintenance of mucosal healing in patients with UC.
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Affiliation(s)
- Aleksandar Acovic
- Center for Molecular Medicine and Stem Cell Research, University of Kragujevac, Kragujevac, Serbia,Department of Dentistry, University of Kragujevac, Kragujevac, Serbia
| | - Bojana Simovic Markovic
- Center for Molecular Medicine and Stem Cell Research, University of Kragujevac, Kragujevac, Serbia
| | - Marina Gazdic
- Department of Genetics, University of Kragujevac, Kragujevac, Serbia
| | - Aleksandar Arsenijevic
- Center for Molecular Medicine and Stem Cell Research, University of Kragujevac, Kragujevac, Serbia
| | - Nemanja Jovicic
- Department of Histology and Embryology, University of Kragujevac, Kragujevac, Serbia
| | - Nevena Gajovic
- Center for Molecular Medicine and Stem Cell Research, University of Kragujevac, Kragujevac, Serbia
| | - Marina Jovanovic
- Center for Gastroenterology, Clinical Center Kragujevac, Kragujevac, Serbia
| | - Natasa Zdravkovic
- Center for Gastroenterology, Clinical Center Kragujevac, Kragujevac, Serbia
| | - Tatjana Kanjevac
- Center for Molecular Medicine and Stem Cell Research, University of Kragujevac, Kragujevac, Serbia,Department of Dentistry, University of Kragujevac, Kragujevac, Serbia
| | | | | | - Zana Dolicanin
- State University of Novi Pazar, Department of Biomedical Sciences, Novi Pazar, Serbia
| | - Valentin Djonov
- Institute of Anatomy, University of Bern, Baltzerstrasse, Switzerland
| | - Nebojsa Arsenijevic
- Center for Molecular Medicine and Stem Cell Research, University of Kragujevac, Kragujevac, Serbia
| | - Miodrag L. Lukic
- Center for Molecular Medicine and Stem Cell Research, University of Kragujevac, Kragujevac, Serbia
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