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Dal Buono A, Faita F, Armuzzi A, Jairath V, Peyrin-Biroulet L, Danese S, Allocca M. Assessment of activity and severity of inflammatory bowel disease in cross-sectional imaging techniques: a systematic review. J Crohns Colitis 2025; 19:jjaf023. [PMID: 39901740 DOI: 10.1093/ecco-jcc/jjaf023] [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: 09/30/2024] [Indexed: 02/05/2025]
Abstract
BACKGROUND AND AIMS Cross-sectional imaging techniques, including intestinal ultrasonography (IUS), computed tomography enterography (CTE), magnetic resonance enterography (MRE), are increasingly used for the evaluation of inflammatory bowel diseases (IBD). We aimed to systematically review literature evidence on the assessment of disease activity, and/or severity through cross-sectional imaging in IBD patients, and to offer guidance on their most effective utilization. METHODS We performed a systematic review of PubMed, EMBASE, and Scopus to identify citations pertaining to the assessment of disease activity and/or severity at cross-sectional imaging techniques compared to a reference standard (ie, other radiological techniques, endoscopy, histopathology, and surgery) in IBD patients published until December 2023. RESULTS Overall, 179 papers published between 1990 and 2023 were included, with a total of 10 988 IBD patients (9304 Crohn's disease [84.7%], 1206 ulcerative colitis [11.0%], 38 IBD-U [0.3%], 440 unspecified [4.0%]). Of the 179 studies, 39 investigated IUS, 22/179 CTE, and 101/179 MRE. In the remaining papers, 2 techniques were addressed together. In 81.6% of the papers, endoscopy (with or without histopathology) was used as a reference standard. All studies included evaluated disease activity, while just over half (100/179, 55.8%) also evaluated disease severity of the addressed cross-sectional methodology. Pooled sensitivity, specificity, and overall accuracy of IUS, MRE, and CTE compared to the reference standard were 60%-99%, 60%-100%, and 70%-99%, respectively. CONCLUSIONS All cross-sectional imaging techniques demonstrated moderate-to-good accuracy in assessing disease activity and severity of IBD. This finding highlights the potential, especially for MRE and IUS to be widely utilized in managing IBD in both clinical practice and clinical trials.
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Affiliation(s)
- Arianna Dal Buono
- IBD Center, Department of Gastroenterology, Humanitas Clinical and Research Center - IRCCS, Rozzano, Milan, Italy
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy
| | - Francesco Faita
- Institute of Clinical Physiology, Italian National Research Council, Pisa, Italy
| | - Alessandro Armuzzi
- IBD Center, Department of Gastroenterology, Humanitas Clinical and Research Center - IRCCS, Rozzano, Milan, Italy
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy
| | - Vipul Jairath
- Division of Gastroenterology, Department of Medicine, Western University, London, ON, Canada
| | - Laurent Peyrin-Biroulet
- Department of Gastroenterology and Inserm NGERE U1256, University Hospital of Nancy, University of Lorraine, Vandoeuvre-lès-Nancy, France
| | - Silvio Danese
- IRCCS Ospedale San Raffaele, Gastroenterology and Endoscopy, Milan, Italy
- University Vita-Salute San Raffaele, Milan, Italy
| | - Mariangela Allocca
- IRCCS Ospedale San Raffaele, Gastroenterology and Endoscopy, Milan, Italy
- University Vita-Salute San Raffaele, Milan, Italy
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Grassi G, Laino ME, Fantini MC, Argiolas GM, Cherchi MV, Nicola R, Gerosa C, Cerrone G, Mannelli L, Balestrieri A, Suri JS, Carriero A, Saba L. Advanced imaging and Crohn's disease: An overview of clinical application and the added value of artificial intelligence. Eur J Radiol 2022; 157:110551. [PMID: 36279627 DOI: 10.1016/j.ejrad.2022.110551] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Revised: 09/23/2022] [Accepted: 09/27/2022] [Indexed: 11/03/2022]
Abstract
PURPOSE The purpose of this narrative review is to describe the clinical applications of advanced computed tomography (CT) and magnetic resonance (MRI) techniques in patients affected by Crohn's disease (CD), giving insights about the added value of artificial intelligence (AI) in this field. METHODS We performed a literature search comparing standardized and advanced imaging techniques for CD diagnosis. Cross-sectional imaging is essential for the identification of lesions, the assessment of active or relapsing disease and the evaluation of complications. RESULTS The studies reviewed show that new advanced imaging techniques and new MRI sequences could be integrated into standard protocols, to achieve a reliable quantification of CD activity, improve the lesions' characterization and the evaluation of therapy response. These promising tools are: dual-energy CT (DECT) post-processing techniques, diffusion-weighted MRI (DWI-MRI), dynamic contrast-enhanced MRI (DCE-MRI), Magnetization Transfer MRI (MT-MRI) and CINE-MRI. Furthermore, AI solutions show a potential when applied to radiological techniques in these patients. Machine learning (ML) algorithms and radiomic features prove to be useful in improving the diagnostic accuracy of clinicians and in attempting a personalized medicine approach, stratifying patients by predicting their prognosis. CONCLUSIONS Advanced imaging is crucial in the diagnosis, lesions' characterisation and in the estimation of the abdominal involvement in CD. New AI developments are promising tools that could support doctors in the management of CD affected patients.
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Affiliation(s)
- Giovanni Grassi
- Department of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari - Polo di Monserrato, s.s. 554 Monserrato (Cagliari) 09045, Italy
| | - Maria Elena Laino
- Department of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari - Polo di Monserrato, s.s. 554 Monserrato (Cagliari) 09045, Italy; Artificial Intelligence Center, IRCSS Humanitas Research Hospital, via Manzoni 56, Rozzano, Milano, Italy.
| | - Massimo Claudio Fantini
- Department of Gastroenterology Surgery, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari - Polo di Monserrato s.s. 554 Monserrato (Cagliari) 09045, Italy
| | | | - Maria Valeria Cherchi
- Department of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari - Polo di Monserrato, s.s. 554 Monserrato (Cagliari) 09045, Italy
| | - Refky Nicola
- Roswell Park Cancer Institute, Jacobs School of Medicine and Biomedical Science, Buffalo, NY, USA
| | - Clara Gerosa
- Department of Pathology, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari - University Hospital San Giovanni di Dio, (Cagliari) 09045, Italy
| | - Giulia Cerrone
- Department of Pathology, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari - University Hospital San Giovanni di Dio, (Cagliari) 09045, Italy
| | | | - Antonella Balestrieri
- Department of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari - Polo di Monserrato, s.s. 554 Monserrato (Cagliari) 09045, Italy
| | - Jasjit S Suri
- Diagnostic and Monitoring Division, AtheroPoint™, Roseville, CA, USA; Knowledge Engineering Center, Global Biomedical Technologies, Inc., Roseville, CA, USA; Department of Electrical and Computer Engineering, Idaho State University, Pocatello, ID, USA
| | - Alessandro Carriero
- Department of Translational Medicine, University of Piemonte Orientale, Novara, Italy
| | - Luca Saba
- Department of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari - Polo di Monserrato, s.s. 554 Monserrato (Cagliari) 09045, Italy
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Abstract
MRI is a widely available clinical tool for cancer diagnosis and treatment monitoring. MRI provides excellent soft tissue imaging, using a wide range of contrast mechanisms, and can non-invasively detect tissue metabolites. These approaches can be used to distinguish cancer from normal tissues, to stratify tumor aggressiveness, and to identify changes within both the tumor and its microenvironment in response to therapy. In this review, the role of MRI in immunotherapy monitoring will be discussed and how it could be utilized in the future to address some of the unique clinical questions that arise from immunotherapy. For example, MRI could play a role in identifying pseudoprogression, mixed response, T cell infiltration, cell tracking, and some of the characteristic immune-related adverse events associated with these agents. The factors to be considered when developing MRI imaging biomarkers for immunotherapy will be reviewed. Finally, the advantages and limitations of each approach will be discussed, as well as the challenges for future clinical translation into routine clinical care. Given the increasing use of immunotherapy in a wide range of cancers and the ability of MRI to detect the microstructural and functional changes associated with successful response to immunotherapy, the technique has great potential for more widespread and routine use in the future for these applications.
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Affiliation(s)
- Doreen Lau
- Centre for Immuno-Oncology, University of Oxford, Oxford, UK
| | - Pippa G Corrie
- Department of Oncology, Addenbrooke's Hospital, Cambridge, UK
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Yu L, Hu S, Huang FC, Wu YC, Zheng XY. Evaluation of dynamic contrast-enhanced magnetic resonance imaging and diffusion-weighted imaging for predicting muscular hyperplasia/hypertrophy in Crohn's disease. Abdom Radiol (NY) 2022; 47:1714-1724. [PMID: 35243533 DOI: 10.1007/s00261-022-03422-7] [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: 11/01/2021] [Revised: 01/12/2022] [Accepted: 01/13/2022] [Indexed: 11/01/2022]
Abstract
OBJECTIVES The existence of smooth muscle alteration in Crohn's disease (CD) is often neglected. It has been found that muscular hyperplasia/hypertrophy rather than fibrosis was the primary component of bowel wall thickening. This study aimed to assess the value of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) and diffusion weighted imaging for the characterization of histopathologic tissue composition of CD, particularly smooth muscle hypertrophy, as well as inflammation and fibrosis. METHODS The study included patients diagnosed with CD who received MRI examination 30 days before resection from August 2016 to December 2020. A semiquantitative histological grading scheme was employed to evaluate the pathological tissues. Resected sections were matched with MRI according to pathological marks. Parameters evaluated included: mural thickness, T2 ratio, apparent diffusion coefficient value; and maximum enhancement, initial slope of increase, perfusion parameters of DCE-MRI and enhancement pattern. These parameters were compared with location-matched histopathological grade. RESULTS Ninety-one sections were enrolled in this retrospective study. When active inflammation is moderate or severe, volume transfer coefficient (Ktrans), maximum enhancement (ME) and initial slope of increase (ISI) are lower, mural thickness is higher when a certain degree of smooth muscle alteration is present. When active inflammation is absent or mild, ME, mural thickness and ISI can differentiate the presence of predominant muscular alteration. By combining ME and thickness comparisons against their cutoff values to create a combined ordinal parameter, the area under the curve value for whether significant muscular alteration coexists with moderate or severe active inflammation was found to be 0.953. CONCLUSIONS MRI predicts the degree of inflammation, and can distinguish the degree of muscular alteration coexists with moderate or severe active inflammation with reasonable accuracy.
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Abstract
ABSTRACT In this review article, we present the latest developments in quantitative imaging biomarkers based on magnetic resonance imaging (MRI), applied to the diagnosis, assessment of response to therapy, and assessment of prognosis of Crohn disease. We also discuss the biomarkers' limitations and future prospects. We performed a literature search of clinical and translational research in Crohn disease using diffusion-weighted MRI (DWI-MRI), dynamic contrast-enhanced MRI (DCE-MRI), motility MRI, and magnetization transfer MRI, as well as emerging topics such as T1 mapping, radiomics, and artificial intelligence. These techniques are integrated in and combined with qualitative image assessment of magnetic resonance enterography (MRE) examinations. Quantitative MRI biomarkers add value to MRE qualitative assessment, achieving substantial diagnostic performance (area under receiver-operating curve = 0.8-0.95). The studies reviewed show that the combination of multiple MRI sequences in a multiparametric quantitative fashion provides rich information that may help for better diagnosis, assessment of severity, prognostication, and assessment of response to biological treatment. However, the addition of quantitative sequences to MRE examinations has potential drawbacks, including increased scan time and the need for further validation before being used in therapeutic drug trials as well as the clinic.
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Vieujean S, Coibion C, Seidel L, Louis E, Meunier P. Magnetic resonance enterography perfusion parameters reveal complex changes in affected and unaffected segments in Crohn's disease. Scand J Gastroenterol 2020; 55:1041-1048. [PMID: 32757858 DOI: 10.1080/00365521.2020.1802773] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
OBJECTIVES To compare dynamic contrast-enhanced (DCE)-MRI parameters in affected and unaffected segments of CD patients with those of a control group, and to assess the correlation between DCE-MRI parameters and clinical index of activity (HBI) as well as biomarkers (CRP and faecal calprotectin). METHODS We performed a single-center prospective study of CD patients and control subjects who underwent DCE-MRI. Regions of interest were drawn in segments and the program (Olea Medical - Canon) provided values for transfer constant (Ktrans), fractional volume of extravascular-extracellular space (Ve), slope of enhancement (SoE), time to maximum enhancement (TME), maximum enhancement (ME) and enhancement ratio (ER) which were determined and compared. RESULTS Fifteen CD patients (mean age 42 years; 10 women) and 7 healthy subjects (mean age 40.4 years; 6 women) were included. Paired comparisons of affected and unaffected segments in CD showed a significant increase of all parameters in affected segments, except for ER and TME. When comparing to controls, the affected segments did not show any significant difference, while a significant decrease in most of the parameters (except for ER and TME) was observed when comparing unaffected segments of CD patients to controls. In CD, significant correlations between DCE-MRI parameters and biomarkers (CRP, faecal calprotectin) were more frequent in unaffected segments than in affected segments. CONCLUSIONS Significant differences in perfusion parameters were observed between affected and unaffected segments of CD patients and between unaffected segments and those of control subjects. This suggests complex perfusion changes in both unaffected and affected intestinal segments in CD.
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Affiliation(s)
- Sophie Vieujean
- Department of Gastroenterology, CHU Sart-Tilman, University of Liège, Liege, Belgium
| | - Caroline Coibion
- Department of Radiology, CHU Sart-Tilman, University of Liège, Liege, Belgium
| | - Laurence Seidel
- Biostatistics and medico-economic information department, CHU Sart-Tilman, University of Liège, Liege, Belgium
| | - Edouard Louis
- Department of Gastroenterology, CHU Sart-Tilman, University of Liège, Liege, Belgium
| | - Paul Meunier
- Department of Radiology, CHU Sart-Tilman, University of Liège, Liege, Belgium
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Lee S, Choi YH, Cho YJ, Cheon JE, Moon JS, Kang GH, Kim WS. Quantitative evaluation of Crohn's disease using dynamic contrast-enhanced MRI in children and young adults. Eur Radiol 2020; 30:3168-3177. [PMID: 32078012 DOI: 10.1007/s00330-020-06684-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2019] [Revised: 12/25/2019] [Accepted: 01/28/2020] [Indexed: 12/27/2022]
Abstract
OBJECTIVES To evaluate the clinical usefulness of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) in children and young adults with Crohn's disease. METHODS From August 2017 to October 2018, 30 patients with Crohn's disease (21 males and 9 females; mean age 15.1 ± 2.5 years) underwent DCE-MRI with MRI enterography. We assessed the endoscopic finding, pediatric Crohn's disease activity index (PCDAI), C-reactive protein (CRP) level (mg/dL), Crohn's disease MR index (CDMI) score, and the perfusion parameters of DCE-MRI (Ktrans, Kep, and Ve) at the ileocecal region between the inactive and active groups based on the histopathologic status. RESULTS The active Crohn's disease group showed higher PCDAI, CRP, and CDMI scores than the inactive group (22.2 ± 18.8 vs. 6.3 ± 6.4, p = 0.027; 1.32 ± 1.79 vs. 0.10 ± 0.13, p = 0.005; 7.4 ± 3.9 vs. 4.5 ± 3.0, p = 0.047, respectively). The active Crohn's disease group showed a higher Ktrans value than the inactive group (0.31 ± 0.12 vs. 0.16 ± 0.46 min-1, p = 0.002). Endoscopic finding; PCDAI, CRP, and CDMI scores; and Ktrans value were significant parameters in the identification of the active Crohn's disease (p = 0.002, p < 0.001, p = 0.029, p = 0.006, and p < 0.001, respectively). Ktrans value was the most significant value for identifying active Crohn's disease in the multivariate logistic regression analysis (p = 0.013). CONCLUSION Ktrans value could discriminate between inactive and active Crohn's diseases. Ktrans value may have the potential to monitor the pediatric Crohn's disease activity. KEY POINTS • With dynamic contrast-enhanced MRI, we can quantitatively monitor the Crohn's disease status in pediatric patients and provide proper management plans to clinicians. • The Ktransvalue of dynamic contrast-enhanced MRI perfusion parameter, as well as the clinical pediatric Crohn's disease activity index, C-reactive protein level, the endoscopic score, and the Crohn's disease MR index, was higher in the active Crohn's disease than in the inactive group based on the histopathologic status. • The Ktransvalue among the dynamic contrast-enhanced MRI perfusion parameters was the most significant differentiating parameter for the active Crohn's disease from inactive status among those parameters (p = 0.013).
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Affiliation(s)
- Seunghyun Lee
- Department of Radiology, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
| | - Young Hun Choi
- Department of Radiology, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea. .,Department of Radiology, Seoul National University College of Medicine (Baltimore), 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea.
| | - Yeon Jin Cho
- Department of Radiology, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
| | - Jung-Eun Cheon
- Department of Radiology, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea.,Department of Radiology, Seoul National University College of Medicine (Baltimore), 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea.,Institute of Radiation Medicine (Baltimore), Seoul National University Medical Research Center, 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
| | - Jin Soo Moon
- Department of Pediatrics, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
| | - Gyeong Hoon Kang
- Department of Pathology, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
| | - Woo Sun Kim
- Department of Radiology, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea.,Department of Radiology, Seoul National University College of Medicine (Baltimore), 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea.,Institute of Radiation Medicine (Baltimore), Seoul National University Medical Research Center, 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
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Pous S, Frasson M, Jiménez R, Pamiés J, Puchades I, Llavador M, García-Granero E, Nos P. Relevance of dynamic studies with magnetic resonance enterography in Crohn's disease. GASTROENTEROLOGIA Y HEPATOLOGIA 2020; 43:179-187. [PMID: 32089377 DOI: 10.1016/j.gastrohep.2019.11.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/09/2019] [Revised: 10/21/2019] [Accepted: 11/17/2019] [Indexed: 11/16/2022]
Abstract
INTRODUCTION A proper quantification of the inflammatory activity in Crohn's disease (CD) lesions is needed to establish the appropriate management for each patient. The aim of this study is to evaluate the inflammatory activity of affected segments in small bowel lesions using dynamic studies of magnetic resonance enterography (MRE) in patients undergoing surgery, and their correlation with the level of inflammation and histological fibrosis of the surgical piece. METHODS A prospective, consecutive, observational, clinical study was conducted that included all the patients with small bowel CD that underwent surgery in this center between March 2011 and September 2013. Diagnosis was established according to Lennard-Jones criteria and the Montreal classification. All the patients underwent MRE within three months before surgery, using a routine protocol involving Liver Acquisition with Volume Acceleration-Extended Volume (LAVA-XV) sequence for the dynamic studies before intravenous administering of gadolinium and 30, 70, 120, and 420s after administering this. The results allowed the designing of graphics with different uptake patterns. The Chiorean classification was used in the histological analysis, as well as a modified version published previously by this study group. RESULTS A total of 28 patients with 47 lesions were analyzed. There was a significant correlation between both curve patterns, including the modified Chiorean classification (P<0.0001) as well as the level of inflammation (P<0.0001) and fibrosis (P<0.002). Inflammatory patterns of dynamic studies are related to histological findings with 80.9% accuracy (sensitivity=75.7%; specificity=100%). CONCLUSION There is a high correlation between dynamic enhancement studies and the level of inflammatory activity. MRE is a suitable tool to differentiate between inflammatory and fibrotic lesions, making it useful to decide the appropriate management of each patient.
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Affiliation(s)
- Salvador Pous
- Department of General Surgery, Colorectal Unit, La Fe University Hospital, University of Valencia, Spain
| | - Matteo Frasson
- Department of General Surgery, Colorectal Unit, La Fe University Hospital, University of Valencia, Spain
| | - Raquel Jiménez
- Department of General Surgery, Colorectal Unit, La Fe University Hospital, University of Valencia, Spain
| | - José Pamiés
- Department of Radiology, La Fe University Hospital, Spain
| | - Icíar Puchades
- Department of General Surgery, Colorectal Unit, La Fe University Hospital, University of Valencia, Spain
| | | | - Eduardo García-Granero
- Department of General Surgery, Colorectal Unit, La Fe University Hospital, University of Valencia, Spain
| | - Pilar Nos
- Department of Gastroenterology, Inflammatory Bowel Disease Unit, La Fe University Hospital, Spain; CIBEREHD (Networked Biomedical Research Center for Hepatic and Digestive Disease), Spain.
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Gatti M, Allois L, Carisio A, Dianzani C, Garcia Martinez M, Ruggirello I, Varello S, Darvizeh F, Faletti R. Magnetic resonance enterography. MINERVA GASTROENTERO 2019; 65:319-334. [PMID: 31760740 DOI: 10.23736/s1121-421x.19.02639-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Crohn's disease is a condition of chronic inflammation that may involve any part of the gastrointestinal tract, although it more frequently affects the terminal ileum. Longstanding inflammation may lead to several bowel complications including obstruction, stricture, fistula and abscesses which often necessitate surgery. Cross-sectional imaging methods such as computed tomography and magnetic resonance imaging are being utilized more frequently to assess mural and extramural inflammatory bowel disease manifestations. Magnetic resonance enterography (MRE) for assessment of small bowel is optimal because of absence of ionizing radiation, better soft tissue contrast, development of motion-free sequences and high resolution images. A typical protocol includes pre and postcontrast sequences utilizing an enteric contrast agent for adequate bowel distention and an antiperistaltic agent. Overall, MRE allows the evaluation of disease activity, extraenteric complication and response to therapy with a great impact on patient management. In this review we discuss the features of MRE from patient's preparation and exam protocol to pathological findings.
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Affiliation(s)
- Marco Gatti
- Department of Diagnostic and Interventional Radiology, University of Turin, Turin, Italy -
| | - Luca Allois
- Department of Diagnostic and Interventional Radiology, University of Turin, Turin, Italy
| | - Andrea Carisio
- Department of Diagnostic and Interventional Radiology, University of Turin, Turin, Italy
| | - Chiara Dianzani
- Department of Diagnostic and Interventional Radiology, University of Turin, Turin, Italy
| | - Maria Garcia Martinez
- Department of Diagnostic and Interventional Radiology, University of Turin, Turin, Italy
| | - Irene Ruggirello
- Department of Diagnostic and Interventional Radiology, University of Turin, Turin, Italy
| | - Sara Varello
- Department of Diagnostic and Interventional Radiology, University of Turin, Turin, Italy
| | - Fatemeh Darvizeh
- Department of Diagnostic and Interventional Radiology, University of Turin, Turin, Italy
| | - Riccardo Faletti
- Department of Diagnostic and Interventional Radiology, University of Turin, Turin, Italy
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Puylaert CAJ, Tielbeek JAW, Schüffler PJ, Nio CY, Horsthuis K, Mearadji B, Ponsioen CY, Vos FM, Stoker J. Comparison of contrast-enhanced and diffusion-weighted MRI in assessment of the terminal ileum in Crohn's disease patients. Abdom Radiol (NY) 2019; 44:398-405. [PMID: 30109377 DOI: 10.1007/s00261-018-1734-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
PURPOSE The purpose of the study was to compare the performance of contrast-enhanced (CE)-MRI and diffusion-weighted imaging (DW)-MRI in grading Crohn's disease activity of the terminal ileum. METHODS Three readers evaluated CE-MRI, DW-MRI, and their combinations (CE/DW-MRI and DW/CE-MRI, depending on which protocol was used at the start of evaluation). Disease severity grading scores were correlated to the Crohn's Disease Endoscopic Index of Severity (CDEIS). Diagnostic accuracy, severity grading, and levels of confidence were compared between imaging protocols and interobserver agreement was calculated. RESULTS Sixty-one patients were included (30 female, median age 36). Diagnostic accuracy for active disease for CE-MRI, DW-MRI, CE/DW-MRI, and DW/CE-MRI ranged between 0.82 and 0.85, 0.75 and 0.83, 0.79 and 0.84, and 0.74 and 0.82, respectively. Severity grading correlation to CDEIS ranged between 0.70 and 0.74, 0.66 and 0.70, 0.69 and 0.75, and 0.67 and 0.74, respectively. For each reader, CE-MRI values were consistently higher than DW-MRI, albeit not significantly. Confidence levels for all readers were significantly higher for CE-MRI compared to DW-MRI (P < 0.001). Further increased confidence was seen when using combined imaging protocols. CONCLUSIONS There was no significant difference of CE-MRI and DW-MRI in determining disease activity, but the higher confidence levels may favor CE-MRI. DW-MRI is a good alternative in cases with relative contraindications for the use of intravenous contrast medium.
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Khatri G, Coleman J, Leyendecker JR. Magnetic Resonance Enterography for Inflammatory and Noninflammatory Conditions of the Small Bowel. Radiol Clin North Am 2018; 56:671-689. [PMID: 30119767 DOI: 10.1016/j.rcl.2018.04.003] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Magnetic resonance enterography (MRE) is an effective noninvasive tool for evaluation of inflammatory and noninflammatory conditions of the small bowel. MRE allows for repeated evaluation of patients with Crohn disease without exposure to ionizing radiation, and can be used to assess disease status and direct management. MRE also allows evaluation of neoplastic and other nonneoplastic conditions of the small bowel. Adequate patient preparation and acquisition techniques are required for optimal image quality.
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Affiliation(s)
- Gaurav Khatri
- Department of Radiology, University of Texas Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX 75390, USA
| | - Jay Coleman
- Department of Radiology, University of Texas Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX 75390, USA
| | - John R Leyendecker
- Department of Radiology, University of Texas Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX 75390, USA.
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Papież BW, Franklin JM, Heinrich MP, Gleeson FV, Brady M, Schnabel JA. GIFTed Demons: deformable image registration with local structure-preserving regularization using supervoxels for liver applications. J Med Imaging (Bellingham) 2018; 5:024001. [PMID: 29662918 PMCID: PMC5886381 DOI: 10.1117/1.jmi.5.2.024001] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2017] [Accepted: 03/13/2018] [Indexed: 11/14/2022] Open
Abstract
Deformable image registration, a key component of motion correction in medical imaging, needs to be efficient and provides plausible spatial transformations that reliably approximate biological aspects of complex human organ motion. Standard approaches, such as Demons registration, mostly use Gaussian regularization for organ motion, which, though computationally efficient, rule out their application to intrinsically more complex organ motions, such as sliding interfaces. We propose regularization of motion based on supervoxels, which provides an integrated discontinuity preserving prior for motions, such as sliding. More precisely, we replace Gaussian smoothing by fast, structure-preserving, guided filtering to provide efficient, locally adaptive regularization of the estimated displacement field. We illustrate the approach by applying it to estimate sliding motions at lung and liver interfaces on challenging four-dimensional computed tomography (CT) and dynamic contrast-enhanced magnetic resonance imaging datasets. The results show that guided filter-based regularization improves the accuracy of lung and liver motion correction as compared to Gaussian smoothing. Furthermore, our framework achieves state-of-the-art results on a publicly available CT liver dataset.
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Affiliation(s)
- Bartłomiej W Papież
- University of Oxford, Institute of Biomedical Engineering, Department of Engineering Science, Oxford, United Kingdom
| | - James M Franklin
- University of Oxford, Department of Oncology, Oxford, United Kingdom
| | | | - Fergus V Gleeson
- Oxford University Hospitals NHS Trust, Churchill Hospital, Department of Radiology, Oxford, United Kingdom
| | - Michael Brady
- University of Oxford, Department of Oncology, Oxford, United Kingdom
| | - Julia A Schnabel
- University of Oxford, Institute of Biomedical Engineering, Department of Engineering Science, Oxford, United Kingdom.,King's College London, School of Biomedical Engineering and Imaging Sciences, London, United Kingdom
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Li Z, van Vliet LJ, Stoker J, Vos FM. A hybrid optimization strategy for registering images with large local deformations and intensity variations. Int J Comput Assist Radiol Surg 2018; 13:343-351. [PMID: 29290025 DOI: 10.1007/s11548-017-1697-z] [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: 06/29/2017] [Accepted: 12/20/2017] [Indexed: 10/18/2022]
Abstract
PURPOSE To develop a method for intra-patient registration of pre- and post-contrast abdominal MR images with large local deformations and large intensity variations. METHOD A hybrid method is proposed to deal with this problem. It consists of two coupled techniques: (1) descriptor matching (DM) at the original resolution using a discrete optimization strategy to avoid getting trapped in a local minimum; (2) continuous optimization to refine the registration outcome based on autocorrelation of local image structure (ALOST). Our method-called DM-ALOST-has become insensitive to the local uptake of contrast agent by exploiting the mean phase and the phase congruency extracted from the multi-scale monogenic signal. The method was extensively tested on abdominal MR data of 30 patients with Crohn's disease. RESULTS DM-ALOST produced significantly larger mean Dice coefficients than two state-of-the-art methods [Formula: see text]. CONCLUSION Both qualitative and quantitative tests demonstrated improved registration using the proposed method compared to the state-of-the-art. The DM-ALOST method facilitates measurement of corresponding features from different abdominal MR images, which can aid to assess certain diseases, particularly Crohn's disease.
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Affiliation(s)
- Zhang Li
- College of Aerospace Science and Engineering, National University of Defense Technology, Changsha, 410073, China. .,Quantitative Imaging Group, Delft University of Technology, 2628, CJ, Delft, The Netherlands.
| | - Lucas J van Vliet
- Quantitative Imaging Group, Delft University of Technology, 2628, CJ, Delft, The Netherlands
| | - Jaap Stoker
- Department of Radiology, Academic Medical Center, 1100, DD, Amsterdam, The Netherlands
| | - Frans M Vos
- Quantitative Imaging Group, Delft University of Technology, 2628, CJ, Delft, The Netherlands.,Department of Radiology, Academic Medical Center, 1100, DD, Amsterdam, The Netherlands
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Naziroglu RE, Puylaert CAJ, Tielbeek JAW, Makanyanga J, Menys A, Ponsioen CY, Hatzakis H, Taylor SA, Stoker J, van Vliet LJ, Vos FM. Semi-automatic bowel wall thickness measurements on MR enterography in patients with Crohn's disease. Br J Radiol 2017; 90:20160654. [PMID: 28401775 DOI: 10.1259/bjr.20160654] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023] Open
Abstract
OBJECTIVE To evaluate a semi-automatic method for delineation of the bowel wall and measurement of the wall thickness in patients with Crohn's disease. METHODS 53 patients with suspected or proven Crohn's disease were selected. Two radiologists independently supervised the delineation of regions with active Crohn's disease on MRI, yielding manual annotations (Ano1, Ano2). Three observers manually measured the maximal bowel wall thickness of each annotated segment. An active contour segmentation approach semi-automatically delineated the bowel wall. For each active region, two segmentations (Seg1, Seg2) were obtained by independent observers, in which the maximum wall thickness was automatically determined. The overlap between (Seg1, Seg2) was compared with the overlap of (Ano1, Ano2) using Wilcoxon's signed rank test. The corresponding variances were compared using the Brown-Forsythe test. The variance of the semi-automatic thickness measurements was compared with the overall variance of manual measurements through an F-test. Furthermore, the intraclass correlation coefficient (ICC) of semi-automatic thickness measurements was compared with the ICC of manual measurements through a likelihood-ratio test. RESULTS Patient demographics: median age, 30 years; interquartile range, 25-38 years; 33 females. The median overlap of the semi-automatic segmentations (Seg1 vs Seg2: 0.89) was significantly larger than the median overlap of the manual annotations (Ano1 vs Ano2: 0.72); p = 1.4 × 10-5. The variance in overlap of the semi-automatic segmentations was significantly smaller than the variance in overlap of the manual annotations (p = 1.1 × 10-9). The variance of the semi-automated measurements (0.46 mm2) was significantly smaller than the variance of the manual measurements (2.90 mm2, p = 1.1 × 10-7). The ICC of semi-automatic measurement (0.88) was significantly higher than the ICC of manual measurement (0.45); p = 0.005. CONCLUSION The semi-automatic technique facilitates reproducible delineation of regions with active Crohn's disease. The semi-automatic thickness measurement sustains significantly improved interobserver agreement. Advances in knowledge: Automation of bowel wall thickness measurements strongly increases reproducibility of these measurements, which are commonly used in MRI scoring systems of Crohn's disease activity.
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Affiliation(s)
- Robiel E Naziroglu
- 1 Department of Imaging Physics, Delft University of Technology, Delft, Netherlands
| | - Carl A J Puylaert
- 2 Department of Radiology, Academic Medical Center, University of Amsterdam, Amsterdam, Netherlands
| | - Jeroen A W Tielbeek
- 2 Department of Radiology, Academic Medical Center, University of Amsterdam, Amsterdam, Netherlands
| | | | - Alex Menys
- 3 Center for Medical Imaging, University College London, London, UK
| | - Cyriel Y Ponsioen
- 2 Department of Radiology, Academic Medical Center, University of Amsterdam, Amsterdam, Netherlands
| | | | - Stuart A Taylor
- 3 Center for Medical Imaging, University College London, London, UK
| | - Jaap Stoker
- 2 Department of Radiology, Academic Medical Center, University of Amsterdam, Amsterdam, Netherlands
| | - Lucas J van Vliet
- 1 Department of Imaging Physics, Delft University of Technology, Delft, Netherlands
| | - Frans M Vos
- 1 Department of Imaging Physics, Delft University of Technology, Delft, Netherlands.,2 Department of Radiology, Academic Medical Center, University of Amsterdam, Amsterdam, Netherlands
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Magarotto A, Orlando S, Coletta M, Conte D, Fraquelli M, Caprioli F. Evolving roles of cross-sectional imaging in Crohn's disease. Dig Liver Dis 2016; 48:975-983. [PMID: 27338853 DOI: 10.1016/j.dld.2016.05.017] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/29/2016] [Revised: 05/13/2016] [Accepted: 05/21/2016] [Indexed: 12/11/2022]
Abstract
The implementation of cross-sectional imaging techniques for the clinical management of Crohn's disease patients has steadily grown over the recent years, thanks to a series of technological advances, including the evolution of contrast media for magnetic resonance, computed tomography and bowel ultrasound. This has resulted in a continuous improvement of diagnostic accuracy and capability to detect Crohn's disease-related complications. Additionally, a progressive widening of indications for cross-sectional imaging in Crohn's disease has been put forward, thus leading to hypothesize that in the near future imaging techniques can increasingly complement endoscopy in most clinical settings, including the grading of disease activity and the assessment of mucosal healing or Crohn's disease post-surgical recurrence.
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Affiliation(s)
- Andrea Magarotto
- Department of Pathophysiology and Transplantation, Università degli Studi di Milano, Italy
| | - Stefania Orlando
- Department of Pathophysiology and Transplantation, Università degli Studi di Milano, Italy
| | - Marina Coletta
- Department of Pathophysiology and Transplantation, Università degli Studi di Milano, Italy
| | - Dario Conte
- Department of Pathophysiology and Transplantation, Università degli Studi di Milano, Italy; Gastroenterology and Endoscopy Unit, Fondazione IRCCS Ca' Granda, Ospedale Policlinico di Milano, Italy
| | - Mirella Fraquelli
- Gastroenterology and Endoscopy Unit, Fondazione IRCCS Ca' Granda, Ospedale Policlinico di Milano, Italy
| | - Flavio Caprioli
- Department of Pathophysiology and Transplantation, Università degli Studi di Milano, Italy; Gastroenterology and Endoscopy Unit, Fondazione IRCCS Ca' Granda, Ospedale Policlinico di Milano, Italy.
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16
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Khanna R, Nelson SA, Feagan BG, D'Haens G, Sandborn WJ, Zou GY, MacDonald JK, Parker CE, Jairath V, Levesque BG. Endoscopic scoring indices for evaluation of disease activity in Crohn's disease. Cochrane Database Syst Rev 2016; 2016:CD010642. [PMID: 27501379 PMCID: PMC7079710 DOI: 10.1002/14651858.cd010642.pub2] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
BACKGROUND Endoscopic assessment of mucosal disease activity is widely used to determine eligibility and response to therapy in clinical trials of treatment for Crohn's disease. However, the operating properties of the currently available endoscopic indices remain unclear. OBJECTIVES A systematic review was undertaken to evaluate the development and operating characteristics of the Crohn's Disease Endoscopic Index of Severity (CDEIS) and Simple Endoscopic Scale for Crohn's Disease (SES-CD). SEARCH METHODS Electronic searches of the MEDLINE (1966 to December 2015), EMBASE (1980 to December 2015), and Cochrane CENTRAL Register of Controlled Trials (Issue 12, 2015) databases were supplemented by manual reviews of reference listings and conference proceedings (Digestive Disease Week, United European Gastroenterology Week, European Crohn's and Colitis Organization). SELECTION CRITERIA Any study design (e.g. randomized controlled trials, cohort studies, case series) that evaluated either or both the CDEIS or SES-CD in patients with Crohn's disease was considered for inclusion. Eligible participants were adult patients (> 16 years), diagnosed with Crohn's disease using conventional clinical, radiographic, and endoscopic criteria. DATA COLLECTION AND ANALYSIS Two authors (RK, JKM) independently reviewed the titles and abstracts of the studies identified from the literature search. The full texts of potentially relevant citations were reviewed for inclusion and the study investigators were contacted to clarify any unclear data. Any disagreements were resolved by discussion and consensus with a third author. A standardized form was used to assess eligibility of trials for inclusion in the study and for data extraction.Two authors independently extracted and recorded data (RK, SAN). The number of patients enrolled; number of patients per treatment arm; patient characteristics including age and gender distribution; endoscopic index; and outcomes such as intra-rater reliability, inter-rater reliability responsiveness, validity, feasibility, construct validity, and criterion validity were recorded for each trial. MAIN RESULTS Forty-three reports of 30 studies fulfilled the inclusion criteria.For the SES-CD, inter-rater reliability was assessed in four studies. In the development study for the SES-CD (Daperno 2004), the overall ICC (0.9815, 95% CI 0.9705 to 0.9884) and the kappa for the regions is high; however the paired raters were in the same room which introduces the potential for bias.For the CDEIS, inter-rater reliability was assessed in six studies. Daperno 2014 reported that the ICC for the CDEIS was 0.985 (95% CI 0.939-1.000) for average measures of video score and was 0.835 (95% CI 0.540-0.995) for single measures of video score.With respect to validity, correlation between the CDEIS and clinical measures, including C-reactive protein (CRP) and erythrocyte sedimentation rate (ESR), was also reported. The estimates of correlation with CRP were r = 0.521 (Sipponen 2010b), r = 0.553 (Sipponen 2008a) and r = 0.608 (Sipponen 2008c). For the SES-CD, the corresponding values for correlation with CRP ranged from r = 0.46 (Jones 2008) to r = 0.68 (Green 2011).Responsiveness data for the CDEIS were available in nine studies. Seven studies demonstrated statistically significant decreases in the CDEIS score after administration of a treatment of known efficacy. Minimal responsiveness data were available for the SES-CD. Sipponen 2010a and Sipponen 2010b demonstrated statistically significant changes in the SES-CD score after subjects were administered a treatment of known efficacy.No studies were identified that explicitly evaluated the feasibility for either the SES-CD or the CDEIS. The SES-CD requires fewer calculations and may therefore be easier to use than the CDEIS. AUTHORS' CONCLUSIONS Although they are used in clinical trials, the CDEIS and SES-CD remain incompletely validated. Future research is required to determine the operating properties and to define the optimal index.
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Affiliation(s)
- Reena Khanna
- University of Western OntarioDepartment of MedicineLondonONCanada
- Robarts Clinical TrialsLondonONCanada
| | | | - Brian G Feagan
- University of Western OntarioDepartment of MedicineLondonONCanada
- Robarts Clinical TrialsLondonONCanada
- Robarts Clinical TrialsCochrane IBD Group100 Dundas Street, Suite 200LondonONCanadaN6A 5B6
- University of Western OntarioDepartment of Epidemiology and BiostatisticsLondonONCanada
| | - Geert D'Haens
- Academic Medical CenterMeibergdreef 9 ‐ C2‐112AmsterdamNetherlands1105 AZ
- Robarts Clinical TrialsAmsterdamNetherlands
| | - William J Sandborn
- Robarts Clinical TrialsSan DiegoCAUSA
- University of California San DiegoDivision of GastroenterologyLa JollaCAUSA
| | - GY Zou
- Robarts Clinical TrialsLondonONCanada
- University of Western OntarioDepartment of Epidemiology and BiostatisticsLondonONCanada
| | - John K MacDonald
- University of Western OntarioDepartment of MedicineLondonONCanada
- Robarts Clinical TrialsCochrane IBD Group100 Dundas Street, Suite 200LondonONCanadaN6A 5B6
| | | | - Vipul Jairath
- University of Western OntarioDepartment of MedicineLondonONCanada
- Robarts Clinical TrialsLondonONCanada
- University of Western OntarioDepartment of Epidemiology and BiostatisticsLondonONCanada
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Li Z, Mahapatra D, Tielbeek JAW, Stoker J, van Vliet LJ, Vos FM. Image Registration Based on Autocorrelation of Local Structure. IEEE TRANSACTIONS ON MEDICAL IMAGING 2016; 35:63-75. [PMID: 26186771 DOI: 10.1109/tmi.2015.2455416] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
Registration of images in the presence of intra-image signal fluctuations is a challenging task. The definition of an appropriate objective function measuring the similarity between the images is crucial for accurate registration. This paper introduces an objective function that embeds local phase features derived from the monogenic signal in the modality independent neighborhood descriptor (MIND). The image similarity relies on the autocorrelation of local structure (ALOST) which has two important properties: 1) low sensitivity to space-variant intensity distortions (e.g., differences in contrast enhancement in MRI); 2) high distinctiveness for 'salient' image features such as edges. The ALOST method is quantitatively compared to the MIND approach based on three different datasets: thoracic CT images, synthetic and real abdominal MR images. The proposed method outperformed the NMI and MIND similarity measures on these three datasets. The registration of dynamic contrast enhanced and post-contrast MR images of patients with Crohn's disease led to relative contrast enhancement measures with the highest correlation (r=0.56) to the Crohn's disease endoscopic index of severity.
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18
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The Role of MR Enterography in Assessing Crohn's Disease Activity and Treatment Response. Gastroenterol Res Pract 2015; 2016:8168695. [PMID: 26819611 PMCID: PMC4706951 DOI: 10.1155/2016/8168695] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/07/2015] [Revised: 06/23/2015] [Accepted: 08/27/2015] [Indexed: 12/17/2022] Open
Abstract
MR enterography (MRE) has become the primary imaging modality in the assessment of Crohn's disease (CD) in both children and adults at many institutions in the United States and worldwide, primarily due to its noninvasiveness, superior soft tissue contrast, and lack of ionizing radiation. MRE technique includes distention of the small bowel with oral contrast media with the acquisition of T2-weighted, balanced steady-state free precession, and multiphase T1-weighted fat suppressed gadolinium contrast-enhanced sequences. With the introduction of molecule-targeted biologic agents into the clinical setting for CD and their potential to reverse the inflammatory process, MRE is increasingly utilized to evaluate disease activity and response to therapy as an imaging complement to clinical indices or optical endoscopy. New and emerging MRE techniques, such as diffusion-weighted imaging (DWI), magnetization transfer, ultrasmall superparamagnetic iron oxide- (USPIO-) enhanced MRI, and PET-MR, offer the potential for an expanded role of MRI in detecting occult disease activity, evaluating early treatment response/resistance, and differentiating inflammatory from fibrotic strictures. Familiarity with MR enterography is essential for radiologists and gastroenterologists as the technique evolves and is further incorporated into the clinical management of CD.
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Murphy D, Smyth A, McEvoy S, Gibson D, Doherty G, Malone D. Subclassification of small bowel Crohn's disease using magnetic resonance enterography: a review using evidence-based medicine methodology. Clin Radiol 2015; 70:1336-43. [DOI: 10.1016/j.crad.2015.07.008] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2015] [Revised: 07/16/2015] [Accepted: 07/28/2015] [Indexed: 02/06/2023]
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20
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Role of dynamic contrast enhanced MR perfusion in differentiation between benign and malignant tumors. THE EGYPTIAN JOURNAL OF RADIOLOGY AND NUCLEAR MEDICINE 2015. [DOI: 10.1016/j.ejrnm.2015.01.001] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
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High Spatiotemporal Resolution Dynamic Contrast-Enhanced MR Enterography in Crohn Disease Terminal Ileitis Using Continuous Golden-Angle Radial Sampling, Compressed Sensing, and Parallel Imaging. AJR Am J Roentgenol 2015; 204:W663-9. [PMID: 26001254 DOI: 10.2214/ajr.14.13674] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
OBJECTIVE The purpose of this article was to assess the feasibility of golden-angle radial acquisition with compress sensing reconstruction (Golden-angle RAdial Sparse Parallel [GRASP]) for acquiring high temporal resolution data for pharmacokinetic modeling while maintaining high image quality in patients with Crohn disease terminal ileitis. MATERIALS AND METHODS Fourteen patients with biopsy-proven Crohn terminal ileitis were scanned using both contrast-enhanced GRASP and Cartesian breath-hold (volume-interpolated breath-hold examination [VIBE]) acquisitions. GRASP data were reconstructed with 2.4-second temporal resolution and fitted to the generalized kinetic model using an individualized arterial input function to derive the volume transfer coefficient (K(trans)) and interstitial volume (v(e)). Reconstructions, including data from the entire GRASP acquisition and Cartesian VIBE acquisitions, were rated for image quality, artifact, and detection of typical Crohn ileitis features. RESULTS Inflamed loops of ileum had significantly higher K(trans) (3.36 ± 2.49 vs 0.86 ± 0.49 min(-1), p < 0.005) and v(e) (0.53 ± 0.15 vs 0.20 ± 0.11, p < 0.005) compared with normal bowel loops. There were no significant differences between GRASP and Cartesian VIBE for overall image quality (p = 0.180) or detection of Crohn ileitis features, although streak artifact was worse with the GRASP acquisition (p = 0.001). CONCLUSION High temporal resolution data for pharmacokinetic modeling and high spatial resolution data for morphologic image analysis can be achieved in the same acquisition using GRASP.
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22
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Li Y, Hauenstein K. New Imaging Techniques in the Diagnosis of Inflammatory Bowel Diseases. VISZERALMEDIZIN 2015; 31:227-34. [PMID: 26557830 PMCID: PMC4608604 DOI: 10.1159/000435864] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Background Cross-sectional imaging modalities are fundamental in the management of patients with inflammatory bowel disease (IBD) from the first diagnosis and throughout the entire course of the disease. Over the past few years, the use of magnetic resonance (MR) imaging (MRI) has considerably increased, and no other imaging modality has experienced as advanced a development as MRI. Methods A comprehensive literature search (PubMed/Medline) using keywords such as ‘MR enterography’, ‘imaging modalities’, ‘IBD’, and ‘Crohn's disease’ was performed. 48 articles published between 1999 and 2015 were systematically reviewed. In this article, besides the current standard MRI techniques, we review novel and implementable for routine use MR techniques. The use of positron emission tomography/computed tomography (PET/CT) and hybrid imaging such as PET/MRI with enormous potential will also be briefly discussed. Results New imaging techniques such as diffusion-weighted imaging, dynamic contrast-enhanced MR perfusion, and MR motility imaging yield advanced findings about changes in the microenvironment and alterations in motility of the affected bowel segment, and are proven to improve the diagnostic accuracy in assessing the scale, activity level, and severity of the IBD. Novel magnetization transfer imaging allows direct visualization of fibrosis in the bowel wall. Conclusion Diffusion-weighted imaging can be easily implemented in standard MRI for routine use to further enhance the diagnostic accuracy in disease assessment. For validation of magnetization transfer imaging, larger studies are warranted.
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Affiliation(s)
- Yan Li
- Institute of Diagnostic and Interventional Radiology, University Medicine Rostock, Rostock, Germany
| | - Karlheinz Hauenstein
- Institute of Diagnostic and Interventional Radiology, University Medicine Rostock, Rostock, Germany
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Watson TA, Olsen ØE. Fusion and subtraction post-processing in body MRI. Pediatr Radiol 2015; 45:273-82. [PMID: 25179564 DOI: 10.1007/s00247-014-3129-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/19/2014] [Revised: 05/19/2014] [Accepted: 07/15/2014] [Indexed: 11/28/2022]
Abstract
Interpreting complex paediatric body MRI studies requires the integration of information from multiple sequences. Image processing software, some freely available, allows the radiologist to use simple and rapid post-processing techniques that may aid diagnosis. We demonstrate the use of fusion and subtraction post-processing techniques with examples from four areas of application: enterography, oncological imaging, musculoskeletal imaging and MR fistulography.
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Affiliation(s)
- Tom A Watson
- Department of Radiology, Great Ormond Street Hospital for Children NHS Foundation Trust, Great Ormond Street, London, WC1N 3JH, UK,
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24
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Church PC, Turner D, Feldman BM, Walters TD, Greer ML, Amitai MM, Griffiths AM. Systematic review with meta-analysis: magnetic resonance enterography signs for the detection of inflammation and intestinal damage in Crohn's disease. Aliment Pharmacol Ther 2015; 41:153-66. [PMID: 25403954 DOI: 10.1111/apt.13024] [Citation(s) in RCA: 60] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/02/2014] [Revised: 09/24/2014] [Accepted: 10/22/2014] [Indexed: 12/31/2022]
Abstract
BACKGROUND In the treatment of Crohn's disease (CD), mucosal healing has become a major goal, with the hope of avoiding intestinal damage from chronic inflammation. Magnetic resonance enterography (MRE) has emerged as a non-invasive means of monitoring inflammation and damage. AIMS As part of the development of MRE-based multi-item measures of inflammation and damage for paediatric studies, we carried out a systematic review and meta-analysis to identify MRE variables used to describe these two distinct concepts. METHODS 2501 studies of MRI and CD were identified. Studies written in any language reporting individual MRE signs for patients diagnosed with CD were included. Two-hundred-and-forty-four studies were fully reviewed and 62 were included (inflammation, n = 51; damage, n = 24). Sensitivity, specificity and associated confidence intervals were calculated, and hierarchical summary ROC curves were constructed for each MRE sign. RESULTS A total of 22 MRE signs were used to reflect inflammation, and 9 to reflect damage. Diagnostic accuracy of MRE signs of inflammation and damage was heterogeneous; however, wall enhancement, mucosal lesions and wall T2 hyperintensity were the most consistently useful for inflammation (most sensitivities >80% and specificities >90%), and detection of abscess and fistula were most consistently useful for damage (most sensitivities >90%, specificities >95%). CONCLUSIONS Identifying the best MRE variables to reflect inflammation and damage will maximise the utility of this rapidly emerging technique and is the first stage of constructing MRE-based indices for evaluating inflammation and intestinal damage.
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Affiliation(s)
- P C Church
- Division of Gastroenterology, Hepatology & Nutrition, The Hospital for Sick Children, Department of Paediatrics, University of Toronto, Toronto, Canada; Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Canada
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Yacoub JH, Oto A. Diagnostics: The Future. CROHN’S DISEASE 2015:131-146. [DOI: 10.1007/978-3-319-14181-7_9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2025]
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Li Z, Tielbeek JAW, Caan MWA, Puylaert CAJ, Ziech MLW, Nio CY, Stoker J, van Vliet LJ, Vos FM. Expiration-phase template-based motion correction of free-breathing abdominal dynamic contrast enhanced MRI. IEEE Trans Biomed Eng 2014; 62:1215-1225. [PMID: 25546851 DOI: 10.1109/tbme.2014.2385307] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
This paper studies a novel method to compensate for respiratory and peristaltic motions in abdominal dynamic contrast enhanced magnetic resonance imaging. The method consists of two steps: 1) expiration-phase "template" construction and retrospective gating of the data to the template; and 2) nonrigid registration of the gated volumes. Landmarks annotated by three experts were used to directly assess the registration performance. A tri-exponential function fit to time intensity curves from regions of interest was used to indirectly assess the performance. One of the parameters of the tri-exponential fit was used to quantify the contrast enhancement. Our method achieved a mean target registration error (MTRE) of 2.12, 2.27, and 2.33 mm with respect to annotations by expert, which was close to the average interobserver variability (2.07 mm). A state-of-the-art registration method achieved an MTRE of 2.83-3.10 mm. The correlation coefficient of the contrast enhancement parameter to the Crohn's disease endoscopic index of Severity (r = 0.60, p = 0.004) was higher than the correlation coefficient for the relative contrast enhancement measurements values of two observers ( r(Observer 1) = 0.29, p = 0.2; r(Observer 2) = 0.45, p = 0.04). Direct and indirect assessments show that the expiration-based gating and a nonrigid registration approach effectively corrects for respiratory motion and peristalsis. The method facilitates improved enhancement measurement in the bowel wall in patients with Crohn's disease.
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Affiliation(s)
- Zhang Li
- Quantitative Imaging Group, Delft University of Technology, Delft, The Netherlands
| | | | | | | | | | - Chung Y Nio
- Department of Radiology, Academic Medical Center
| | - Jaap Stoker
- Department of Radiology, Academic Medical Center
| | | | - Frans M Vos
- Quantitative Imaging Group, Delft University of Technology
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Accuracy of abdominal ultrasound and MRI for detection of Crohn disease and ulcerative colitis in children. Pediatr Radiol 2014; 44:1370-8. [PMID: 24903659 DOI: 10.1007/s00247-014-3010-4] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/24/2013] [Revised: 03/09/2014] [Accepted: 04/21/2014] [Indexed: 12/21/2022]
Abstract
BACKGROUND Endoscopy is currently the primary diagnostic technique for inflammatory bowel disease (IBD) in children. OBJECTIVE To assess the accuracy of US and dynamic contrast-enhanced MRI for diagnosing inflammatory bowel disease and for distinguishing Crohn disease and ulcerative colitis in comparison to a reference standard. MATERIALS AND METHODS Consecutive children with suspected IBD underwent diagnostic workup including ileocolonoscopy and upper gastrointestinal endoscopy as the reference standard, abdominal US, and MR enterography and colonography at 3 T. The protocol included a dynamic contrast-enhanced 3-D sequence. Sensitivity, specificity and kappa values were calculated for one ultrasonographer and two MRI observers. RESULTS We included 28 children (15 boys) with mean age 14 years (range 10-17 years). The diagnosis was IBD in 23 children (72%), including 12 with Crohn disease, 10 with ulcerative colitis and 1 with indeterminate colitis. For the diagnosis of inflammatory bowel disease the sensitivity was 55% for US and 57% (both observers) for MR entero- and colonography, and the specificity was 100% for US and 100% (observer 1) and 75% (observer 2) for MR entero- and colonography. Combined MRI and US had sensitivity and specificity of 70% and 100% (observer 1) and 74% and 80% (observer 2), respectively. With the addition of a dynamic contrast-enhanced MR sequence, the sensitivity increased to 83% and 87%. US and MRI could only distinguish between Crohn disease and ulcerative colitis when terminal ileum lesions were present. CONCLUSION US and MR entero- and colonography have a high accuracy for diagnosing inflammatory bowel disease in children but cannot be used to distinguish Crohn disease and ulcerative colitis.
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Abstract
Functional imaging techniques enable physiological information to be derived, which, combined with high-resolution anatomical imaging, has the potential to improve the management of patients with intestinal disease. Two of the common pathologies where imaging has a substantial role in depicting disease extent, in staging disease, and assessing therapeutic response and/or disease relapse are cancer and inflammatory bowel disease. In these scenarios, functional imaging may augment assessment of disease activity, therapeutic response/non-response, as well as disease relapse by indicating physiological changes as a result of tumor, inflammation, or fibrosis.
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Yacoub JH, Oto A. New Magnetic Resonance Imaging Modalities for Crohn Disease. Magn Reson Imaging Clin N Am 2014; 22:35-50. [DOI: 10.1016/j.mric.2013.07.005] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
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Grading Crohn disease activity with MRI: interobserver variability of MRI features, MRI scoring of severity, and correlation with Crohn disease endoscopic index of severity. AJR Am J Roentgenol 2014; 201:1220-8. [PMID: 24261360 DOI: 10.2214/ajr.12.10341] [Citation(s) in RCA: 89] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
OBJECTIVE The purpose of this article is to assess the interobserver variability for scoring MRI features of Crohn disease activity and to correlate two MRI scoring systems to the Crohn disease endoscopic index of severity (CDEIS). MATERIALS AND METHODS Thirty-three consecutive patients with Crohn disease undergoing 3-T MRI examinations (T1-weighted with IV contrast medium administration and T2-weighted sequences) and ileocolonoscopy within 1 month were independently evaluated by four readers. Seventeen MRI features were recorded in 143 bowel segments and were used to calculate the MR index of activity and the Crohn disease MRI index (CDMI) score. Multirater analysis was performed for all features and scoring systems using intraclass correlation coefficient (icc) and kappa statistic. Scoring systems were compared with ileocolonoscopy with CDEIS using Spearman rank correlation. RESULTS Thirty patients (median age, 32 years; 21 women and nine men) were included. MRI features showed fair-to-good interobserver variability (intraclass correlation coefficient or kappa varied from 0.30 to 0.69). Wall thickness in millimeters, presence of edema, enhancement pattern, and length of the disease in each segment showed a good interobserver variability between all readers (icc = 0.69, κ = 0.66, κ = 0.62, and κ = 0.62, respectively). The MR index of activity and CDMI scores showed good reproducibility (icc = 0.74 and icc = 0.78, respectively) and moderate CDEIS correlation (r = 0.51 and r = 0.59, respectively). CONCLUSION The reproducibility of individual MRI features overall is fair to good, with good reproducibility for the most commonly used features. When combined into the MR index of activity and CDMI score, overall reproducibility is good. Both scores show moderate agreement with CDEIS.
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Hamy V, Dikaios N, Punwani S, Melbourne A, Latifoltojar A, Makanyanga J, Chouhan M, Helbren E, Menys A, Taylor S, Atkinson D. Respiratory motion correction in dynamic MRI using robust data decomposition registration - application to DCE-MRI. Med Image Anal 2013; 18:301-13. [PMID: 24322575 DOI: 10.1016/j.media.2013.10.016] [Citation(s) in RCA: 83] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2013] [Revised: 10/22/2013] [Accepted: 10/31/2013] [Indexed: 12/25/2022]
Abstract
Motion correction in Dynamic Contrast Enhanced (DCE-) MRI is challenging because rapid intensity changes can compromise common (intensity based) registration algorithms. In this study we introduce a novel registration technique based on robust principal component analysis (RPCA) to decompose a given time-series into a low rank and a sparse component. This allows robust separation of motion components that can be registered, from intensity variations that are left unchanged. This Robust Data Decomposition Registration (RDDR) is demonstrated on both simulated and a wide range of clinical data. Robustness to different types of motion and breathing choices during acquisition is demonstrated for a variety of imaged organs including liver, small bowel and prostate. The analysis of clinically relevant regions of interest showed both a decrease of error (15-62% reduction following registration) in tissue time-intensity curves and improved areas under the curve (AUC60) at early enhancement.
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Affiliation(s)
- Valentin Hamy
- Centre for Medical Imaging, University College London, 250 Euston Road, NW1 2PG London, UK.
| | - Nikolaos Dikaios
- Centre for Medical Imaging, University College London, 250 Euston Road, NW1 2PG London, UK
| | - Shonit Punwani
- Centre for Medical Imaging, University College London, 250 Euston Road, NW1 2PG London, UK
| | - Andrew Melbourne
- Centre for Medical Image Computing, University College London, Gower Street, WC1E 6BT London, UK
| | - Arash Latifoltojar
- Centre for Medical Imaging, University College London, 250 Euston Road, NW1 2PG London, UK
| | - Jesica Makanyanga
- Centre for Medical Imaging, University College London, 250 Euston Road, NW1 2PG London, UK
| | - Manil Chouhan
- Centre for Medical Imaging, University College London, 250 Euston Road, NW1 2PG London, UK
| | - Emma Helbren
- Centre for Medical Imaging, University College London, 250 Euston Road, NW1 2PG London, UK
| | - Alex Menys
- Centre for Medical Imaging, University College London, 250 Euston Road, NW1 2PG London, UK
| | - Stuart Taylor
- Centre for Medical Imaging, University College London, 250 Euston Road, NW1 2PG London, UK
| | - David Atkinson
- Centre for Medical Imaging, University College London, 250 Euston Road, NW1 2PG London, UK
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Current and future role of MR enterography in the management of Crohn disease. AJR Am J Roentgenol 2013; 201:56-64. [PMID: 23789658 DOI: 10.2214/ajr.12.10406] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
OBJECTIVE The purpose of this article is to explore the future role of MRI in assessing the global disease burden of Crohn disease and monitoring treatment response. CONCLUSION MR enterography is increasingly used to evaluate disease activity in Crohn disease, and scoring methods have been validated. Current MRI protocols may be extended to allow the assessment of inflammation and fibrosis.
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Tielbeek JAW, Ziech MLW, Li Z, Lavini C, Bipat S, Bemelman WA, Roelofs JJTH, Ponsioen CY, Vos FM, Stoker J. Evaluation of conventional, dynamic contrast enhanced and diffusion weighted MRI for quantitative Crohn's disease assessment with histopathology of surgical specimens. Eur Radiol 2013; 24:619-29. [PMID: 24037299 DOI: 10.1007/s00330-013-3015-7] [Citation(s) in RCA: 158] [Impact Index Per Article: 13.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2013] [Accepted: 08/25/2013] [Indexed: 02/06/2023]
Abstract
OBJECTIVES To prospectively compare conventional MRI sequences, dynamic contrast enhanced (DCE) MRI and diffusion weighted imaging (DWI) with histopathology of surgical specimens in Crohn's disease. METHODS 3-T MR enterography was performed in consecutive Crohn's disease patients scheduled for surgery within 4 weeks. One to four sections of interest per patient were chosen for analysis. Evaluated parameters included mural thickness, T1 ratio, T2 ratio; on DCE-MRI maximum enhancement (ME), initial slope of increase (ISI), time-to-peak (TTP); and on DWI apparent diffusion coefficient (ADC). These were compared with location-matched histopathological grading of inflammation (AIS) and fibrosis (FS) using Spearman correlation, Kruskal-Wallis and Chi-squared tests. RESULTS Twenty patients (mean age 38 years, 12 female) were included and 50 sections (35 terminal ileum, 11 ascending colon, 2 transverse colon, 2 descending colon) were matched to AIS and FS. Mural thickness, T1 ratio, T2 ratio, ME and ISI correlated significantly with AIS, with moderate correlation (r = 0.634, 0.392, 0.485, 0.509, 0.525, respectively; all P < 0.05). Mural thickness, T1 ratio, T2 ratio, ME, ISI and ADC correlated significantly with FS (all P < 0.05). CONCLUSIONS Quantitative parameters from conventional, DCE-MRI and DWI sequences correlate with histopathological scores of surgical specimens. DCE-MRI and DWI parameters provide additional information. KEY POINTS • Conventional MR enterography can be used to assess Crohn's disease activity. • Several MRI parameters correlate with inflammation and fibrosis scores from histopathology. • Dynamic contrast enhanced imaging and diffusion weighted imaging give additional information. • Quantitative MRI parameters can be used as biomarkers to evaluate Crohn's disease activity.
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Affiliation(s)
- Jeroen A W Tielbeek
- Academic Medical Center, Department of Radiology, University of Amsterdam, Meibergdreef 9, 1105AZ, Amsterdam, The Netherlands,
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Abstract
BACKGROUND Tumor necrosis factor (TNF) antagonists can induce mucosal healing in patients with Crohn's disease (CD), but the effects on transmural inflammation and stenotic lesions are largely unknown. METHODS We performed a retrospective study in 50 patients (54% female, median age 37 yr) with CD who had undergone serial magnetic resonance imaging (MRI) examinations while receiving infliximab or adalimumab. Patients were grouped as clinical responders or nonresponders based on physician's assessment, laboratory, and endoscopic appearance. MRI scoring was performed by 2 radiologists in consensus blinded to clinical data using a validated MRI scoring system. In total, 64 lesions on MRI were identified for analysis. Analyses were performed using paired t test and Wilcoxon rank test. RESULTS During anti-TNF treatment, MRI inflammation scores improved in 29 of 64 lesions (45.3%), remained unchanged in 18 of 64 lesions (28.1%), or deteriorated in 17 of 64 lesions (26.6%) over time. In the anti-TNF responder group, the mean intestinal inflammation score of all lesions improved from 5.19 to 3.12 (P < 0.0001). The mean inflammation scores in stenotic lesions in anti-TNF responders also improved significantly, from 6.33 to 4.58 (P = 0.01). In contrast, the mean inflammation scores did not change significantly (5.55-5.92, P = 0.49) in nonresponders. Diagnostic accuracy of anti-TNF response on MRI was 68%. CONCLUSIONS Improved inflammatory activity on serial MRI scans was observed in patients with clinical response to medical therapy with anti-TNF agents in luminal CD. MRI can be used as a complementary approach to measure transmural inflammation in patients with CD and guide the optimal use of TNF antagonists in daily clinical practice.
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