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Eidler P, Kopylov U, Ukashi O. Capsule Endoscopy in Inflammatory Bowel Disease: Evolving Role and Recent Advances. Gastrointest Endosc Clin N Am 2025; 35:73-102. [PMID: 39510694 DOI: 10.1016/j.giec.2024.07.002] [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: 11/15/2024]
Abstract
Capsule endoscopy has been proven as an efficient and accurate tool in the diagnosing and monitoring patients with inflammatory bowel disease, especially Crohn's disease (CD). The current European Crohn's and Colitis Organization guidelines recommend small bowel disease assessment in newly diagnosed CD, wherein small bowel capsule endoscopy (SBCE) is of prime importance. SBCE plays an essential role in assessing mucosal healing in patients with CD, serving as a monitoring tool in a treat to target strategy, and is capable of identifying high-risk patients for future flares.
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Affiliation(s)
- Pinhas Eidler
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Ramat Gan 52621, Israel
| | - Uri Kopylov
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Ramat Gan 52621, Israel; Faculty of Medical and Health Sciences, Tel-Aviv University, Ramat Aviv, Tel Aviv 69978, Israel
| | - Offir Ukashi
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Ramat Gan 52621, Israel; Faculty of Medical and Health Sciences, Tel-Aviv University, Ramat Aviv, Tel Aviv 69978, Israel.
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Albshesh A, Abend A, Yehuda RM, Mahajna H, Ungar B, Ben-Horin S, Kopylov U, Carter D. Intestinal ultrasound accurately predicts future therapy failure in Crohn's disease patients in a biologics-induced remission. Eur J Gastroenterol Hepatol 2024:00042737-990000000-00432. [PMID: 39514257 DOI: 10.1097/meg.0000000000002883] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2024]
Abstract
BACKGROUND Intestinal ultrasound (IUS) is used to assess disease activity, complications, and treatment follow-up in Crohn's disease (CD). Less is known about the association of disease activity on IUS with the risk of future disease relapse during biologically sustained clinical remission in CD. AIM The study aimed to investigate the association between IUS activity parameters and subsequent therapy failure in asymptomatic biologically treated patients with CD. METHODS A retrospective cohort study examined the association between IUS parameters and forthcoming therapy failure (drug discontinuation, dose escalation, corticosteroid use, hospitalization, or surgery) in CD patients on biological therapy in remission. RESULTS A total of 57 patients with ileal (65%) or ileocolonic (35%) CD on biological therapy were included in the study. Therapy failure occurred in 50.8% [defined as need for dose escalation (31%), drug discontinuation (51.7%), steroid use (10.5%), and hospitalization (6.8%)] during a median follow-up of 5 (SD + 9.5) months after IUS. On univariate analysis, a bowel wall thickness (BWT) of 2.5 vs. 4 mm (P = 0.005), the existence of an enlarged lymph node (P = 0.02), and the loss of bowel wall stratification (P = 0.01) were correlated with therapy failure. On multivariable analysis, only BWT ≥ 4 mm was associated with the risk of future treatment failure (hazard ratio, 3.7; 95% confidence interval, 0.6-15; P = 0.02). CONCLUSION Our findings suggest that BWT ≥4 mm during clinical remission is associated with subsequent treatment failure in patients with CD treated with biologics. Our results support the use of IUS for monitoring CD during remission and may point to a novel threshold for predicting disease reactivation.
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Affiliation(s)
- Ahmad Albshesh
- Department of Gastroenterology, Sheba Medical Center Israel, Tel Hashomer
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv
| | - Alon Abend
- Department of Internal Medicine F, Sheba Medical Center Israel, Tel Hashomer, Israel
| | | | - Hussein Mahajna
- Department of Gastroenterology, Sheba Medical Center Israel, Tel Hashomer
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv
| | - Bella Ungar
- Department of Gastroenterology, Sheba Medical Center Israel, Tel Hashomer
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv
| | - Shomron Ben-Horin
- Department of Gastroenterology, Sheba Medical Center Israel, Tel Hashomer
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv
| | - Uri Kopylov
- Department of Gastroenterology, Sheba Medical Center Israel, Tel Hashomer
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv
| | - Dan Carter
- Department of Gastroenterology, Sheba Medical Center Israel, Tel Hashomer
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv
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Ukashi O, Lahat A, Ungar B, Levy H, Finkel O, Eidler P, Ben-Horin S, Eliakim R, Kopylov U. Pan-Enteric Crohn's Capsule [Eliakim] Score Reliability and Responsiveness to Change in Active Crohn's Disease. J Crohns Colitis 2024; 18:1622-1630. [PMID: 38721918 DOI: 10.1093/ecco-jcc/jjae068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/21/2024] [Revised: 04/10/2024] [Accepted: 05/02/2024] [Indexed: 10/17/2024]
Abstract
BACKGROUND AND AIMS Pan-enteric capsule endoscopy (PillCam Crohn's capsule [PCC]) is a useful tool in diagnosing and monitoring Crohn's disease [CD]. Eliakim score [ES] reliability and its strong correlation to Lewis score [LS] and to inflammatory biomarkers have been previously demonstrated using PCC in quiescent CD. We aimed to examine ES performance in active CD and its responsiveness to clinical/biochemical change over time. METHODS Patients with CD who have started biologics were included, and were prospectively followed based on clinical visits, biomarkers, and PCC at baseline, after 14 and 52 weeks. Crohn's disease activity index [CDAI], C-reactive protein [CRP], and faecal calprotectin [FC] levels were determined, and LS and ES were calculated [independently reviewed by two experienced readers]. Inter-class classification [ICC], Spearman's baseline correlation, and repeated-measures correlation [RMC] analyses were performed. RESULTS Seventy-four patients were included (age: 30.5 [range 23.3-45.0] years old, male 50%). In total, 142 PCCs were read [baseline, 62; week 14, 58; week 52, 22]. Inter-rater agreement was high for both LS and ES (ICC: 0.872 [p < 0.001] and 0.925 [<0.001], respectively). Baseline correlations between FC&ES [r = 0.509 [p < 0.001]) and FC&LS (r = 0.467 [p < 0.001]) were comparable [p = 0.56]. RMCs between the inflammatory biomarkers and ES were higher than between the former and LS (Reader 1: CRP r = 0.306 vs r = 0.138 [p = 0.057], FC r = 0.479 vs r = 0.297 [p = 0.034]; Reader 2 CRP r = 0.376 vs r = 0.204 [p = 0.035], FC r = 0.549 vs r = 0.412 [p = 0.075]). Moreover, ES was better correlated to CDAI than LS [p = 0.036]. CONCLUSIONS ES is a reliable scoring system in assessing pan-enteric mucosal inflammation in active CD, and might have a better responsiveness to clinical/biochemical change over time compared to LS.
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Affiliation(s)
- Offir Ukashi
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Ramat Gan, Israel
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel Aviv, Israel
| | - Adi Lahat
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Ramat Gan, Israel
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel Aviv, Israel
| | - Bella Ungar
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Ramat Gan, Israel
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel Aviv, Israel
| | - Hadar Levy
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Ramat Gan, Israel
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel Aviv, Israel
| | - Orel Finkel
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Ramat Gan, Israel
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel Aviv, Israel
| | - Pinhas Eidler
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Ramat Gan, Israel
| | - Shomron Ben-Horin
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Ramat Gan, Israel
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel Aviv, Israel
| | - Rami Eliakim
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Ramat Gan, Israel
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel Aviv, Israel
| | - Uri Kopylov
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Ramat Gan, Israel
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel Aviv, Israel
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Ukashi O, Dotan A, Borkovsky T, Talan Asher A, Thurm T, Hirsch A, Maharshak N, Niv E, Leshno M, Eliakim R, Ben-Horin S, Kopylov U, Deutsch L. Pro-motility Preparation Protocol May Reduce the Rates of Failed Patency Capsule Among Patients with Crohn's Disease in Clinical Remission. Dig Dis Sci 2024:10.1007/s10620-024-08670-9. [PMID: 39384710 DOI: 10.1007/s10620-024-08670-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Accepted: 09/26/2024] [Indexed: 10/11/2024]
Abstract
BACKGROUND Patency capsule (PC) ingestion is commonly used to minimize capsule retention in high-risk patients with Crohn's disease (CD). However, false-positive rates remain high, precluding the use of video capsule endoscopy (VCE). We aimed to compare the efficacy of two preparation protocols in reducing failed PC rates in patients with CD. METHODS This bi-center retrospective case-control study included adult patients with small-bowel CD in clinical remission who underwent PC ingestion. The pro-motility group followed a low-residue diet, then a clear fluid diet, and took bisacodyl after ingestion, while the control group followed only a clear fluid diet. The primary outcome was failed PC, defined as the absence of PC excretion or presence on abdominal X-ray at 30 h post-ingestion. Multivariable logistic regression was used to identify predictors of failed PC. RESULTS Among 273 patients (83 in the pro-motility group, 190 controls), the pro-motility group was older (median 36 [27-48] vs. 31 [24-43], p = 0.012) and had a lower rate of B2/3 disease phenotype (32.5 vs. 53.1%, p = 0.002) compared to controls. The pro-motility group also had a lower failed PC rate (12.0 vs. 24.7%, p = 0.023). Longer disease duration (adjusted odds ratio (AOR) 1.053, 95% confidence interval (CI) 1.016-1.091, p = 0.005) increased the odds of failed PC, while the pro-motility protocol was protective (AOR 0.438, 95% CI 0.200-0.956, p = 0.038), outweighing the influence of B2/3 disease phenotype (AOR 1.743, 95% CI 0.912-3.332, p = 0.093). CONCLUSIONS The pro-motility preparation protocol could substantially improve the success rates of the small-bowel patency test in patients with CD undergoing PC ingestion, potentially reducing the risk of capsule retention and associated complications.
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Affiliation(s)
- Offir Ukashi
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv, Israel.
- Institute of Gastroenterology, Sheba Medical Center, Tel-Hashomer, 52621, Ramat-Gan, Israel.
| | - Arad Dotan
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv, Israel
- Institute of Gastroenterology, Sheba Medical Center, Tel-Hashomer, 52621, Ramat-Gan, Israel
| | - Tom Borkovsky
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv, Israel
- Department of Gastroenterology and Liver Diseases, Tel-Aviv Sourasky Medical Center, 6423906, Tel-Aviv, Israel
| | - Adi Talan Asher
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv, Israel
- Institute of Gastroenterology, Sheba Medical Center, Tel-Hashomer, 52621, Ramat-Gan, Israel
| | - Tamar Thurm
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv, Israel
- Department of Gastroenterology and Liver Diseases, Tel-Aviv Sourasky Medical Center, 6423906, Tel-Aviv, Israel
| | - Ayal Hirsch
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv, Israel
- Department of Gastroenterology and Liver Diseases, Tel-Aviv Sourasky Medical Center, 6423906, Tel-Aviv, Israel
| | - Nitsan Maharshak
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv, Israel
- Department of Gastroenterology and Liver Diseases, Tel-Aviv Sourasky Medical Center, 6423906, Tel-Aviv, Israel
| | - Eva Niv
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv, Israel
- Meuhedet Health Services, Hadera, Israel
| | - Moshe Leshno
- Coller School of Management, Tel-Aviv University, Tel-Aviv, Israel
| | - Rami Eliakim
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv, Israel
- Institute of Gastroenterology, Sheba Medical Center, Tel-Hashomer, 52621, Ramat-Gan, Israel
| | - Shomron Ben-Horin
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv, Israel
- Institute of Gastroenterology, Sheba Medical Center, Tel-Hashomer, 52621, Ramat-Gan, Israel
| | - Uri Kopylov
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv, Israel
- Institute of Gastroenterology, Sheba Medical Center, Tel-Hashomer, 52621, Ramat-Gan, Israel
| | - Liat Deutsch
- Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv, Israel
- Department of Gastroenterology and Liver Diseases, Tel-Aviv Sourasky Medical Center, 6423906, Tel-Aviv, Israel
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Avni-Biron I, Toth E, Ollech JE, Nemeth A, Johansson GW, Schweinstein H, Margalit RY, Kopylov U, Dotan I, Yanai H. The Role of Small-Bowel Capsule Endoscopy in the Diagnostic Algorithm of Complicated Perianal Disease. Diagnostics (Basel) 2024; 14:1733. [PMID: 39202221 PMCID: PMC11353184 DOI: 10.3390/diagnostics14161733] [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: 07/05/2024] [Revised: 08/02/2024] [Accepted: 08/05/2024] [Indexed: 09/03/2024] Open
Abstract
INTRODUCTION Complicated perianal disease (cPD) may be the sole presentation of Crohn's disease (CD). The role of small-bowel capsule endoscopy (SBCE) in the diagnostic algorithm of cPD is unclear. We aimed to evaluate the role of SBCE as a diagnostic tool, in patients with cPD, after a negative standard workup for CD. METHODS A multicenter, retrospective, cross-sectional study, in patients with cPD, and negative standard workup for CD (ileocolonoscopy and cross-sectional imaging), who underwent SBCE for suspected CD. Demographics, biomarkers, and the Lewis Score (LS) were recorded and analyzed. An LS ≥ 135 was considered a positive SBCE for diagnosing CD. RESULTS Ninety-one patients were included: 65 (71.4%) males; median age: 37 (29-51) years; cPD duration: 25.1 (12.5-66.1) months. Positive SBCE: 24/91 (26.4%) patients. Fecal calprotectin (FC) positively correlated with LS (r = 0.81; p < 0.001). FC levels of 100 µg/g and 50 µg/g had a sensitivity of only 40% and 55% to rule out small-bowel CD, with a negative predictive value (NPV) of only 76% and 80%, respectively. CONCLUSIONS SBCE contributed to CD diagnosis in a quarter of patients with cPD after a negative standard workup. FC levels correlated with the degree of inflammation defined by the LS. However, the NPV of FC was low, suggesting that SBCE should be considered for patients with cPD even after a negative standard workup.
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Affiliation(s)
- Irit Avni-Biron
- Division of Gastroenterology, Rabin Medical Center, Petah Tikva 4941492, Israel
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv 6997801, Israel
| | - Ervin Toth
- Department of Gastroenterology, Skåne University Hospital, Lund University, 21428 Malmö, Sweden
- Department of Clinical Sciences, Lund University, 20502 Lund, Sweden
| | - Jacob E. Ollech
- Division of Gastroenterology, Rabin Medical Center, Petah Tikva 4941492, Israel
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv 6997801, Israel
| | - Artur Nemeth
- Department of Gastroenterology, Skåne University Hospital, Lund University, 21428 Malmö, Sweden
- Department of Clinical Sciences, Lund University, 20502 Lund, Sweden
| | - Gabriele Wurm Johansson
- Department of Gastroenterology, Skåne University Hospital, Lund University, 21428 Malmö, Sweden
- Department of Clinical Sciences, Lund University, 20502 Lund, Sweden
| | - Hagai Schweinstein
- Division of Gastroenterology, Rabin Medical Center, Petah Tikva 4941492, Israel
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv 6997801, Israel
| | - Reuma Yehuda Margalit
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv 6997801, Israel
- Institute of Gastroenterology, Sheba Medical Center, Tel Hashomer, Ramat Gan 5266202, Israel
| | - Uri Kopylov
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv 6997801, Israel
- Institute of Gastroenterology, Sheba Medical Center, Tel Hashomer, Ramat Gan 5266202, Israel
| | - Iris Dotan
- Division of Gastroenterology, Rabin Medical Center, Petah Tikva 4941492, Israel
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv 6997801, Israel
| | - Henit Yanai
- Division of Gastroenterology, Rabin Medical Center, Petah Tikva 4941492, Israel
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv 6997801, Israel
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Nakamura M, Yamamura T, Maeda K, Sawada T, Ishikawa E, Murate K, Furukawa K, Hirose T, Uetsuki K, Iida T, Mizutani Y, Yamao K, Ishizu Y, Ishikawa T, Honda T, Kawashima H. Long-Term Monitoring and Clinical Implications of Small Bowel Capsule Endoscopy in Patients with Crohn's Disease with Small Bowel Lesions: A Retrospective Analysis. Digestion 2024; 105:380-388. [PMID: 38857583 DOI: 10.1159/000539745] [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: 01/07/2024] [Accepted: 06/07/2024] [Indexed: 06/12/2024]
Abstract
INTRODUCTION Crohn's disease (CD) induces persistent inflammation throughout the gastrointestinal (GI) tract, potentially resulting in complications such as intestinal stenosis and fistulas, particularly in the small bowel. Small bowel capsule endoscopy (SBCE) is recommended for monitoring CD, especially when GI tract patency is maintained. This study aimed to retrospectively assess patients with CD who underwent SBCE to determine the timing of clinical changes and address the current lack of evidence regarding GI tract patency loss during CD treatment. METHODS Of the 166 consecutive patients who underwent SBCE at our institution, 120 were followed up and included in this study. Forty-six patients were excluded due to colitis type or immediate treatment changes post-SBCE. This study focused on the primary and secondary endpoints, including the cumulative stricture-free rate of the GI tract, emergency hospitalization post-SBCE, and post-SBCE treatment strategies, at the discretion of the attending physicians. RESULTS Demographic data revealed that the mean age of the study population was 43 years and that there was a male predominance (75%). The median disease duration was 12 years and the mean Crohn's Disease Activity Index was 98. During a 1,486-day observation period, 37% of patients experienced treatment changes. A Lewis score of >264 and perianal lesions were identified as independent risk factors for additional treatment needs. Emergency hospitalization occurred in 6% of patients and GI patency failure in 11%. Female sex and Lewis score>264 were associated with higher risks. GI patency rate declined 2 years after SBCE. CONCLUSIONS For patients who experienced no treatment changes based on SBCE results, it is recommended to undergo SBCE monitoring at intervals of no longer than 2 years.
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Affiliation(s)
- Masanao Nakamura
- Department of Endoscopy, Nagoya University Hospital, Showa-ku, Nagoya, Japan
| | - Takeshi Yamamura
- Department of Gastroenterology and Hepatology, Nagoya University Graduate School of Medicine, Showa-ku, Nagoya, Japan
| | - Keiko Maeda
- Department of Gastroenterology and Hepatology, Nagoya University Graduate School of Medicine, Showa-ku, Nagoya, Japan
| | - Tsunaki Sawada
- Department of Endoscopy, Nagoya University Hospital, Showa-ku, Nagoya, Japan
| | - Eri Ishikawa
- Department of Gastroenterology and Hepatology, Nagoya University Graduate School of Medicine, Showa-ku, Nagoya, Japan
| | - Kentaro Murate
- Department of Gastroenterology and Hepatology, Nagoya University Graduate School of Medicine, Showa-ku, Nagoya, Japan
| | - Kazuhiro Furukawa
- Department of Gastroenterology and Hepatology, Nagoya University Graduate School of Medicine, Showa-ku, Nagoya, Japan
| | - Takashi Hirose
- Department of Endoscopy, Nagoya University Hospital, Showa-ku, Nagoya, Japan
| | - Kota Uetsuki
- Department of Gastroenterology and Hepatology, Nagoya University Graduate School of Medicine, Showa-ku, Nagoya, Japan
| | - Tadashi Iida
- Department of Gastroenterology and Hepatology, Nagoya University Graduate School of Medicine, Showa-ku, Nagoya, Japan
| | - Yasuyuki Mizutani
- Department of Gastroenterology and Hepatology, Nagoya University Graduate School of Medicine, Showa-ku, Nagoya, Japan
| | - Kentaro Yamao
- Department of Gastroenterology and Hepatology, Nagoya University Graduate School of Medicine, Showa-ku, Nagoya, Japan
| | - Yoji Ishizu
- Department of Gastroenterology and Hepatology, Nagoya University Graduate School of Medicine, Showa-ku, Nagoya, Japan
| | - Takuya Ishikawa
- Department of Gastroenterology and Hepatology, Nagoya University Graduate School of Medicine, Showa-ku, Nagoya, Japan
| | - Takashi Honda
- Department of Gastroenterology and Hepatology, Nagoya University Graduate School of Medicine, Showa-ku, Nagoya, Japan
| | - Hiroki Kawashima
- Department of Gastroenterology and Hepatology, Nagoya University Graduate School of Medicine, Showa-ku, Nagoya, Japan
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Zhu C, Rong C, Song J, Zheng X, Wu Q, Hu J, Li J, Wu X. Evaluation of Mucosal Healing in Crohn's Disease: Radiomics Models of Intestinal Wall and Mesenteric Fat Based on Dual-Energy CT. JOURNAL OF IMAGING INFORMATICS IN MEDICINE 2024; 37:715-724. [PMID: 38343267 PMCID: PMC11031530 DOI: 10.1007/s10278-024-00989-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Revised: 12/07/2023] [Accepted: 12/12/2023] [Indexed: 04/20/2024]
Abstract
This study aims to assess the effectiveness of radiomics signatures obtained from dual-energy computed tomography enterography (DECTE) in the evaluation of mucosal healing (MH) in patients diagnosed with Crohn's disease (CD). In this study, 106 CD patients with a total of 221 diseased intestinal segments (79 with MH and 142 non-MH) from two medical centers were included and randomly divided into training and testing cohorts at a ratio of 7:3. Radiomics features were extracted from the enteric phase iodine maps and 40-kev and 70-kev virtual monoenergetic images (VMIs) of the diseased intestinal segments, as well as from mesenteric fat. Feature selection was performed using the least absolute shrinkage and selection operator (LASSO) logistic regression. Radiomics models were subsequently established, and the accuracy of these models in identifying MH in CD was assessed by calculating the area under the receiver operating characteristic curve (AUC). The combined-iodine model formulated by integrating the intestinal and mesenteric fat radiomics features of iodine maps exhibited the most favorable performance in evaluating MH, with AUCs of 0.989 (95% confidence interval (CI) 0.977-1.000) in the training cohort and 0.947 (95% CI 0.884-1.000) in the testing cohort. Patients categorized as high risk by the combined-iodine model displayed a greater probability of experiencing disease progression when contrasted with low-risk patients. The combined-iodine radiomics model, which is built upon iodine maps of diseased intestinal segments and mesenteric fat, has demonstrated promising performance in evaluating MH in CD patients.
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Affiliation(s)
- Chao Zhu
- Department of Radiology, The First Affiliated Hospital of Anhui Medical UniversityShushan DistrictAnhui Province, No. 218 Jixi Road, Hefei, 230022, People's Republic of China
| | - Chang Rong
- Department of Radiology, The First Affiliated Hospital of Anhui Medical UniversityShushan DistrictAnhui Province, No. 218 Jixi Road, Hefei, 230022, People's Republic of China
| | - Jian Song
- Department of Radiology, The First Affiliated Hospital of Anhui Medical UniversityShushan DistrictAnhui Province, No. 218 Jixi Road, Hefei, 230022, People's Republic of China
| | - Xiaomin Zheng
- Department of Radiology, The First Affiliated Hospital of Anhui Medical UniversityShushan DistrictAnhui Province, No. 218 Jixi Road, Hefei, 230022, People's Republic of China
| | - Qi Wu
- Department of Radiology, The First Affiliated Hospital of Anhui Medical UniversityShushan DistrictAnhui Province, No. 218 Jixi Road, Hefei, 230022, People's Republic of China
| | - Jing Hu
- Department of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, People's Republic of China
| | - Jianying Li
- CT Research Center, GE Healthcare China, Shanghai, 210000, People's Republic of China
| | - Xingwang Wu
- Department of Radiology, The First Affiliated Hospital of Anhui Medical UniversityShushan DistrictAnhui Province, No. 218 Jixi Road, Hefei, 230022, People's Republic of China.
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Oliva S, Veraldi S, Russo G, Aloi M, Rizzello F, Gionchetti P, Alvisi P, Labriola F, Vecchi M, Eidler P, Elli L, Dussias N, Tontini GE, Calabrese C. Pan-enteric Capsule Endoscopy to Characterize Crohn's Disease Phenotypes and Predict Clinical Outcomes in Children and Adults: The Bomiro Study. Inflamm Bowel Dis 2024:izae052. [PMID: 38529957 DOI: 10.1093/ibd/izae052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Indexed: 03/27/2024]
Abstract
BACKGROUND Pan-enteric capsule endoscopy (PCE) provides useful information for the management of Crohn's disease (CD), especially in children. No study has evaluated the ability of PCE to characterize CD phenotypes and outcomes in children and adults. METHODS In a prospective multicenter observational study, we recruited patients with CD >6 years from 4 centers in Italy. Patients underwent clinical, biomarker assessment and PCE. Lesions were graded using the PCE system. For each segment, the most common lesion (MCL), the most severe lesion (MSL), and the extent of involvement were defined. Disease severity, extent, and clinical outcomes were compared between children and adults. A logistic regression analysis was used to identify predictive factors for negative outcomes in both age groups. RESULTS One hundred ninety-four consecutive patients (adults/children: 144/50) were evaluated for a total of 249 procedures. Children were more likely to have extensive disease, particularly in the colon. Higher MCL scores were independently associated with treatment escalation (odds ratio [OR], 4.09; 95% CI, 1.80-9.25; P = .001), while >30% disease extent was more indicative of clinical and endoscopic relapse (OR, 2.98; 1.26-7.08; P = .013). Disease extent was the only factor associated with endoscopic recurrence in children (OR, 4.50; 95% CI, 1.47-13.77; P = .008), while severe lesions in adults provided a better predictor of treatment escalation (OR, 4.31; 95% CI, 1.52-12.1; P = .006). Postexamination, PCE contributed to a change of therapy in 196/249 (79%) of the procedures. CONCLUSIONS PCE allowed the characterization of CD phenotypes in children and adults by assessing disease severity and extent, which are of different importance in predicting clinical outcomes in these age groups.
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Affiliation(s)
- Salvatore Oliva
- Pediatric Gastroenterology and Liver Unit, Department of Maternal Infantile and Urological Sciences, Sapienza University of Rome, Rome, Italy
| | - Silvio Veraldi
- Pediatric Gastroenterology and Liver Unit, Department of Maternal Infantile and Urological Sciences, Sapienza University of Rome, Rome, Italy
- Hepatogastroenterology, Nutrition, Digestive Endoscopy and Liver Transplant Unit, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Giusy Russo
- Pediatric Gastroenterology and Liver Unit, Department of Maternal Infantile and Urological Sciences, Sapienza University of Rome, Rome, Italy
| | - Marina Aloi
- Pediatric Gastroenterology and Liver Unit, Department of Maternal Infantile and Urological Sciences, Sapienza University of Rome, Rome, Italy
| | - Fernando Rizzello
- IBD Unit, IRCCS, Azienda Ospedaliero-Universitaria di Bologna, Italy
| | - Paolo Gionchetti
- IBD Unit, IRCCS, Azienda Ospedaliero-Universitaria di Bologna, Italy
- Alma Mater Studiorum, Università di Bologna, Italy
| | - Patrizia Alvisi
- Pediatric Gastroenterology Unit, Maggiore Hospital, Largo Bartolo Nigrisoli, 2, 40133 Bologna, Italy
| | - Flavio Labriola
- Pediatric Gastroenterology Unit, Maggiore Hospital, Largo Bartolo Nigrisoli, 2, 40133 Bologna, Italy
| | - Maurizio Vecchi
- Department of Pathophysiology and Transplantation, University of Milan, Italy
- Division of Gastroenterology and Endoscopy, Foundation IRCCS Ca' Granda Ospedale Maggiore
| | - Pini Eidler
- Division of Gastroenterology and Endoscopy, Foundation IRCCS Ca' Granda Ospedale Maggiore
| | - Luca Elli
- Division of Gastroenterology and Endoscopy, Foundation IRCCS Ca' Granda Ospedale Maggiore
| | - Nikolas Dussias
- IBD Unit, IRCCS, Azienda Ospedaliero-Universitaria di Bologna, Italy
| | - Gian Eugenio Tontini
- Department of Pathophysiology and Transplantation, University of Milan, Italy
- Division of Gastroenterology and Endoscopy, Foundation IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Carlo Calabrese
- IBD Unit, IRCCS, Azienda Ospedaliero-Universitaria di Bologna, Italy
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9
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Buisson A, Nachury M, Bazoge M, Yzet C, Wils P, Dodel M, Coban D, Pereira B, Fumery M. Long-term effectiveness and acceptability of switching from intravenous to subcutaneous infliximab in patients with inflammatory bowel disease treated with intensified doses: The REMSWITCH-LT study. Aliment Pharmacol Ther 2024; 59:526-534. [PMID: 38037279 DOI: 10.1111/apt.17822] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 10/15/2023] [Accepted: 11/16/2023] [Indexed: 12/02/2023]
Abstract
BACKGROUND The long-term risk of relapse after switching from intravenous (IV) to subcutaneous (SC) infliximab remains unknown in inflammatory bowel disease (IBD). AIMS To assess the long-term effectiveness and acceptability of switching from IV to SC infliximab in patients with IBD treated with or without an intensified IV regimen. METHODS We extended the follow-up of the REMSWITCH study including patients with IBD in clinical remission who were switched from IV to SC infliximab (120 mg/2 weeks). Relapse was defined as clinical relapse or faecal calprotectin increase ≥150 μg/g compared to baseline. RESULTS After median follow-up of 18 [15-20] months, among 128 patients, rates of relapse were 13.8% (8/58), 18.4% (7/38), 35.3% (6/17) and 86.7% (13/15) at last follow-up (p < 0.001), in those receiving 5 mg/kg/8 weeks, 10 mg/kg/8 weeks, 10 mg/kg/6 weeks and 10 mg/kg/4 weeks at baseline, respectively. Among relapsing patients, dose escalation led to clinical remission in 82.1% (23/28). In multivariable analyses, factors associated with higher risk of relapse were IV infliximab 10 mg/kg/4 weeks (OR = 61.0 [6.1-607.0], p < 0.001) or 10 mg/kg/6 weeks (OR = 4.7 [1.1-20.2], p = 0.017), and decreased (OR = 5.6 [1.5-20.3], p = 0.004) or stable (OR = 5.0 [1.6-15.0], p = 0.009) serum levels of infliximab between baseline and first post-switch visit. Acceptability was improved at 6 months and did not decrease over time (6.9 ± 1.6 before the switch vs. 8.8 ± 1.3 at 6 months and 8.8 ± 1.3 at last follow-up; p < 0.001). No severe adverse events were reported. CONCLUSIONS Switching from IV to SC infliximab 120 mg every other week is safe and well accepted leading to low long-term risk of relapse. Tight monitoring and dose escalation should be recommended for patients receiving 10 mg/kg/6 weeks and 4 weeks, respectively.
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Affiliation(s)
- A Buisson
- Université Clermont Auvergne, Inserm, CHU Clermont-Ferrand, 3iHP, Service d'Hépato-Gastro Entérologie, Clermont-Ferrand, France
- Université Clermont Auvergne, 3iHP, Inserm U1071, M2iSH, USC-INRA 2018, Clermont-Ferrand, France
| | - M Nachury
- Univ. Lille, Inserm, CHU Lille, U1286 - INFINITE - Institute for Translational Research in Inflammation, Lille, France
| | - M Bazoge
- Université Clermont Auvergne, Inserm, CHU Clermont-Ferrand, 3iHP, Service d'Hépato-Gastro Entérologie, Clermont-Ferrand, France
| | - C Yzet
- CHU Amiens, Université de Picardie Jules Verne, France
| | - P Wils
- Univ. Lille, Inserm, CHU Lille, U1286 - INFINITE - Institute for Translational Research in Inflammation, Lille, France
| | - M Dodel
- Université Clermont Auvergne, Inserm, CHU Clermont-Ferrand, 3iHP, Service d'Hépato-Gastro Entérologie, Clermont-Ferrand, France
| | - D Coban
- Université Clermont Auvergne, Inserm, CHU Clermont-Ferrand, 3iHP, Service d'Hépato-Gastro Entérologie, Clermont-Ferrand, France
| | - B Pereira
- Université Clermont Auvergne, CHU Clermont-Ferrand, DRCI, Unité de Biostatistiques, Clermont-Ferrand, France
| | - M Fumery
- CHU Amiens, Université de Picardie Jules Verne, France
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10
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Chen J, Chen H, Huang Y, Xie H, Li S, Wang C. Serum food specific IgG antibodies are associated with small bowel inflammation in patients with Crohn's disease. Eur J Clin Nutr 2024; 78:48-53. [PMID: 37726342 DOI: 10.1038/s41430-023-01343-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2022] [Revised: 09/04/2023] [Accepted: 09/08/2023] [Indexed: 09/21/2023]
Abstract
BACKGROUND/AIMS Food antigens are thought to play a vital role in the initiation and perpetuation of Crohn's disease (CD). The main purpose of this study was to evaluate the potential association of serum food specific IgG antibodies and small bowel (SB) inflammation in CD patients. METHODS We conducted a prospective observational study with 96 CD patients. Demographic, disease-related data and inflammatory parameters were collected. Serum food IgG antibodies were measured using enzyme-linked immunosorbent assay (ELISA). Capsule endoscopy was performed to detect SB inflammation quantified by the Lewis Score. RESULTS Seventy-eight of (81.3%) CD patients were detected positive for at least one food-specific antibody. The five most prevalent food antibodies in CD patients were tomato, egg, corn, rice, and soybean. Patients with SB inflammation had a higher positive rate of food IgG antibodies (P = 0.010) and more IgG-positive food items (P = 0.010) than those without. Specifically, patients with SB inflammation were more likely to have positive food-specific IgG against egg (P = 0.014), corn (P = 0.014), and wheat (P = 0.048). Additionally, the number of positive food IgGs ≥ 3 and elevated ESR were independently associated with concurrent SB inflammation (P = 0.015 and P = 0.013, respectively). CONCLUSION Our study confirmed that CD patients with SB inflammation had a higher positive rate of food IgG antibodies and more IgG-positive food items. The number of food positive IgGs ≥ 3 and elevated ESR were independently associated with concurrent SB inflammation.
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Affiliation(s)
- Jintong Chen
- Department of Gastroenterology, the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Fujian Clinical Research Center for Liver and Intestinal Diseases, Fuzhou, China
- Department of Gastroenterology, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
| | - Huaning Chen
- Department of Rheumatology, the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
| | - Yanni Huang
- Department of Gastroenterology, the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Fujian Clinical Research Center for Liver and Intestinal Diseases, Fuzhou, China
- Department of Gastroenterology, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
| | - Hongchai Xie
- Department of Gastroenterology, Zhongshan Hospital Affiliated to Xiamen University, Xiamen, China
| | - Silin Li
- Department of Gastroenterology, the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
| | - Chengdang Wang
- Department of Gastroenterology, the First Affiliated Hospital, Fujian Medical University, Fuzhou, China.
- Fujian Clinical Research Center for Liver and Intestinal Diseases, Fuzhou, China.
- Department of Gastroenterology, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, China.
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11
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Omori T, Koroku M, Murasugi S, Ito A, Yonezawa M, Shinichi Nakamura, Tokushige K. Predicting Therapeutic Intervention for Patients with Quiescent Crohn's Disease Using the Small Bowel Capsule Endoscopy Score. Inflamm Intest Dis 2024; 9:115-124. [PMID: 39015260 PMCID: PMC11249762 DOI: 10.1159/000538468] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/29/2023] [Accepted: 03/18/2024] [Indexed: 07/18/2024] Open
Abstract
Introduction Small bowel (SB) capsule endoscopy (SBCE) is a sensitive modality for screening the entire SB of patients with Crohn's disease (CD); however, the prognostic impact of the results is unclear. We evaluated the ability of the SBCE score to predict therapeutic intervention for patients with CD and SB lesions without clinical symptoms as well as negative C-reactive protein (CRP) levels. Methods Fifty-six patients who underwent a patency evaluation and had a CD activity index (CDAI) score <150 mg/dL and CRP level <0.5 mg/dL were included. Twenty-one and 35 patients had CD classified as Montreal classifications L1 and L3, respectively. The initial SBCE scores were subsequently grouped according to the presence or absence of intervention based on cutoff values. We examined whether the scores could predict the need for therapeutic intervention at 1 year, 2 years, and 5 years. The CD activity in capsule endoscopy (CDACE) score was used as the SBCE score. Results The median observation period was 1,326 days. Twenty-one patients received therapeutic intervention. There were significant differences between patients with and without treatment intervention according to the CDACE cutoff value of 420 at 1 year, 2 years, and 5 years. Significant differences between patients with Montreal classification L1 with and without intervention were observed at 1 year and 2 years. The CDACE score was moderately and strongly correlated with the Lewis score and capsule endoscopy CDAI score, respectively (Spearman rank correlation coefficient: ρ = 0.6462 and ρ = 0.9199, respectively; p < 0.0001). Conclusion A CDACE score ≥420 is predictive of intervention after 1 year for patients with CD, a CDAI score <150, and a CRP level <0.5 mg/dL. A larger study with a prospective design is necessary to validate our findings.
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Affiliation(s)
- Teppei Omori
- Department of Gastroenterology and Hepatology, Kyorin University School of Medicine, Suginami Hospital, Tokyo, Japan
- Institute of Gastroenterology, Tokyo Women’s Medical University, Tokyo, Japan
| | - Miki Koroku
- Institute of Gastroenterology, Tokyo Women’s Medical University, Tokyo, Japan
| | - Shun Murasugi
- Institute of Gastroenterology, Tokyo Women’s Medical University, Tokyo, Japan
| | - Ayumi Ito
- Institute of Gastroenterology, Tokyo Women’s Medical University, Tokyo, Japan
| | - Maria Yonezawa
- Institute of Gastroenterology, Tokyo Women’s Medical University, Tokyo, Japan
| | - Shinichi Nakamura
- Institute of Gastroenterology, Tokyo Women’s Medical University, Tokyo, Japan
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12
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Singeap AM, Sfarti C, Girleanu I, Huiban L, Muzica C, Timofeiov S, Stanciu C, Trifan A. Reclassification of Inflammatory Bowel Disease Type Unclassified by Small Bowel Capsule Endoscopy. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:2064. [PMID: 38138167 PMCID: PMC10744735 DOI: 10.3390/medicina59122064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Revised: 11/03/2023] [Accepted: 11/22/2023] [Indexed: 12/24/2023]
Abstract
Background and Objectives: Ulcerative colitis (UC) and Crohn's disease (CD) are idiopathic inflammatory bowel diseases (IBDs) without a unique, gold standard diagnostic test. UC and Crohn's colitis are impossible to distinguish in approximately 10% of cases. The term IBD type unclassified (IBD-U) is recommended for cases of chronic colitis showing overlapping endoscopic, radiological, and biopsy histological features between UC and CD, while indetermined colitis is reserved for colectomy specimens. Our aim was to assess the role of small-bowel capsule endoscopy (SBCE) in the diagnostic work-up of IBD-U. Materials and Methods: We retrospectively studied the cases of IBD-U explored by SBCE in a tertiary referral gastroenterology center. Patients were investigated using SBCE after contraindications were excluded. Diagnostic criteria for small bowel CD consisted in more than three ulcerations, irregular ulcers, or stenosis, and the Lewis score was used for the quantification of inflammation. The immediate impact of reclassification and outcome data was recorded over a follow-up period of more than one year. Results: Twenty-eight patients with IBD-U were examined using SBCE. Nine patients had small bowel lesions that met the diagnostic criteria for CD, resulting in a reclassification rate of 32.1%. In five of these cases, the treatment was subsequently changed. In the remaining nineteen examinations, no significant findings were observed. There were no complications associated with SBCE. Median follow-up time was 32.5 months (range 12-60). During follow-up, twelve patients were classified as having UC, and seven remained as having an unclassified type; one case of colectomy, for medically refractory UC, was recorded. Conclusions: SBCE is a useful safe tool in the work-up of IBD-U, allowing reclassification in about one third of cases, with subsequent treatment modifications. SBCE may provide a definite diagnosis, enhance the comprehension of the disease's progression, and optimize the short- and long-term management strategy.
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Affiliation(s)
- Ana-Maria Singeap
- Department of Gastroenterology, Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (A.-M.S.); (I.G.); (L.H.); (C.M.); (C.S.); (A.T.)
- Institute of Gastroenterology, “St. Spiridon” University Hospital, 700111 Iasi, Romania
| | - Catalin Sfarti
- Department of Gastroenterology, Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (A.-M.S.); (I.G.); (L.H.); (C.M.); (C.S.); (A.T.)
- Institute of Gastroenterology, “St. Spiridon” University Hospital, 700111 Iasi, Romania
| | - Irina Girleanu
- Department of Gastroenterology, Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (A.-M.S.); (I.G.); (L.H.); (C.M.); (C.S.); (A.T.)
- Institute of Gastroenterology, “St. Spiridon” University Hospital, 700111 Iasi, Romania
| | - Laura Huiban
- Department of Gastroenterology, Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (A.-M.S.); (I.G.); (L.H.); (C.M.); (C.S.); (A.T.)
- Institute of Gastroenterology, “St. Spiridon” University Hospital, 700111 Iasi, Romania
| | - Cristina Muzica
- Department of Gastroenterology, Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (A.-M.S.); (I.G.); (L.H.); (C.M.); (C.S.); (A.T.)
- Institute of Gastroenterology, “St. Spiridon” University Hospital, 700111 Iasi, Romania
| | - Sergiu Timofeiov
- Department of Surgery, Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania
- Department of Surgery, “St. Spiridon” University Hospital, 700111 Iasi, Romania
| | - Carol Stanciu
- Department of Gastroenterology, Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (A.-M.S.); (I.G.); (L.H.); (C.M.); (C.S.); (A.T.)
- Institute of Gastroenterology, “St. Spiridon” University Hospital, 700111 Iasi, Romania
| | - Anca Trifan
- Department of Gastroenterology, Faculty of Medicine, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iasi, Romania; (A.-M.S.); (I.G.); (L.H.); (C.M.); (C.S.); (A.T.)
- Institute of Gastroenterology, “St. Spiridon” University Hospital, 700111 Iasi, Romania
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13
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Ukashi O, Yablecovitch D, Lahat A, Selinger L, Neuman S, Eliakim R, Ben-Horin S, Kopylov U. Middle small-bowel segment Lewis score may predict long-term outcomes among patients with quiescent Crohn's disease. Therap Adv Gastroenterol 2023; 16:17562848231188587. [PMID: 37533708 PMCID: PMC10392190 DOI: 10.1177/17562848231188587] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Accepted: 07/02/2023] [Indexed: 08/04/2023] Open
Abstract
Background Video capsule endoscopy (VCE) has been proven to accurately diagnose small-bowel inflammation and predict flares among patients with quiescent Crohn's disease (CD). However, data regarding its predictive role in this population over an extended follow-up are scarce. Objectives To predict clinical exacerbation and to assess the yield of Lewis score in identifying CD patients with future clinical exacerbation during an extended follow-up (>24 months). Design A post hoc analysis study. Methods Adult patients with quiescent small-bowel CD who were followed with VCE, inflammatory biomarkers and magnetic resonance enterography in a prospective study (between 2013 and 2018). We extracted extended clinical data (up to April 2022). The primary composite outcome (i.e. clinical exacerbation) was defined as intestinal surgery, endoscopic dilation, CD-related admission, corticosteroid administration, or biological/immunomodulator treatment change during follow-up. Results Of the 61 patients in the study [median age 29 (24-37) years, male 57.4%, biologic treatment 46.7%], 18 patients met the primary outcome during an extended follow-up [median 58.0 (34.5-93.0) months]. On univariable analysis, complicated [hazard ratio (HR) 7.348, p = 0.002] and stricturing disease phenotype (HR 5.305, p = 0.001) were associated with higher risk for clinical exacerbation during follow-up. A baseline VCE middle small-bowel segment Lewis score (midLS) ⩾ 135 identified patients with future exacerbation [AUC (area under the curve) 0.767, 95% confidence interval (CI) 0.633-0.902, p = 0.001, HR 6.317, 93% negative predictive value], whereas the AUC of the conventional Lewis score was 0.734 (95% CI: 0.589-0.879, p = 0.004). Sensitivity analysis restricted to patients with either complicated (n = 34) or stricturing (n = 26) disease phenotype revealed that midLS still predicted clinical exacerbation during follow-up (AUC 0.747/0.753, respectively), in these patients. Conclusion MidLS predicts treatment failure in quiescent CD patients (median follow-up of 5 years) independently of disease phenotype.
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Affiliation(s)
| | - Doron Yablecovitch
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Adi Lahat
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Limor Selinger
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Sandra Neuman
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Rami Eliakim
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Shomron Ben-Horin
- Gastroenterology Institute, Sheba Medical Center Tel Hashomer, Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
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14
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Ukashi O, Soffer S, Klang E, Eliakim R, Ben-Horin S, Kopylov U. Capsule Endoscopy in Inflammatory Bowel Disease: Panenteric Capsule Endoscopy and Application of Artificial Intelligence. Gut Liver 2023; 17:516-528. [PMID: 37305947 PMCID: PMC10352070 DOI: 10.5009/gnl220507] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Revised: 01/23/2023] [Accepted: 01/30/2023] [Indexed: 06/13/2023] Open
Abstract
Video capsule endoscopy (VCE) of the small-bowel has been proven to accurately diagnose small-bowel inflammation and to predict future clinical flares among patients with Crohn's disease (CD). In 2017, the panenteric capsule (PillCam Crohn's system) was introduced for the first time, enabling a reliable evaluation of the whole small and large intestines. The great advantage of visualization of both parts of the gastrointestinal tract in a feasible and single procedure, holds a significant promise for patients with CD, enabling determination of the disease extent and severity, and potentially optimize disease management. In recent years, applications of machine learning, for VCE have been well studied, demonstrating impressive performance and high accuracy for the detection of various gastrointestinal pathologies, among them inflammatory bowel disease lesions. The use of artificial neural network models has been proven to accurately detect/classify and grade CD lesions, and shorten the VCE reading time, resulting in a less tedious process with a potential to minimize missed diagnosis and better predict clinical outcomes. Nevertheless, prospective, and real-world studies are essential to precisely examine artificial intelligence applications in real-life inflammatory bowel disease practice.
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Affiliation(s)
- Offir Ukashi
- Gastroenterology Institute, Sheba Medical Center, Tel Hashomer, Israel
- Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
- Department of Internal Medicine A, Sheba Medical Center, Tel Hashomer, Israel
| | - Shelly Soffer
- Deep Vision Lab, Sheba Medical Center, Tel Hashomer, Israel
- Internal Medicine B, Assuta Medical Center, Ashdod, Israel
- Faculty of Health Sciences, Ben Gurion University of the Negev, Beer Sheva, Israel
| | - Eyal Klang
- Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
- Deep Vision Lab, Sheba Medical Center, Tel Hashomer, Israel
- Department of Diagnostic Imaging, Sheba Medical Center, Tel Hashomer, Israel
| | - Rami Eliakim
- Gastroenterology Institute, Sheba Medical Center, Tel Hashomer, Israel
- Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Shomron Ben-Horin
- Gastroenterology Institute, Sheba Medical Center, Tel Hashomer, Israel
- Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Uri Kopylov
- Gastroenterology Institute, Sheba Medical Center, Tel Hashomer, Israel
- Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
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15
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Kellerman R, Bleiweiss A, Samuel S, Margalit-Yehuda R, Aflalo E, Barzilay O, Ben-Horin S, Eliakim R, Zimlichman E, Soffer S, Klang E, Kopylov U. Spatiotemporal analysis of small bowel capsule endoscopy videos for outcomes prediction in Crohn's disease. Therap Adv Gastroenterol 2023; 16:17562848231172556. [PMID: 37440929 PMCID: PMC10333642 DOI: 10.1177/17562848231172556] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Accepted: 04/12/2023] [Indexed: 07/15/2023] Open
Abstract
Background Deep learning techniques can accurately detect and grade inflammatory findings on images from capsule endoscopy (CE) in Crohn's disease (CD). However, the predictive utility of deep learning of CE in CD for disease outcomes has not been examined. Objectives We aimed to develop a deep learning model that can predict the need for biological therapy based on complete CE videos of newly-diagnosed CD patients. Design This was a retrospective cohort study. The study cohort included treatment-naïve CD patients that have performed CE (SB3, Medtronic) within 6 months of diagnosis. Complete small bowel videos were extracted using the RAPID Reader software. Methods CE videos were scored using the Lewis score (LS). Clinical, endoscopic, and laboratory data were extracted from electronic medical records. Machine learning analysis was performed using the TimeSformer computer vision algorithm developed to capture spatiotemporal characteristics for video analysis. Results The patient cohort included 101 patients. The median duration of follow-up was 902 (354-1626) days. Biological therapy was initiated by 37 (36.6%) out of 101 patients. TimeSformer algorithm achieved training and testing accuracy of 82% and 81%, respectively, with an Area under the ROC Curve (AUC) of 0.86 to predict the need for biological therapy. In comparison, the AUC for LS was 0.70 and for fecal calprotectin 0.74. Conclusion Spatiotemporal analysis of complete CE videos of newly-diagnosed CD patients achieved accurate prediction of the need for biological therapy. The accuracy was superior to that of the human reader index or fecal calprotectin. Following future validation studies, this approach will allow for fast and accurate personalization of treatment decisions in CD.
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Affiliation(s)
| | | | | | - Reuma Margalit-Yehuda
- Department of Gastroenterology, Sheba Medical
Center, Tel Hashomer, Israel and Tel Aviv University, Tel Aviv, Israel
| | | | - Oranit Barzilay
- Department of Internal Medicine F, Sheba
Medical Center, Tel Hashomer, Israel and Tel Aviv University, Tel Aviv,
Israel
| | - Shomron Ben-Horin
- Department of Gastroenterology, Sheba Medical
Center, Tel Hashomer, Israel and Tel Aviv University, Tel Aviv, Israel
| | - Rami Eliakim
- Department of Gastroenterology, Sheba Medical
Center, Tel Hashomer, Israel and Tel Aviv University, Tel Aviv, Israel
| | - Eyal Zimlichman
- Sheba ARC and Hospital Management, Sheba
Medical Center, Tel Hashomer, Israel and Tel Aviv University, Tel Aviv,
Israel
| | - Shelly Soffer
- Department of Internal Medicine B, Assuta
Medical Center, 7747629, Ashdod, Israel
- Ben-Gurion University of the Negev, Be’er
Sheva, Israel
| | - Eyal Klang
- Sheba ARC, Sheba Medical Center, Tel Hashomer,
Israel and Tel Aviv University, Tel Aviv, Israel
| | - Uri Kopylov
- Department of Gastroenterology, Sheba Medical
Center, Tel Hashomer, Israel and Tel Aviv University, Tel Aviv, Israel
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16
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Focht G, Kuint RC, Greer MLC, Pratt LT, Castro DA, Church PC, Navas-López VM, Baldassano RN, Mortensen JH, Rieder F, Yerushalmi B, Ilivitzki A, Konen O, Griffiths AM, Turner D. Prospective Validation of the Lémann Index in Children: A Report From the Multicentre Image Kids Study. J Crohns Colitis 2023; 17:943-949. [PMID: 36756849 PMCID: PMC11004934 DOI: 10.1093/ecco-jcc/jjad017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Indexed: 02/10/2023]
Abstract
BACKGROUND The Lémann Index [LI] and the recently updated LI are tools for measuring structural bowel damage in adults with Crohn's disease [CD] but have not been evaluated in children. We aimed to validate the updated LI in the prospective multicentre ImageKids study of paediatric CD. METHODS We included children with CD undergoing magnetic resonance enterography [MRE], pelvic magnetic resonance imaging [MRI] and ileocolonoscopy. Half were followed for 18 months, when MRE was repeated. Serum was collected for fibrosis-related proteomic markers. The LI was calculated by central readers from the MRE, ileocolonoscopy, physical examination and surgical data. Reliability and construct validity were assessed at baseline, while responsiveness and test-retest reliability were explored longitudinally. RESULTS In total, 240 children were included (mean age, 14.2 ± 2.5 years; median disease duration, 2.2 years [interquartile range, IQR 0.25-4.42]; median baseline LI, 4.23 [IQR 2.0-8.8]). The updated LI had excellent inter-observer reliability (interclass correlation coefficient [ICC] = 0.94, 95% confidence interval [CI] 0.92-0.95) but poor, although statistically significant, correlation with radiologist and gastroenterologist global assessments of damage and with serum proteomic levels of fibrotic markers [rho = 0.15-0.30, most p < 0.05]. The updated LI had low discriminative validity for detecting damage (area under the receiver operating characteristic curve [AUC-ROC] 0.69, 95% CI 0.62-0.75). In 116 repeated MREs, responsiveness was suboptimal for differentiating improved from unchanged disease [AUC-ROC 0.58, 95% CI 0.45-0.71]. Test-retest reliability was high among stable patients [ICC = 0.84, 95% CI 0.72-0.91]. CONCLUSION Overall, the updated LI had insufficient psychometric performance for recommending its use in children. An age-specific index may be needed for children with shorter disease duration than typical adult cohorts.
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Affiliation(s)
- Gili Focht
- Juliet Keidan Institute of Pediatric Gastroenterology Hepatology and Nutrition, Shaare Zedek Medical Center, Jerusalem, Israel
- The Hebrew University of Jerusalem, Israel
| | - Ruth Cytter Kuint
- Radiology Department, Shaare Zedek Medical Center, Jerusalem, Israel
- The Hebrew University of Jerusalem, Israel
| | - Mary-Louise C Greer
- Department of Diagnostic Imaging, Hospital for Sick Children, Toronto, Canada
- Department of Medical Imaging, University of Toronto, Toronto, Canada
| | - Li-Tal Pratt
- Pediatric Imaging Unit, Imaging Division, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Denise A Castro
- Department of Diagnostic Radiology, Kingston Health Science Centre, Queen’s University, Kingston, Canada
| | - Peter C Church
- Department of Gastroenterology, Hospital for Sick Children, University of Toronto, Canada
- Institute of Health Policy, Management and Evaluation, University of Toronto, Canada
| | - Víctor Manuel Navas-López
- Pediatric Gastroenterology and Nutrition Unit, Regional University Hospital of Málaga, Málaga, Spain
| | - Robert N Baldassano
- Division of Gastroenterology, Hepatology, and Nutrition, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Department of Pediatrics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | | | - Florian Rieder
- Department of Inflammation and Immunity, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, OH, USA
- Department of Gastroenterology, Hepatology and Nutrition, Digestive Diseases and Surgery Institute, Cleveland Clinic Foundation, Cleveland, OH, USA
| | - Baruch Yerushalmi
- Pediatric Gastroenterology Unit, Soroka University Medical Center, Soroka, Israel
| | - Anat Ilivitzki
- Pediatric Radiology Unit, Ruth Rappaport Children’s Hospital, Haifa, Israel
- The Bruce Rappaport Faculty of Medicine, Technion Israel Institute of Technology, Haifa, Israel
| | - Osnat Konen
- Imaging Department, Schneider Children’s Medical Center of Israel, Petach Tikva, Israel
| | - Anne M Griffiths
- Department of Gastroenterology, Hospital for Sick Children, University of Toronto, Canada
| | - Dan Turner
- Juliet Keidan Institute of Pediatric Gastroenterology Hepatology and Nutrition, Shaare Zedek Medical Center, Jerusalem, Israel
- The Hebrew University of Jerusalem, Israel
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17
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Carretero C, Bojorquez A, Eliakim R, Lazaridis N. Updates in the diagnosis and management of small-bowel Crohn's disease. Best Pract Res Clin Gastroenterol 2023; 64-65:101855. [PMID: 37652654 DOI: 10.1016/j.bpg.2023.101855] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/16/2023] [Revised: 07/06/2023] [Accepted: 08/01/2023] [Indexed: 09/02/2023]
Affiliation(s)
- Cristina Carretero
- Gastroenterology Department, Clínica Universidad de Navarra, Instituto de Investigación Sanitaria de Navarra (IDISNA), Clínica Universidad de Navarra. Pio XII 36, 31004, Pamplona, Spain.
| | - Alejandro Bojorquez
- Gastroenterology Department, Clínica Universidad de Navarra, Clínica Universidad de Navarra. Pio XII 36, 31004, Pamplona, Spain.
| | - Rami Eliakim
- Department of Gastroenterology, Sheba Medical Center, Sackler School of Medicine, Tel Aviv University, Tek-Aviv, Israel.
| | - Nikolaos Lazaridis
- Royal Free Unit for Endoscopy, The Royal Free Hospital and University College London (UCL) Institute for Liver and Digestive Health, London, United Kingdom; Saint Luke's Hospital, Small Bowel Service, Agias Sofias 18, 54622, Thessaloniki, Greece.
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18
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Qi J, Ruan G, Ping Y, Xiao Z, Liu K, Cheng Y, Liu R, Zhang B, Zhi M, Chen J, Xiao F, Zhao T, Li J, Zhang Z, Zou Y, Cao Q, Nian Y, Wei Y. Development and validation of a deep learning-based approach to predict the Mayo endoscopic score of ulcerative colitis. Therap Adv Gastroenterol 2023; 16:17562848231170945. [PMID: 37251086 PMCID: PMC10214058 DOI: 10.1177/17562848231170945] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Accepted: 04/04/2023] [Indexed: 05/31/2023] Open
Abstract
Background The ulcerative colitis (UC) Mayo endoscopy score is a useful tool for evaluating the severity of UC in patients in clinical practice. Objectives We aimed to develop and validate a deep learning-based approach to automatically predict the Mayo endoscopic score using UC endoscopic images. Design A multicenter, diagnostic retrospective study. Methods We collected 15120 colonoscopy images of 768 UC patients from two hospitals in China and developed a deep model based on a vision transformer named the UC-former. The performance of the UC-former was compared with that of six endoscopists on the internal test set. Furthermore, multicenter validation from three hospitals was also carried out to evaluate UC-former's generalization performance. Results On the internal test set, the areas under the curve of Mayo 0, Mayo 1, Mayo 2, and Mayo 3 achieved by the UC-former were 0.998, 0.984, 0.973, and 0.990, respectively. The accuracy (ACC) achieved by the UC-former was 90.8%, which is higher than that achieved by the best senior endoscopist. For three multicenter external validations, the ACC was 82.4%, 85.0%, and 83.6%, respectively. Conclusions The developed UC-former could achieve high ACC, fidelity, and stability to evaluate the severity of UC, which may provide potential application in clinical practice. Registration This clinical trial was registered at the ClinicalTrials.gov (trial registration number: NCT05336773).
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Affiliation(s)
- Jing Qi
- Department of Digital Medicine, School of
Biomedical Engineering and Imaging Medicine, Army Medical University,
Chongqing, China
| | - Guangcong Ruan
- Department of Gastroenterology, Chongqing Key
Laboratory of Digestive Malignancies, Daping Hospital, Army Medical
University (Third Military Medical University), Chongqing, China
| | - Yi Ping
- Department of Gastroenterology, Chongqing Key
Laboratory of Digestive Malignancies, Daping Hospital, Army Medical
University (Third Military Medical University), Chongqing, China
| | - Zhifeng Xiao
- Department of Gastroenterology, Chongqing Key
Laboratory of Digestive Malignancies, Daping Hospital, Army Medical
University (Third Military Medical University), Chongqing, China
| | - Kaijun Liu
- Department of Gastroenterology, Chongqing Key
Laboratory of Digestive Malignancies, Daping Hospital, Army Medical
University (Third Military Medical University), Chongqing, China
| | - Yi Cheng
- Department of Gastroenterology, Chongqing Key
Laboratory of Digestive Malignancies, Daping Hospital, Army Medical
University (Third Military Medical University), Chongqing, China
| | - Rongbei Liu
- Department of Gastroenterology, Sir Run Run
Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Bingqiang Zhang
- Department of Gastroenterology, The First
Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Min Zhi
- Department of Gastroenterology, Guangdong
Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, The Sixth
Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Junrong Chen
- Department of Gastroenterology, Guangdong
Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, The Sixth
Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Fang Xiao
- Department of Gastroenterology, Tongji
Hospital of Tongji Medical College, Huazhong University of Science and
Technology, Wuhan, China
| | - Tingting Zhao
- School of Basic Medicine, Army Medical
University (Third Military Medical University), Chongqing, China
| | - Jiaxing Li
- School of Basic Medicine, Army Medical
University (Third Military Medical University), Chongqing, China
| | - Zhou Zhang
- Department of Gastroenterology, Sir Run Run
Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Yuxin Zou
- Department of Digital Medicine, School of
Biomedical Engineering and Imaging Medicine, Army Medical University,
Chongqing, China
| | - Qian Cao
- Department of Gastroenterology, Sir Run Run
Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, 310016,
China
| | - Yongjian Nian
- Department of Digital Medicine, School of
Biomedical Engineering and Imaging Medicine, Army Medical University (Third
Military Medical University), Chongqing, 400038, China
| | - Yanling Wei
- Department of Gastroenterology, Chongqing Key
Laboratory of Digestive Malignancies, Daping Hospital, Army Medical
University (Third Military Medical University), 10 Changjiang Branch Road,
Chongqing, 400042, China
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19
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Levartovsky A, Eliakim R. Video Capsule Endoscopy Plays an Important Role in the Management of Crohn's Disease. Diagnostics (Basel) 2023; 13:diagnostics13081507. [PMID: 37189607 DOI: 10.3390/diagnostics13081507] [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: 03/23/2023] [Revised: 04/15/2023] [Accepted: 04/18/2023] [Indexed: 05/17/2023] Open
Abstract
Crohn's disease (CD) is a chronic inflammatory disorder characterized by a transmural inflammation that may involve any part of the gastrointestinal tract. An evaluation of small bowel involvement, allowing recognition of disease extent and severity, is important for disease management. Current guidelines recommend the use of capsule endoscopy (CE) as a first-line diagnosis method for suspected small bowel CD. CE has an essential role in monitoring disease activity in established CD patients, as it can assess response to treatment and identify high-risk patients for disease exacerbation and post-operative relapse. Moreover, several studies have shown that CE is the best tool to assess mucosal healing as part of the treat-to-target strategy in CD patients. The PillCam Crohn's capsule is a novel pan-enteric capsule which enables visualization of the whole gastrointestinal tract. It is useful to monitor pan-enteric disease activity, mucosal healing and accordingly allows for the prediction of relapse and response using a single procedure. In addition, the integration of artificial intelligence algorithms has showed improved accuracy rates for automatic ulcer detection and the ability to shorten reading times. In this review, we summarize the main indications and virtue for using CE for the evaluation of CD, as well as its implementation in clinical practice.
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Affiliation(s)
- Asaf Levartovsky
- Department of Gastroenterology, Sheba Medical Center, Sackler School of Medicine, Tel Aviv University, Tel-Aviv 69978, Israel
| | - Rami Eliakim
- Department of Gastroenterology, Sheba Medical Center, Sackler School of Medicine, Tel Aviv University, Tel-Aviv 69978, Israel
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20
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Zhu C, Hu J, Rong C, Zhou J, Zhang B, Gao Y, Li C, Li J, Wu X. Mucosal healing assessment in Crohn's disease with normalized iodine concentration from dual-energy CT enterography: comparison with endoscopy. Insights Imaging 2023; 14:63. [PMID: 37052746 PMCID: PMC10102270 DOI: 10.1186/s13244-023-01397-7] [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: 11/30/2022] [Accepted: 03/06/2023] [Indexed: 04/14/2023] Open
Abstract
OBJECTIVES Mucosal healing (MH) is an important goal in the treatment of patients with Crohn's disease (CD). Noninvasive assessment of MH with normalized iodine concentration (NIC) is unknown. METHODS In this retrospective study, 94 patients with diagnosed CD underwent endoscopy and dual-energy CT enterography (DECTE) at the post-infliximab treatment review. Two radiologists reviewed DECTE images by consensus for assessing diseased bowel segments of the colon or terminal ileum, and the NIC was measured. Patients were divided into transmural healing (TH), MH and non-MH groups. The diagnostic performance of the MH and non-MH groups with clinical factors and NIC was assessed utilizing receiver operating characteristic (ROC) curve analysis. RESULTS Of the 94 patients included in our study, 8 patients achieved TH, 34 patients achieved MH, and 52 patients did not achieve MH at the post-IFX treatment review. The area under the ROC curve (AUC), sensitivity, specificity, and accuracy values were 0.929 (95% confidence interval [CI] 0.883-0.967), 0.853, 0.827, and 0.837, respectively, for differentiating MHs from non-MHs, and the optimal NIC threshold was 0.448. The AUC of the combined model for distinguishing MHs from non-MHs in CD patients, which was based on the NIC and calprotectin, was 0.964 (95% CI 0.935-0.987). CONCLUSIONS The normalized iodine concentration measurement in DECTE has good performance in assessment MH in patients with CD. Iodine concentration from DECTE can be used as a radiologic marker for MH.
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Affiliation(s)
- Chao Zhu
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, No. 218 Jixi Road, Shushan District, Hefei, 230022, Anhui Province, People's Republic of China
| | - Jing Hu
- Department of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, People's Republic of China
| | - Chang Rong
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, No. 218 Jixi Road, Shushan District, Hefei, 230022, Anhui Province, People's Republic of China
| | - Jianhua Zhou
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, No. 218 Jixi Road, Shushan District, Hefei, 230022, Anhui Province, People's Republic of China
| | - Bo Zhang
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, No. 218 Jixi Road, Shushan District, Hefei, 230022, Anhui Province, People's Republic of China
| | - Yankun Gao
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, No. 218 Jixi Road, Shushan District, Hefei, 230022, Anhui Province, People's Republic of China
| | - Cuiping Li
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, No. 218 Jixi Road, Shushan District, Hefei, 230022, Anhui Province, People's Republic of China
| | - Jianying Li
- CT Research Center, GE Healthcare China, Shanghai, People's Republic of China
| | - Xingwang Wu
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, No. 218 Jixi Road, Shushan District, Hefei, 230022, Anhui Province, People's Republic of China.
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21
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Zhu C, Wang X, Wang S, Hu J, Gao Y, Li C, Li J, Wu X. Development and validation of a clinical radiomics nomogram to predict secondary loss of response to infliximab in Crohn's disease patients. Heliyon 2023; 9:e14594. [PMID: 37151630 PMCID: PMC10161257 DOI: 10.1016/j.heliyon.2023.e14594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Revised: 03/09/2023] [Accepted: 03/10/2023] [Indexed: 03/19/2023] Open
Abstract
Background Infliximab (IFX) is the first-line treatment for Crohn's disease (CD). However, the secondary loss of response (LOR) is common in IFX therapy. Therefore, non-invasive assessment of LOR in CD patients is the goal pursued by clinicians. Methods A multicenter study involving 181 CD patients was conducted, with patients being split into a training cohort (n = 102), testing cohort (n = 45), and validation cohort (n = 34). The study evaluated various clinical factors to establish a clinical model, and a radiomics signature was constructed based on reproducible features from computed tomography enterography (CTE). Logistic regression modeling was used to create models based on the radiomics signature and significant clinical factors, with the receiver operating characteristic curve (ROC) used to compare their performance. Results The study found that 64 of the 181 CD patients included experienced secondary LOR. The radiomics signature performed well in predicting secondary LOR, showing good discrimination in the training cohort (AUC [area under the curve], 0.947; 95% confidence interval [CI], 0.910-0.976), the testing cohort (AUC, 0.860; 95% CI, 0.768-0.941), and the validation cohort (AUC, 0.921; 95% CI: 0.831-1.000). Decision curve analysis (DCA) demonstrated the clinical value of the radiomics nomogram. Conclusions The CTE-based radiomics model showed good performance in predicting secondary LOR in CD patients. The nomogram can help clinicians choose alternative biologics early for CD patients.
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Affiliation(s)
- Chao Zhu
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, PR China
| | - Xingwei Wang
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, PR China
| | - Shihui Wang
- Department of Radiology, The First Affiliated Hospital of Wannan Medical College, Wuhu, 241001, PR China
| | - Jing Hu
- Department of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, PR China
| | - Yankun Gao
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, PR China
| | - Cuiping Li
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, PR China
| | - Jianying Li
- CT Research Center, GE Healthcare China, Shanghai, 210000, PR China
| | - Xingwang Wu
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, PR China
- Corresponding author. Department of Radiology, The First Affiliated Hospital of Anhui Medical University, No. 218 Jixi Road, Shushan District, Hefei, Anhui Province, 230022, PR China.
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22
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Hiraga H, Chinda D, Hasui K, Murai Y, Maeda T, Higuchi N, Ogasawara K, Kudo S, Sawada Y, Tatsuta T, Kikuchi H, Ebina M, Hiraga N, Mikami T, Sakuraba H, Fukuda S. Evaluation of Crohn's Disease Small-Bowel Mucosal Healing Using Capsule Endoscopy and Usefulness of Leucine-Rich α2-Glycoprotein. Diagnostics (Basel) 2023; 13:diagnostics13040626. [PMID: 36832114 PMCID: PMC9955912 DOI: 10.3390/diagnostics13040626] [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: 12/13/2022] [Revised: 01/30/2023] [Accepted: 02/06/2023] [Indexed: 02/11/2023] Open
Abstract
Recently, the importance of achieving clinical and deep remissions with mucosal healing (MH) has been demonstrated as a therapeutic goal to avoid Crohn's disease (CD) surgical operations. Although ileocolonoscopy (CS) is considered the gold standard, there are increasing reports on the benefits of capsule endoscopy (CE) and serum leucine-rich α2-glycoprotein (LRG) for evaluating small-bowel lesions in CD. We evaluated the data of 20 patients with CD who underwent CE in our department between July 2020 and June 2021 and whose serum LRG level was measured within 2 months. Concerning the mean LRG value, there was no significant difference between the CS-MH and CS-non-MH groups. Conversely, the mean LRG level was 10.0 μg/mL in seven patients in the CE-MH group and 15.2 μg/mL in 11 patients in the CE-non-MH group with a significant difference between the two groups (p = 0.0025). This study's findings show that CE can sufficiently determine total MH in most cases, and LRG is useful for evaluating CD small-bowel MH because of its correlation with CE-MH. Furthermore, satisfying CS-MH criteria and a cut-off value of 13.4 μg/mL for LRG suggests its usefulness as a CD small-bowel MH marker, which could be incorporated into the treat-to-target strategy.
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Affiliation(s)
- Hiroto Hiraga
- Department of Gastroenterology and Hematology, Hirosaki University Graduate School of Medicine, Hirosaki 036-8562, Japan
| | - Daisuke Chinda
- Division of Endoscopy, Hirosaki University Hospital, Hirosaki 036-8563, Japan
- Correspondence: ; Tel.: +81-172-33-5111
| | - Keisuke Hasui
- Department of Gastroenterology and Hematology, Hirosaki University Graduate School of Medicine, Hirosaki 036-8562, Japan
| | - Yasuhisa Murai
- Department of Gastroenterology and Hematology, Hirosaki University Graduate School of Medicine, Hirosaki 036-8562, Japan
| | - Takato Maeda
- Department of Gastroenterology and Hematology, Hirosaki University Graduate School of Medicine, Hirosaki 036-8562, Japan
| | - Naoki Higuchi
- Department of Gastroenterology and Hematology, Hirosaki University Graduate School of Medicine, Hirosaki 036-8562, Japan
| | - Kohei Ogasawara
- Department of Gastroenterology and Hematology, Hirosaki University Graduate School of Medicine, Hirosaki 036-8562, Japan
| | - Sae Kudo
- Department of Gastroenterology and Hematology, Hirosaki University Graduate School of Medicine, Hirosaki 036-8562, Japan
| | - Yohei Sawada
- Department of Gastroenterology and Hematology, Hirosaki University Graduate School of Medicine, Hirosaki 036-8562, Japan
| | - Tetsuya Tatsuta
- Department of Gastroenterology and Hematology, Hirosaki University Graduate School of Medicine, Hirosaki 036-8562, Japan
| | - Hidezumi Kikuchi
- Department of Gastroenterology and Hematology, Hirosaki University Graduate School of Medicine, Hirosaki 036-8562, Japan
| | - Mami Ebina
- Division of Endoscopy, Hirosaki University Hospital, Hirosaki 036-8563, Japan
| | - Noriko Hiraga
- Department of Gastroenterology and Hematology, Hirosaki University Graduate School of Medicine, Hirosaki 036-8562, Japan
| | - Tatsuya Mikami
- Center of Healthy Aging Innovation, Hirosaki University Graduate School of Medicine, Hirosaki 036-8562, Japan
| | - Hirotake Sakuraba
- Department of Gastroenterology and Hematology, Hirosaki University Graduate School of Medicine, Hirosaki 036-8562, Japan
| | - Shinsaku Fukuda
- Department of Gastroenterology and Hematology, Hirosaki University Graduate School of Medicine, Hirosaki 036-8562, Japan
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23
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Pennazio M, Rondonotti E, Despott EJ, Dray X, Keuchel M, Moreels T, Sanders DS, Spada C, Carretero C, Cortegoso Valdivia P, Elli L, Fuccio L, Gonzalez Suarez B, Koulaouzidis A, Kunovsky L, McNamara D, Neumann H, Perez-Cuadrado-Martinez E, Perez-Cuadrado-Robles E, Piccirelli S, Rosa B, Saurin JC, Sidhu R, Tacheci I, Vlachou E, Triantafyllou K. Small-bowel capsule endoscopy and device-assisted enteroscopy for diagnosis and treatment of small-bowel disorders: European Society of Gastrointestinal Endoscopy (ESGE) Guideline - Update 2022. Endoscopy 2023; 55:58-95. [PMID: 36423618 DOI: 10.1055/a-1973-3796] [Citation(s) in RCA: 86] [Impact Index Per Article: 86.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
MR1: ESGE recommends small-bowel capsule endoscopy as the first-line examination, before consideration of other endoscopic and radiological diagnostic tests for suspected small-bowel bleeding, given the excellent safety profile of capsule endoscopy, its patient tolerability, and its potential to visualize the entire small-bowel mucosa.Strong recommendation, moderate quality evidence. MR2: ESGE recommends small-bowel capsule endoscopy in patients with overt suspected small-bowel bleeding as soon as possible after the bleeding episode, ideally within 48 hours, to maximize the diagnostic and subsequent therapeutic yield.Strong recommendation, high quality evidence. MR3: ESGE does not recommend routine second-look endoscopy prior to small-bowel capsule endoscopy in patients with suspected small-bowel bleeding or iron-deficiency anemia.Strong recommendation, low quality evidence. MR4: ESGE recommends conservative management in those patients with suspected small-bowel bleeding and high quality negative small-bowel capsule endoscopy.Strong recommendation, moderate quality evidence. MR5: ESGE recommends device-assisted enteroscopy to confirm and possibly treat lesions identified by small-bowel capsule endoscopy.Strong recommendation, high quality evidence. MR6: ESGE recommends the performance of small-bowel capsule endoscopy as a first-line examination in patients with iron-deficiency anemia when small bowel evaluation is indicated.Strong recommendation, high quality evidence. MR7: ESGE recommends small-bowel capsule endoscopy in patients with suspected Crohn's disease and negative ileocolonoscopy findings as the initial diagnostic modality for investigating the small bowel, in the absence of obstructive symptoms or known bowel stenosis.Strong recommendation, high quality evidence. MR8: ESGE recommends, in patients with unremarkable or nondiagnostic findings from dedicated small-bowel cross-sectional imaging, small-bowel capsule endoscopy as a subsequent investigation if deemed likely to influence patient management.Strong recommendation, low quality evidence. MR9: ESGE recommends, in patients with established Crohn's disease, the use of a patency capsule before small-bowel capsule endoscopy to decrease the capsule retention rate.Strong recommendation, moderate quality evidence. MR10: ESGE recommends device-assisted enteroscopy (DAE) as an alternative to surgery for foreign bodies retained in the small bowel requiring retrieval in patients without acute intestinal obstruction.Strong recommendation, moderate quality evidence. MR11: ESGE recommends DAE-endoscopic retrograde cholangiopancreatography (DAE-ERCP) as a first-line endoscopic approach to treat pancreaticobiliary diseases in patients with surgically altered anatomy (except for Billroth II patients).Strong recommendation, moderate quality evidence.
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Affiliation(s)
- Marco Pennazio
- University Division of Gastroenterology, City of Health and Science University Hospital, University of Turin, Turin, Italy
| | | | - Edward J Despott
- Royal Free Unit for Endoscopy, The Royal Free Hospital and UCL Institute for Liver and Digestive Health, London, UK
| | - Xavier Dray
- Sorbonne University, Endoscopy Unit, AP-HP, Hôpital Saint-Antoine, Paris, France
| | - Martin Keuchel
- Clinic for Internal Medicine, Agaplesion Bethesda Krankenhaus Bergedorf, Hamburg, Germany
| | - Tom Moreels
- Division of Gastroenterology and Hepatology, University Hospital Saint-Luc, Brussels, Belgium
| | - David S Sanders
- Sheffield Teaching Hospitals NHS Foundation Trust, Gastroenterology Sheffield, Sheffield, UK
| | - Cristiano Spada
- Digestive Endoscopy Unit and Gastroenterology, Fondazione Poliambulanza, Brescia, Italy.,Università Cattolica del Sacro Cuore, Rome, Italy
| | - Cristina Carretero
- Department of Gastroenterology. University of Navarre Clinic, Healthcare Research Institute of Navarre, Pamplona, Spain
| | - Pablo Cortegoso Valdivia
- Gastroenterology and Endoscopy Unit, University Hospital of Parma, University of Parma, Parma, Italy
| | - Luca Elli
- Gastroenterology and Endoscopy Unit, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Lorenzo Fuccio
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Department of Medical and Surgical Sciences, Gastroenterology Unit, University of Bologna, Bologna, Italy
| | - Begona Gonzalez Suarez
- Gastroenterology Department - ICMDiM, Hospital Clínic of Barcelona, DIBAPS, CiBERHED, Barcelona, Spain
| | - Anastasios Koulaouzidis
- Centre for Clinical Implementation of Capsule Endoscopy, Store Adenomer Tidlige Cancere Center, Svendborg, University of Southern Denmark, Denmark
| | - Lumir Kunovsky
- 2nd Department of Internal Medicine - Gastroenterology and Geriatrics, University Hospital Olomouc, Faculty of Medicine and Dentistry, Palacky University Olomouc, Olomouc, Czech Republic.,Department of Surgery, University Hospital Brno, Faculty of Medicine, Masaryk University, Brno, Czech Republic.,Department of Gastroenterology and Digestive Endoscopy, Masaryk Memorial Cancer Institute, Brno, Czech Republic
| | - Deirdre McNamara
- TAGG Research Centre, Department of Clinical Medicine, Trinity Centre, Tallaght Hospital, Dublin, Ireland
| | - Helmut Neumann
- Department of Medicine I, University Medical Center Mainz, Mainz, Germany
| | | | | | - Stefania Piccirelli
- Digestive Endoscopy Unit and Gastroenterology, Fondazione Poliambulanza, Brescia, Italy
| | - Bruno Rosa
- Department of Gastroenterology, Hospital da Senhora da Oliveira, Guimarães, Portugal.,Life and Health Sciences Research Institute, School of Medicine, University of Minho, Braga/Guimarães, Portugal.,ICVS/3B's, PT Government Associate Laboratory, Braga/Guimarães, Portugal
| | - Jean-Christophe Saurin
- Gastroenterology and Endoscopy Unit, Hospices Civils de Lyon, Hôpital E. Herriot, Lyon, France
| | - Reena Sidhu
- Academic Department of Gastroenterology and Hepatology, Sheffield Teaching Hospitals, Sheffield, United Kingdom.,Department of Infection, Immunity and Cardiovascular Diseases, University of Sheffield, United Kingdom
| | - Ilja Tacheci
- 2nd Department of Internal Medicine - Gastroenterology, University Hospital Hradec Králové, Charles University, Faculty of Medicine in Hradec Králové, Czech Republic
| | | | - Konstantinos Triantafyllou
- Hepatogastroenterology Unit, Second Department of Internal Medicine - Propaedeutic, Research Institute and Diabetes Center, Medical School, National and Kapodistrian University of Athens, Attikon University General Hospital, Athens, Greece
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24
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Patency capsule: A novel independent predictor for long-term outcomes among patients with quiescent Crohn's disease. Am J Gastroenterol 2022:00000434-990000000-00595. [PMID: 36563317 DOI: 10.14309/ajg.0000000000002118] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Accepted: 10/06/2022] [Indexed: 12/25/2022]
Abstract
INTRODUCTION Patency capsule (PC) is a recommended procedure to rule-out small-bowel stenosis before video capsule endoscopy (VCE). We examined future clinical outcomes among patients with failed-PC versus patients in whom PC had passed (passed-PC). METHODS A Post-hoc analysis of two prospective cohort studies of adult patients with quiescent small-bowel CD that underwent PC between 2013-2020. The primary composite-outcome was the need for intestinal-surgery or endoscopic-dilation during follow-up in patients with or without failed-PC. RESULTS A total of 190 patients were included (47-failed PC, 143-passed PC, median follow-up 34.12 months). Patients with a failed-PC had higher rates of the primary composite-outcome (21.3% vs. 1.4%, Hazard ratio [HR] 20.3, 95% confidence interval [CI] 4.4-93.7, p<0.001) and also secondary outcomes including intestinal-surgery (14.9% vs. 0.70%, p<0.001), endoscopic-dilation (14.9% vs. 0.70%, p<0.001), admissions (23.3% vs. 5.7%, p<0.001) and clinical-flares (43.9% vs. 27.7%, p=0.005) during follow-up compared with controls. Failed-PC was the only statistically significant factor for surgery and/or endoscopic-dilation, regardless of a B2/B3 phenotype at baseline. In sensitivity-analyses restricted only to patients with stricturing phenotype (n=73), failed-PC still predicted worse long-term composite-outcome (HR 8.68 95% CI 1.72-43.68, p=0.002). Of the 190 patients ingesting a PC, only one patient with a failed-PC had 48 hours of self-limiting mild symptoms. DISCUSSION Clinically-stable CD patients with failed-PC have worse long-term clinical outcomes than those without, independently of CD phenotype. Standalone PC may serve as a novel, safe and affordable prognostic examination, to identify patients with quiescent CD who have a higher risk for future worse clinical outcomes.
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25
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Yanai H, Kagramanova A, Knyazev O, Sabino J, Haenen S, Mantzaris GJ, Mountaki K, Armuzzi A, Pugliese D, Furfaro F, Fiorino G, Drobne D, Kurent T, Yassin S, Maharshak N, Castiglione F, de Sire R, Nardone OM, Farkas K, Molnar T, Krznaric Z, Brinar M, Chashkova E, Livne Margolin M, Kopylov U, Bezzio C, Bar-Gil Shitrit A, Lukas M, Chaparro M, Truyens M, Nancey S, Lobaton T, Gisbert JP, Saibeni S, Bacsúr P, Bossuyt P, Schulberg J, Hoentjen F, Viganò C, Palermo A, Torres J, Revés J, Karmiris K, Velegraki M, Savarino E, Markopoulos P, Tsironi E, Ellul P, Calviño Suárez C, Weisshof R, Ben-Hur D, Naftali T, Eriksson C, Koutroubakis IE, Foteinogiannopoulou K, Limdi JK, Liu E, Surís G, Calabrese E, Zorzi F, Filip R, Ribaldone DG, Snir Y, Goren I, Banai-Eran H, Broytman Y, Amir Barak H, Avni-Biron I, Ollech JE, Dotan I, Aharoni Golan M. Endoscopic Postoperative Recurrence in Crohn's Disease After Curative Ileocecal Resection with Early Prophylaxis by Anti-TNF, Vedolizumab or Ustekinumab: A Real-World Multicentre European Study. J Crohns Colitis 2022; 16:1882-1892. [PMID: 35895074 DOI: 10.1093/ecco-jcc/jjac100] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
BACKGROUND Endoscopic-post-operative-recurrence [ePOR] in Crohn's disease [CD] after ileocecal resection [ICR] is a major concern. We aimed to evaluate the effectiveness of early prophylaxis with biologics and to compare anti-tumour necrosis factor [anti-TNF] therapy to vedolizumab [VDZ] and ustekinumab [UST] in a real-world setting. METHODS A retrospective multicentre study of CD-adults after curative ICR on early prophylaxis was undertaken. ePOR was defined as a Rutgeerts score [RS] ≥ i2 or colonic-segmental-SES-CD ≥ 6. Multivariable logistic regression was used to evaluate risk factors, and inverse probability treatment weighting [IPTW] was applied to compare the effectiveness between agents. RESULTS The study included 297 patients (53.9% males, age at diagnosis 24 years [19-32], age at ICR 34 years [26-43], 18.5% smokers, 27.6% biologic-naïve, 65.7% anti-TNF experienced, 28.6% two or more biologics and 17.2% previous surgery). Overall, 224, 39 and 34 patients received anti-TNF, VDZ or UST, respectively. Patients treated with VDZ and UST were more biologic experienced with higher rates of previous surgery. ePOR rates within 1 year were 41.8%. ePOR rates by treatment groups were: anti-TNF 40.2%, VDZ 33% and UST 61.8%. Risk factors for ePOR at 1 year were: past-infliximab (adjusted odds ratio [adj.OR] = 1.73 [95% confidence interval, CI: 1.01-2.97]), past-adalimumab [adj.OR = 2.32 [95% CI: 1.35-4.01] and surgical aspects. After IPTW, the risk of ePOR within 1 year of VDZ vs anti-TNF or UST vs anti-TNF was comparable (OR = 0.55 [95% CI: 0.25-1.19], OR = 1.86 [95% CI: 0.79-4.38]), respectively. CONCLUSION Prevention of ePOR within 1 year after surgery was successful in ~60% of patients. Patients treated with VDZ or UST consisted of a more refractory group. After controlling for confounders, no differences in ePOR risk were seen between anti-TNF prophylaxis and other groups.
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Affiliation(s)
- Henit Yanai
- Division of Gastroenterology, Rabin Medical Center, Petah Tikva, Israel.,Sackler Faculty of Medicine, Tel Aviv University, Israel
| | - Anna Kagramanova
- Moscow Clinical Scientific Centre named after. A.S. Loginov, Moscow, Russian Federation
| | - Oleg Knyazev
- Moscow Clinical Scientific Centre named after. A.S. Loginov, Moscow, Russian Federation.,State Scientific Centre of Coloproctology named after A.N. Ryzhyh, Moscow, Russian Federation.,Research Institute of Health Organization and Medical Management, Moscow, Russian Federation
| | - João Sabino
- Department of Gastroenterology, University Hospitals of Leuven, Leuven, Belgium
| | - Shana Haenen
- Department of Gastroenterology, University Hospitals of Leuven, Leuven, Belgium
| | - Gerassimos J Mantzaris
- Department of Gastroenterology, GHA 'Evaggelismos-Ophthalmiatreion Athinon-Polykliniki', Athens, Greece
| | - Katerina Mountaki
- Department of Gastroenterology, GHA 'Evaggelismos-Ophthalmiatreion Athinon-Polykliniki', Athens, Greece
| | | | - Daniela Pugliese
- CEMAD, IBD UNIT, Unità Operativa Complessa di Medicina Interna e Gastroenterologia, Dipartimento di Scienze Mediche e Chirurgiche, Fondazione Policlinico Universitario 'A. Gemelli' IRCCS, Rome, Italy
| | | | - Gionata Fiorino
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele and Vita-Salute San Raffaele University, Milan, Italy
| | - David Drobne
- Department of Internal Medicine, Medical Faculty, University of Ljubljana, Ljubljana, Slovenia.,Department of Gastroenterology, University Medical Centre Ljubljana, Ljubljana, Slovenia
| | - Tina Kurent
- Department of Gastroenterology, University Medical Centre Ljubljana, Ljubljana, Slovenia
| | - Sharif Yassin
- Sackler Faculty of Medicine, Tel Aviv University, Israel.,Department of Gastroenterology and Liver Diseases, Tel Aviv Medical Center, Tel Aviv, Israel
| | - Nitsan Maharshak
- Sackler Faculty of Medicine, Tel Aviv University, Israel.,Department of Gastroenterology and Liver Diseases, Tel Aviv Medical Center, Tel Aviv, Israel
| | - Fabiana Castiglione
- Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
| | - Roberto de Sire
- Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
| | - Olga Maria Nardone
- Department of Public Health, University of Naples Federico II, Naples, Italy
| | - Klaudia Farkas
- Department of Medicine, University of Szeged, Szeged, Hungary
| | - Tamas Molnar
- Department of Medicine, University of Szeged, Szeged, Hungary
| | - Zeljko Krznaric
- Department of Gastroenterology, Hepatology and Nutrition, University Hospital Centre, Zagreb, Croatia
| | - Marko Brinar
- Department of Gastroenterology, Hepatology and Nutrition, University Hospital Centre, Zagreb, Croatia
| | - Elena Chashkova
- Irkutsk Scientific Center of Surgery and Traumatology, Russia
| | - Moran Livne Margolin
- Sackler Faculty of Medicine, Tel Aviv University, Israel.,Department of Gastroenterology, Sheba Medical Center, Tel Hashomer, Israel
| | - Uri Kopylov
- Sackler Faculty of Medicine, Tel Aviv University, Israel.,Department of Gastroenterology, Sheba Medical Center, Tel Hashomer, Israel
| | - Cristina Bezzio
- Gastroenterology Unit, Rho Hospital, ASST Rhodense, Rho (MI), Italy
| | - Ariella Bar-Gil Shitrit
- Digestive Diseases Institute, Shaare Zedek Medical Center, Jerusalem, Israel.,Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Milan Lukas
- Clinical and Research Centre for Inflammatory Bowel Disease, ISCARE Clinical Centre, Prague, Czech Republic.,Institute of Medical Biochemistry and Laboratory Medicine, General University Hospital and First Faculty of Medicine, Charles University, Prague, Czech Republic
| | - María Chaparro
- Department of Gastroenterology, Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria Princesa (IIS- Princesa), Universidad Autónoma de Madrid (UAM), Spain.,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Marie Truyens
- IBD unit, Department of Gastroenterology, University Hospital Ghent, Ghent, Belgium.,Department of Internal Medicine and Pediatrics, Ghent University, Ghent, Belgium
| | - Stéphane Nancey
- Department of Gastroenterology, Lyon-Sud hospital, Hospices Civils de Lyon, Lyon and INSERM U1111, CIRI, Lyon, France
| | - Triana Lobaton
- IBD unit, Department of Gastroenterology, University Hospital Ghent, Ghent, Belgium.,Department of Internal Medicine and Pediatrics, Ghent University, Ghent, Belgium
| | - Javier P Gisbert
- Department of Gastroenterology, Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria Princesa (IIS- Princesa), Universidad Autónoma de Madrid (UAM), Spain.,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Simone Saibeni
- Gastroenterology Unit, Rho Hospital, ASST Rhodense, Rho (MI), Italy
| | - Péter Bacsúr
- Department of Medicine, University of Szeged, Szeged, Hungary
| | - Peter Bossuyt
- Imelda GI clinical Research Center, Department of Gastroenterology, Imelda General Hospital, Bonheiden, Belgium
| | - Julien Schulberg
- Department of Gastroenterology, St Vincent's Hospital, Melbourne, VIC, Australia.,Department of Medicine, University of Melbourne, Melbourne, VIC, Australia.,Department of Gastroenterology, Austin Hospital, Melbourne, VIC, Australia
| | - Frank Hoentjen
- Inflammatory Bowel Disease Center, Department of Gastroenterology, Radboud University Medical Center, Nijmegen, The Netherlands and Division of Gastroenterology, Department of Medicine, University of Alberta, Edmonton, Canada
| | - Chiara Viganò
- Division of Gastroenterology and Center for Autoimmune Liver Diseases, Department of Medicine and Surgery, University of Milano-Bicocca, Monza, Italy.,European Reference Network on Hepatological Diseases (ERN RARE-LIVER), San Gerardo Hospital, Monza, Italy
| | - Andrea Palermo
- Division of Gastroenterology and Center for Autoimmune Liver Diseases, Department of Medicine and Surgery, University of Milano-Bicocca, Monza, Italy.,European Reference Network on Hepatological Diseases (ERN RARE-LIVER), San Gerardo Hospital, Monza, Italy
| | - Joana Torres
- Division of Gastroenterology, Hospital da Luz Lisboa, Portugal.,Division of Gastroenterology, Hospital Beatriz Ângelo, Loures, Lisbon, Portugal
| | - Joana Revés
- Division of Gastroenterology, Hospital Beatriz Ângelo, Loures, Lisbon, Portugal
| | - Konstantinos Karmiris
- Department of Gastroenterology, Venizeleio General Hospital, Heraklion, Crete, Greece
| | - Magdalini Velegraki
- Department of Gastroenterology, Venizeleio General Hospital, Heraklion, Crete, Greece
| | - Edoardo Savarino
- Department of Surgical Oncological & Gastroenterological Sciences (DiSCOG), Gastroenterology Unit, Padua University, Padua, Italy
| | | | - Eftychia Tsironi
- Department of Gastroenterology, Metaxa Memorial General Hospital, Piraeus, Greece
| | - Pierre Ellul
- Division of Gastroenterology Mater Dei Hospital, Msida, Malta
| | - Cristina Calviño Suárez
- Department of Gastroenterology and Hepatology, University Hospital of Santiago de Compostela, Santiago de Compostela, Spain
| | - Roni Weisshof
- Department of Gastroenterology, Rambam Health Care Campus, Haifa, Israel.,Rappaport Faculty of Medicine, The Technion - Israel Institute of Technology, Haifa, Israel
| | - Dana Ben-Hur
- Department of Gastroenterology, Rambam Health Care Campus, Haifa, Israel.,Rappaport Faculty of Medicine, The Technion - Israel Institute of Technology, Haifa, Israel
| | - Timna Naftali
- Institute of Gastroenterology, Meir Hospital Sapir Medical Center, Kfar Saba, Israel.,Sackler Faculty of Medicine, Tel Aviv University, Israel
| | - Carl Eriksson
- Department of Gastroenterology, Faculty of Medicine and Health, Örebro University, Örebro, Sweden
| | | | | | - Jimmy K Limdi
- Department of Gastroenterology, The Northern Care Alliance NHS Foundation Trust, Manchester Academic Health Sciences, University of Manchester, Manchester, UK
| | - Eleanor Liu
- Department of Gastroenterology, The Northern Care Alliance NHS Foundation Trust, Manchester Academic Health Sciences, University of Manchester, Manchester, UK
| | - Gerard Surís
- Gastroenterology Department, Hospital de Bellvitge and IDIBELL, L'Hospitalet, Spain
| | - Emma Calabrese
- Gastroenterology Unit, Department of Systems Medicine, University of Rome Tor Vergata, Italy
| | - Francesca Zorzi
- Gastroenterology Unit, Department of Systems Medicine, University of Rome Tor Vergata, Italy
| | - Rafał Filip
- Department of Gastroenterology with IBD Unit, Clinical Hospital No. 2, Rzeszów, Poland
| | | | - Yifat Snir
- Division of Gastroenterology, Rabin Medical Center, Petah Tikva, Israel.,Sackler Faculty of Medicine, Tel Aviv University, Israel
| | - Idan Goren
- Division of Gastroenterology, Rabin Medical Center, Petah Tikva, Israel.,Sackler Faculty of Medicine, Tel Aviv University, Israel
| | - Hagar Banai-Eran
- Division of Gastroenterology, Rabin Medical Center, Petah Tikva, Israel.,Sackler Faculty of Medicine, Tel Aviv University, Israel
| | - Yelena Broytman
- Division of Gastroenterology, Rabin Medical Center, Petah Tikva, Israel.,Sackler Faculty of Medicine, Tel Aviv University, Israel
| | - Hadar Amir Barak
- Division of Gastroenterology, Rabin Medical Center, Petah Tikva, Israel.,Sackler Faculty of Medicine, Tel Aviv University, Israel
| | - Irit Avni-Biron
- Division of Gastroenterology, Rabin Medical Center, Petah Tikva, Israel.,Sackler Faculty of Medicine, Tel Aviv University, Israel
| | - Jacob E Ollech
- Division of Gastroenterology, Rabin Medical Center, Petah Tikva, Israel.,Sackler Faculty of Medicine, Tel Aviv University, Israel
| | - Iris Dotan
- Division of Gastroenterology, Rabin Medical Center, Petah Tikva, Israel.,Sackler Faculty of Medicine, Tel Aviv University, Israel
| | - Maya Aharoni Golan
- Department of Gastroenterology and Hepatology, Kaplan Medical Center, Rehovot, Israel.,Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel.,Concord Medical Center, Clalit Health Services, Bnei Brak, Israel
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26
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Focht G, Cytter-Kuint R, Greer MLC, Pratt LT, Castro DA, Church PC, Walters TD, Hyams J, Navon D, Martin de Carpi J, Ruemmele F, Russell RK, Gavish M, Griffiths AM, Turner D. Development, Validation, and Evaluation of the Pediatric Inflammatory Crohn's Magnetic Resonance Enterography Index From the ImageKids Study. Gastroenterology 2022; 163:1306-1320. [PMID: 35872072 DOI: 10.1053/j.gastro.2022.07.048] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Revised: 06/21/2022] [Accepted: 07/17/2022] [Indexed: 01/18/2023]
Abstract
BACKGROUND & AIMS Cross-sectional imaging is important in the assessment of transmural inflammation in Crohn's disease (CD). Small bowel involvement is often more extensive in pediatric CD, requiring a panentering measuring tool. We undertook to develop a magnetic resonance enterography (MRE)-based index that would measure inflammation in all segments of the intestine, without rectal contrast. METHODS Children with CD underwent ileocolonoscopy and MRE and half were prospectively followed for 18 months when MRE was repeated. Item generation and reduction were performed by a Delphi panel of pediatric radiologists, a systematic literature review, a cross-sectional study of 48 MREs, and a steering committee. Formatting and weighting were performed using multivariate modeling adjusted by a steering committee. MREs were read locally and centrally. Reliability, validity, and responsiveness were determined using several clinimetric and psychometric approaches. RESULTS Thirty items were initially generated and reduced to 5 using regression analysis on 159 MREs: wall thickness, wall diffusion weighted imaging, ulcerations, mesenteric edema, and comb sign. In the validation cohort of 81 MREs, the weighted global PICMI correlated well with the radiologist global assessment (r = 0.85; P < .001) and with the simple endoscopic score in a subsample with ileocolonic disease (r = 0.63; P < .001). Interobserver and test-retest reliability were high (interclass correlation coefficients, 0.84; 95% confidence interval [CI], 0.79-0.87; and 0.81, 95% CI, 0.65-0.90, respectively; both P < .001). Excellent responsiveness was found at repeated visits (n = 116 MREs; area under the receiver operating characteristic curve 0.96; 95% CI, 0.93-0.99). Transmural healing was defined as PICMI ≤10 and response as a change of >20 points with excellent discriminative validity (area under the receiver operating characteristic curve = 0.96; 95% CI, 0.93-0.99). CONCLUSIONS The PICMI is a valid, reliable, and responsive index for assessing transmural inflammation in pediatric CD. It scores the entire bowel length and does not require intravenous contrast or rectal enema and, therefore, is suitable for use in children. (ClinicalTrials.gov, Number: NCT01881490.).
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Affiliation(s)
- Gili Focht
- Juliet Keidan Institute of Pediatric Gastroenterology Hepatology and Nutrition, Shaare Zedek Medical Center, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Ruth Cytter-Kuint
- Radiology Department, Shaare Zedek Medical Center, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Mary-Louise C Greer
- Department of Diagnostic Imaging, Hospital for Sick Children, Toronto, Ontario, Canada; Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada
| | - Li-Tal Pratt
- Pediatric Imaging Unit, Imaging Division, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Denise A Castro
- Department of Diagnostic Imaging, Hospital for Sick Children, Toronto, Ontario, Canada; Department of Diagnostic Radiology, Kingston Health Science Centre, Queen's University, Kingston, Ontario, Canada
| | - Peter C Church
- Department of Gastroenterology, Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada
| | - Thomas D Walters
- Department of Gastroenterology, Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada
| | - Jeffrey Hyams
- Connecticut Children's Medical Center, Hartford, Connecticut
| | - Dan Navon
- Juliet Keidan Institute of Pediatric Gastroenterology Hepatology and Nutrition, Shaare Zedek Medical Center, The Hebrew University of Jerusalem, Jerusalem, Israel
| | | | - Frank Ruemmele
- Université Paris Descartes - Sorbonne Paris Cité, Assistance Publique - Hôpitaux de Paris, Hôpital Necker Enfants Malades, Service de Gastroentérologie, Paris, France
| | - Richard K Russell
- Department of Paediatric Gastroenterology, Royal Hospital for Sick Children, National Health Services Lothian, Edinburgh, United Kingdom
| | - Matan Gavish
- School of Computer Science and Engineering, The Hebrew University, Jerusalem, Israel
| | - Anne M Griffiths
- Department of Diagnostic Radiology, Kingston Health Science Centre, Queen's University, Kingston, Ontario, Canada
| | - Dan Turner
- Juliet Keidan Institute of Pediatric Gastroenterology Hepatology and Nutrition, Shaare Zedek Medical Center, The Hebrew University of Jerusalem, Jerusalem, Israel.
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27
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Leenhardt R, Koulaouzidis A, Histace A, Baatrup G, Beg S, Bourreille A, de Lange T, Eliakim R, Iakovidis D, Dam Jensen M, Keuchel M, Margalit Yehuda R, McNamara D, Mascarenhas M, Spada C, Segui S, Smedsrud P, Toth E, Tontini GE, Klang E, Dray X, Kopylov U. Key research questions for implementation of artificial intelligence in capsule endoscopy. Therap Adv Gastroenterol 2022; 15:17562848221132683. [PMID: 36338789 PMCID: PMC9629556 DOI: 10.1177/17562848221132683] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Accepted: 09/27/2022] [Indexed: 11/29/2022] Open
Abstract
BACKGROUND Artificial intelligence (AI) is rapidly infiltrating multiple areas in medicine, with gastrointestinal endoscopy paving the way in both research and clinical applications. Multiple challenges associated with the incorporation of AI in endoscopy are being addressed in recent consensus documents. OBJECTIVES In the current paper, we aimed to map future challenges and areas of research for the incorporation of AI in capsule endoscopy (CE) practice. DESIGN Modified three-round Delphi consensus online survey. METHODS The study design was based on a modified three-round Delphi consensus online survey distributed to a group of CE and AI experts. Round one aimed to map out key research statements and challenges for the implementation of AI in CE. All queries addressing the same questions were merged into a single issue. The second round aimed to rank all generated questions during round one and to identify the top-ranked statements with the highest total score. Finally, the third round aimed to redistribute and rescore the top-ranked statements. RESULTS Twenty-one (16 gastroenterologists and 5 data scientists) experts participated in the survey. In the first round, 48 statements divided into seven themes were generated. After scoring all statements and rescoring the top 12, the question of AI use for identification and grading of small bowel pathologies was scored the highest (mean score 9.15), correlation of AI and human expert reading-second (9.05), and real-life feasibility-third (9.0). CONCLUSION In summary, our current study points out a roadmap for future challenges and research areas on our way to fully incorporating AI in CE reading.
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Affiliation(s)
| | - Anastasios Koulaouzidis
- Department of Social Medicine and Public Health, Pomeranian Medical University, Szczecin, Poland,Department of Surgery, Odense University Hospital, Odense, Denmark,Department of Clinical research, University of Southern Denmark, Odense, Denmark
| | - Aymeric Histace
- ETIS UMR 8051 (CY Paris Cergy University, ENSEA, CNRS), Cergy, France
| | - Gunnar Baatrup
- Department of Surgery, Odense University Hospital, Odense, Denmark,Department of Clinical research, University of Southern Denmark, Odense, Denmark
| | - Sabina Beg
- Department of Gastroenterology, Imperial College NHS Healthcare Trust, London, UK
| | - Arnaud Bourreille
- Nantes Université, CHU Nantes, Institut des maladies de l’appareil digestif (IMAD), Hépato-gastroentérologie, Nantes, France
| | - Thomas de Lange
- Department of Medicine and emergencies-Mölndal, Region Västra Götaland, Sahlgrenska University Hospital, Gothenburg, Sweden,Department of Molecular and Clinical and Medicine, University of Gothenburg, Sahlgrenska Academy, Gothenburg, Sweden
| | - Rami Eliakim
- Department of Gastroenterology, Sheba Medical Center and Sackler School of Medicine, Tel Aviv University, Tel-Aviv, Israel
| | - Dimitris Iakovidis
- Department of Computer Science and Biomedical Informatics, University of Thessaly, Lamia, Greece
| | - Michael Dam Jensen
- Department of Internal Medicine, Section of Gastroenterology, Lillebaelt Hospital, Vejle, Denmark
| | - Martin Keuchel
- Clinic for Internal Medicine, Agaplesion Bethesda Krankenhaus Bergedorf, Hamburg, Germany
| | - Reuma Margalit Yehuda
- Department of Gastroenterology, Sheba Medical Center and Sackler School of Medicine, Tel Aviv University, Tel-Aviv, Israel
| | - Deirdre McNamara
- Trinity Academic Gastroenterology Group, Department of Clinical Medicine, Tallaght Hospital, Trinity College Dublin, Dublin, Ireland
| | - Miguel Mascarenhas
- Department of Gastroenterology, Centro Hospitalar São João, Porto, Portugal
| | - Cristiano Spada
- Digestive Endoscopy Unit and Gastroenterology, Fondazione Poliambulanza, Brescia, Italy,Digestive Endoscopy Unit, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Santi Segui
- Department of Mathematics and Computer Science, Universitat de Barcelona, Barcelona, Spain
| | - Pia Smedsrud
- Simula Metropolitan Centre for Digital Engineering, University of Oslo, Augere Medical AS, Oslo, Norway
| | - Ervin Toth
- Department of Gastroenterology, Skåne University Hospital, Lund University, Malmö, Sweden
| | - Gian Eugenio Tontini
- Department of Pathophysiology and Transplantation, University of Milan and Gastroenterology and Endoscopy Unit, Fondazione IRCCS Ca’Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Eyal Klang
- Sheba ARC, Sheba Medical Center and Sackler School of Medicine, Tel Aviv University, Tel-Aviv, Israel
| | - Xavier Dray
- Sorbonne Université, Centre of Digestive Endoscopy, Hôpital Saint-Antoine, AP-HP, Paris, France,ETIS UMR 8051 (CY Paris Cergy University, ENSEA, CNRS), Cergy, France
| | - Uri Kopylov
- Department of Gastroenterology, Sheba Medical Center and Sackler School of Medicine, Tel Aviv University, Tel-Aviv, Israel
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Deep Learning Multi-Domain Model Provides Accurate Detection and Grading of Mucosal Ulcers in Different Capsule Endoscopy Types. Diagnostics (Basel) 2022; 12:diagnostics12102490. [PMID: 36292178 PMCID: PMC9600959 DOI: 10.3390/diagnostics12102490] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Revised: 10/06/2022] [Accepted: 10/08/2022] [Indexed: 11/17/2022] Open
Abstract
Background and Aims: The aim of our study was to create an accurate patient-level combined algorithm for the identification of ulcers on CE images from two different capsules. Methods: We retrospectively collected CE images from PillCam-SB3′s capsule and PillCam-Crohn’s capsule. ML algorithms were trained to classify small bowel CE images into either normal or ulcerated mucosa: a separate model for each capsule type, a cross-domain model (training the model on one capsule type and testing on the other), and a combined model. Results: The dataset included 33,100 CE images: 20,621 PillCam-SB3 images and 12,479 PillCam-Crohn’s images, of which 3582 were colonic images. There were 15,684 normal mucosa images and 17,416 ulcerated mucosa images. While the separate model for each capsule type achieved excellent accuracy (average AUC 0.95 and 0.98, respectively), the cross-domain model achieved a wide range of accuracies (0.569–0.88) with an AUC of 0.93. The combined model achieved the best results with an average AUC of 0.99 and average mean patient accuracy of 0.974. Conclusions: A combined model for two different capsules provided high and consistent diagnostic accuracy. Creating a holistic AI model for automated capsule reading is an essential part of the refinement required in ML models on the way to adapting them to clinical practice.
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Tang N, Chen H, Chen R, Tang W, Zhang H. Predicting Mucosal Healing in Crohn's Disease: A Nomogram Model Developed from a Retrospective Cohort. J Inflamm Res 2022; 15:5515-5525. [PMID: 36176354 PMCID: PMC9514782 DOI: 10.2147/jir.s378304] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Accepted: 09/20/2022] [Indexed: 11/23/2022] Open
Abstract
Purpose Mucosal healing (MH) has become a therapeutic end point for Crohn's disease (CD). The purpose of this study was to identify potential risk factors responsible for a lower probability of mucosal healing in CD. It also aimed to create and validate a noninvasive tool for predicting mucosal healing in CD to aid clinical decision-making. Patients and Methods We established a derivation cohort diagnosed with CD, in which endoscopic examination was performed before and after treatment at the First Affiliated Hospital of Nanjing Medical University between January 2010 and June 2021. Patient data including demographic and clinical characteristics and treatment details were collected. The achievement of mucosal healing (without ulceration on endoscopic examination) after treatment was the endpoint observed during follow-up. We performed logistic regression analysis to identify factors associated with mucosal healing. These factors were used to develop a model (CD mucosal healing prediction nomogram) to predict mucosal healing in CD. External validation was performed using a new cohort of 60 patients from the Second Affiliated Hospital of Soochow University between January 2012 and June 2021. Results A total of 331 patients were included in the derivation cohort. We found the following factors to be independently associated with mucosal healing after treatment: disease course <11 months, ulcer size <0.5 cm, Harvey-Bradshaw Index score <9, infliximab treatment, and non-exclusive use of 5-aminosalicylic acid. The model incorporating these factors achieved good discrimination, calibration, and clinical decision curve analysis results on internal validation (C-index: 0.788, 95% confidence interval [CI]: 0.74-0.84). The external validation cohort also demonstrated good discrimination (C-index: 0.785, 95% CI: 0.68-0.90) and calibration. Conclusion The CD mucosal healing prediction nomogram model demonstrated good reliability and validated. It can potentially be developed into a simple and clinically useful tool for predicting mucosal healing in CD.
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Affiliation(s)
- Nana Tang
- Department of Gastroenterology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, People's Republic of China
| | - Han Chen
- Department of Gastroenterology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, People's Republic of China
| | - Ruidong Chen
- Department of Gastroenterology, The Second Affiliated Hospital of Soochow University, Suzhou, Jiangsu, People's Republic of China
| | - Wen Tang
- Department of Gastroenterology, The Second Affiliated Hospital of Soochow University, Suzhou, Jiangsu, People's Republic of China
| | - Hongjie Zhang
- Department of Gastroenterology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, People's Republic of China
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Maconi G, Sorin V, Kopylov U, Barzilay O, Ferretti F, Innamorati S, Tonolini M, Eliakim R, Amitai MM. Diagnostic significance of mesenteric lymph node involvement in proximal small bowel Crohn's disease. Therap Adv Gastroenterol 2022; 15:17562848221118664. [PMID: 36035308 PMCID: PMC9403447 DOI: 10.1177/17562848221118664] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Accepted: 07/24/2022] [Indexed: 02/04/2023] Open
Abstract
BACKGROUND The diagnosis of proximal small bowel involvement in Crohn's disease (CD) can be challenging at magnetic resonance enterography (MRE). The inflammatory process in CD can be associated with peri-intestinal inflammatory reactions, including the presence of inflamed mesenteric lymph nodes. OBJECTIVES To evaluate the significance of inflamed mesenteric lymph nodes adjacent to the jejunum at MRE in CD and the association with proximal bowel disease as detected by video capsule endoscopy (VCE). DESIGN This retrospective study was performed in two tertiary medical centres, and included 64 patients with CD who underwent MRE as well as VCE within 1 year. METHODS Data were collected for examinations performed between August 2013 and February 2021. MRE images were independently reviewed by radiologists who were blinded to the clinical data. Association between the presence of mesenteric lymph nodes adjacent to jejunum at MRE and disease activity according to VCE Lewis scores of proximal small bowel was examined. RESULTS VCE detected proximal disease in 24/64 patients (37.5%). Presence of regional lymph nodes in the jejunal mesentery was significantly associated with jejunal disease as seen on VCE (p < 0.001). Of the 20 patients who had proximal mesenteric lymph nodes at MRE, 15 (75%) had jejunal disease at VCE (sensitivity, 62.5%; specificity, 87.5%; and negative and positive predictive values, 79.5 and 75%, respectively). The number of regional lymph nodes was positively correlated with jejunal disease (mean: 2.63 ± 2.90 versus 0.78 ± 2.60, p = 0.01). Other MRE features of lymph nodes were not significantly predictive of jejunal CD. CONCLUSION In patients with CD, inflamed regional lymph nodes in the jejunal mesentery at MRE can be valuable to suggest proximal small bowel disease, even when bowel wall features at imaging do not suggest disease involvement. PLAIN LANGUAGE SUMMARY The diagnosis of proximal small bowel involvement in Crohn's disease (CD) can be challenging at magnetic resonance enterography (MRE). We analysed MRE examinations in patients with CD for the presence of lymph nodes adjacent to the proximal small bowel. We included 64 patients with CD who had MRE examinations and video capsule endoscopy (VCE) examinations within 1 year. Of 64 patients, 24 had proximal small bowel disease according to VCE. We found that of 20 patients who had regional mesenteric lymph nodes in the jejunal mesentery at MRE, 15 had proximal bowel disease involvement. We also found that patients with jejunal disease had a larger number of regional lymph nodes compared to patients without jejunal disease. All but one patient had normal appearing bowel at MRE. But, using regional mesenteric lymphadenopathy at MRE as an indicator for disease, 15/24 (62.5%) patients with proximal small bowel disease were detected. We therefore conclude that regional mesenteric lymph nodes assessment at MRE can aid diagnose proximal bowel disease, even when the proximal bowel looks normal at imaging. Presence of proximal mesenteric lymph nodes at MRE in patients with CD possibly warrant further investigation of the proximal small bowel by endoscopic measures.
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Affiliation(s)
| | | | - Uri Kopylov
- Sackler Faculty of Medicine, Tel-Aviv
University, Tel-Aviv, Israel,Department of Gastroentergology, Chaim Sheba
Medical Center, Tel Hashomer, Israel
| | - Oranit Barzilay
- Sackler Faculty of Medicine, Tel-Aviv
University, Tel-Aviv, Israel,Department of Gastroentergology, Chaim Sheba
Medical Center, Tel Hashomer, Israel
| | - Francesca Ferretti
- Division of Gastroenterology, ASST
Fatebenefratelli-Sacco, L. Sacco University Hospital, Department of
Biochemical and Clinical Sciences, University of Milan, Milan, Italy
| | - Silvia Innamorati
- Department of Radiology, ASST
Fatebenefratelli-Sacco, L. Sacco University Hospital, Milan, Italy
| | - Massimo Tonolini
- Department of Radiology, ASST
Fatebenefratelli-Sacco, L. Sacco University Hospital, Milan, Italy
| | - Rami Eliakim
- Sackler Faculty of Medicine, Tel-Aviv
University, Tel-Aviv, Israel,Department of Gastroentergology, Chaim Sheba
Medical Center, Tel Hashomer, Israel
| | - Michal Marianne Amitai
- Department of Diagnostic Imaging, Chaim Sheba
Medical Center, Tel Hashomer, Israel,Sackler Faculty of Medicine, Tel-Aviv
University, Tel-Aviv, Israel
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Clinical implication of radiologic complete remission on Crohn's Disease: Compared with endoscopic remission. Eur J Radiol 2022; 155:110469. [PMID: 35988393 DOI: 10.1016/j.ejrad.2022.110469] [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: 04/29/2022] [Revised: 08/02/2022] [Accepted: 08/07/2022] [Indexed: 11/20/2022]
Abstract
OBJECTIVES To determine the clinical implications of radiologic complete remission (CR) in Crohn's disease (CD) evaluated by computed tomography (CT) or magnetic resonance enterography (MRE) in comparison with endoscopic CR. METHODS Twenty-five CD patients who achieved endoscopic CR after medical treatment were retrospectively enrolled in this study. All patients underwent ileocolonoscopy, CT, or MRE at baseline, at the time of endoscopic CR, and during follow-up. Two radiologists assessed the mural and perienteric abnormalities on pre- and post-treatment CT or MRE in consensus. Patients were divided into radiologic CR and non-CR groups at the time of endoscopic CR. CD recurrence during subsequent follow-up periods was evaluated using clinical, laboratory, and CT/MRI findings. Statistical analysis was performed to assess whether there were significant differences in patient outcomes between the groups. RESULTS At the time of endoscopic CR, nine patients (mean age, 36.6 years) showed normalization of all radiologic features and were designated as the radiologic CR group. However, 16 patients (mean age: 32.9 years) showed residual CT/MRE abnormalities, suggesting persistent active inflammation, and were designated as the radiologic non-CR group. During follow-up, there was a significant difference between the groups regarding clinical outcomes (deep CR, 8/9 vs 5/16, P = 0.011; CD recurrence, 1/9 vs 14/16, P < 0.001). The mean fecal calprotectin level was significantly lower in the radiologic CR group (287.5 ug/g) than in the non-CR group (652.4 ug/g) (P = 0.023). CONCLUSIONS Radiologic CR can represent a better therapeutic endpoint in CD, showing superiority over endoscopic CR in predicting both clinical and biochemical outcomes.
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Villablanca EJ, Selin K, Hedin CRH. Mechanisms of mucosal healing: treating inflammatory bowel disease without immunosuppression? NATURE REVIEWS. GASTROENTEROLOGY & HEPATOLOGY 2022. [PMID: 35440774] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Subscribe] [Scholar Register] [Indexed: 12/08/2022]
Abstract
Almost all currently available treatments for inflammatory bowel disease (IBD) act by inhibiting inflammation, often blocking specific inflammatory molecules. However, given the infectious and neoplastic disease burden associated with chronic immunosuppressive therapy, the goal of attaining mucosal healing without immunosuppression is attractive. The absence of treatments that directly promote mucosal healing and regeneration in IBD could be linked to the lack of understanding of the underlying pathways. The range of potential strategies to achieve mucosal healing is diverse. However, the targeting of regenerative mechanisms has not yet been achieved for IBD. Stem cells provide hope as a regenerative treatment and are used in limited clinical situations. Growth factors are available for the treatment of short bowel syndrome but have not yet been applied in IBD. The therapeutic application of organoid culture and stem cell therapy to generate new intestinal tissue could provide a novel mechanism to restore barrier function in IBD. Furthermore, blocking key effectors of barrier dysfunction (such as MLCK or damage-associated molecular pattern molecules) has shown promise in experimental IBD. Here, we review the diversity of molecular targets available to directly promote mucosal healing, experimental models to identify new potential pathways and some of the anticipated potential therapies for IBD.
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Affiliation(s)
- Eduardo J Villablanca
- Division of Immunology and Allergy, Department of Medicine Solna, Karolinska Institutet and University Hospital, Stockholm, Sweden.
| | - Katja Selin
- Gastroenterology unit, Department of Gastroenterology, Dermatovenereology and Rheumatology, Karolinska University Hospital, Stockholm, Sweden.,Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
| | - Charlotte R H Hedin
- Gastroenterology unit, Department of Gastroenterology, Dermatovenereology and Rheumatology, Karolinska University Hospital, Stockholm, Sweden. .,Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden.
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Villablanca EJ, Selin K, Hedin CRH. Mechanisms of mucosal healing: treating inflammatory bowel disease without immunosuppression? Nat Rev Gastroenterol Hepatol 2022; 19:493-507. [PMID: 35440774 DOI: 10.1038/s41575-022-00604-y] [Citation(s) in RCA: 78] [Impact Index Per Article: 39.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/08/2022] [Indexed: 12/12/2022]
Abstract
Almost all currently available treatments for inflammatory bowel disease (IBD) act by inhibiting inflammation, often blocking specific inflammatory molecules. However, given the infectious and neoplastic disease burden associated with chronic immunosuppressive therapy, the goal of attaining mucosal healing without immunosuppression is attractive. The absence of treatments that directly promote mucosal healing and regeneration in IBD could be linked to the lack of understanding of the underlying pathways. The range of potential strategies to achieve mucosal healing is diverse. However, the targeting of regenerative mechanisms has not yet been achieved for IBD. Stem cells provide hope as a regenerative treatment and are used in limited clinical situations. Growth factors are available for the treatment of short bowel syndrome but have not yet been applied in IBD. The therapeutic application of organoid culture and stem cell therapy to generate new intestinal tissue could provide a novel mechanism to restore barrier function in IBD. Furthermore, blocking key effectors of barrier dysfunction (such as MLCK or damage-associated molecular pattern molecules) has shown promise in experimental IBD. Here, we review the diversity of molecular targets available to directly promote mucosal healing, experimental models to identify new potential pathways and some of the anticipated potential therapies for IBD.
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Affiliation(s)
- Eduardo J Villablanca
- Division of Immunology and Allergy, Department of Medicine Solna, Karolinska Institutet and University Hospital, Stockholm, Sweden.
| | - Katja Selin
- Gastroenterology unit, Department of Gastroenterology, Dermatovenereology and Rheumatology, Karolinska University Hospital, Stockholm, Sweden.,Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
| | - Charlotte R H Hedin
- Gastroenterology unit, Department of Gastroenterology, Dermatovenereology and Rheumatology, Karolinska University Hospital, Stockholm, Sweden. .,Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden.
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34
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Zhu C, Hu J, Wang X, Li C, Gao Y, Li J, Ge Y, Wu X. A novel clinical radiomics nomogram at baseline to predict mucosal healing in Crohn's disease patients treated with infliximab. Eur Radiol 2022; 32:6628-6636. [PMID: 35857074 DOI: 10.1007/s00330-022-08989-9] [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: 03/23/2022] [Revised: 06/17/2022] [Accepted: 06/27/2022] [Indexed: 11/29/2022]
Abstract
OBJECTIVES Mucosal healing (MH) is currently the gold standard in Crohn's disease (CD) management. Noninvasive assessment of MH in CD patients is increasingly a concern of clinicians. METHODS This retrospective study included 106 patients with confirmed CD who were divided into a training cohort (n = 73) and a testing cohort (n = 33). Patient demographics were evaluated to establish a clinical model. Radiomics features were extracted from computed tomography enterography (CTE) images. A radiomics signature was constructed, and a radiomics score (Rad-score) was calculated by using the radiomics signature-based formula. A clinical radiomics nomogram was then built by incorporating the Rad-score and significant clinical features. The diagnostic performance of the three models was evaluated using receiver operating characteristic (ROC) curve analysis. RESULTS Of the 106 patients with CD, 37 exhibited MH after 26 weeks of infliximab (IFX) treatment. The area under the ROC curve (AUC) of the clinical radiomics nomogram for distinguishing MH from non-MH, which was based on the disease duration and Rad-score, was 0.880 (95% confidence interval [CI]: 0.809-0.943) in the training cohort and 0.877 (95% CI: 0.745-0.983) in the testing cohort. Decision curve analysis (DCA) confirmed the clinical utility of the clinical radiomics nomogram. CONCLUSIONS This is a preliminary study suggesting that this CTE-based radiomics model has potential value for predicting MH in CD patients. A nomogram constructed by combining radiomics signatures and clinical features can help clinicians select appropriate therapeutic strategies for CD patients. KEY POINTS • The disease duration (odds ratio (OR) = 0.969, 95% confidence interval (CI) = 0.943-0.995, p = 0.021) was an independent predictor of MH in the clinical model. • The AUC of the radiomics model constructed by the five radiomics features was 0.846 (95% CI: 0.759-0.921) in the training cohort and 0.817 (95% CI: 0.665-0.945) in the testing cohort for differentiating MH from non-MH. • The AUC of the clinical radiomics nomogram was 0.880 (95% CI: 0.809-0.943) in the training cohort and 0.877 (95% CI: 0.745-0.983) in the testing cohort for distinguishing MH from non-MH.
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Affiliation(s)
- Chao Zhu
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui, China
| | - Jing Hu
- Department of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui, China
| | - Xia Wang
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui, China
| | - Cuiping Li
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui, China
| | - Yankun Gao
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui, China
| | - Jianying Li
- CT Research Center, GE Healthcare China, Shanghai, 210000, China
| | - Yaqiong Ge
- CT Research Center, GE Healthcare China, Shanghai, 210000, China
| | - Xingwang Wu
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui, China.
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35
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Nardone OM, Calabrese G, Testa A, Caiazzo A, Fierro G, Rispo A, Castiglione F. The Impact of Intestinal Ultrasound on the Management of Inflammatory Bowel Disease: From Established Facts Toward New Horizons. Front Med (Lausanne) 2022; 9:898092. [PMID: 35677820 PMCID: PMC9167952 DOI: 10.3389/fmed.2022.898092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Accepted: 04/25/2022] [Indexed: 11/15/2022] Open
Abstract
Intestinal ultrasound (IUS) plays a crucial role as a non-invasive and accurate tool to diagnose and assess inflammatory bowel disease (IBD). The rationale for using IUS in Crohn’s disease (CD), a transmural disease, is widely acknowledged. While the use of IUS in ulcerative colitis (UC), a mucosal disease, is often underestimated, but, recently, it is increasingly expanding. In the context of a treat-to-target approach, the role of IUS is shifting toward a monitoring tool for predicting response to therapy. Hence, adjusting therapeutic strategies based on IUS response could reduce the burden related to endoscopy and speed the decision process with the ultimate goal to alter the natural course of IBD. Assessment of bowel wall thickness (BWT) is the most reliable IUS measure. However, the development of validated and reproducible sonographic scores to measure disease activity and the identification of parameters of therapeutic response remain relevant issues to implement the daily adoption of IUS in clinical practice. Accordingly, this review focuses on the current literature investigating the impact of IUS on CD with emphasis on the concept of transmural healing (TH) and the main related advantages. We further explore new insights on the role of IUS in UC and its clinical implications.
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Affiliation(s)
- Olga Maria Nardone
- Department of Public Health, University of Naples Federico II, Naples, Italy
| | - Giulio Calabrese
- Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
| | - Anna Testa
- Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
| | - Anna Caiazzo
- Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
| | - Giuseppe Fierro
- Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
| | - Antonio Rispo
- Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
| | - Fabiana Castiglione
- Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
- *Correspondence: Fabiana Castiglione,
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Omori T, Sasaki Y, Koroku M, Murasugi S, Yonezawa M, Nakamura S, Tokushige K. Serum Leucine-Rich Alpha-2 Glycoprotein in Quiescent Crohn's Disease as a Potential Surrogate Marker for Small-Bowel Ulceration detected by Capsule Endoscopy. J Clin Med 2022; 11:2494. [PMID: 35566620 PMCID: PMC9101788 DOI: 10.3390/jcm11092494] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2022] [Revised: 04/27/2022] [Accepted: 04/27/2022] [Indexed: 11/16/2022] Open
Abstract
Background: Small bowel (SB) lesions in quiescent Crohn’s disease (CD) are sometimes not identified by clinical activity or existing markers. We investigated the usefulness of a novel biomarker, leucine-rich α2-glycoprotein (LRG), for screening for the presence of SB ulcerative lesions detected by small-bowel capsule endoscopy (SBCE). Methods: We examined patients with a Crohn’s Disease Activity Index (CDAI) value < 150 and a C-reactive protein (CRP) value < 0.5 mg/dL with SB or SB colonic CD. The presence of small-bowel ulcerative lesions (≥0.5 cm) was grouped by SBCE results, and we then compared the groups’ LRG value to establish a cutoff value for screening for the presence of lesions. Results: In 40 patients with CD, the LRG values differed significantly between the patients with and without SB ulcerative lesions (Ul + 14.1 (2.1−16.5) μg/mL vs. Ul − 12.3 (9.3−13.5) μg/mL; p = 0.0105). The respective cutoff LRG values for the presence of SB ulcerative lesions was 14 μg/mL (areas under the ROC curve 0.77), with sensitivity 63.6%, specificity 82.8%, positive predictive values 58.3%, negative predictive values 85.7%, and accuracy 78%. Conclusion: These results indicate that LRG may be useful in predicting the presence of SB inflammation associated in patients with CD with CRP < 0.5 mg/dL and CDAI < 150, and in selecting patients for SBCE.
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Affiliation(s)
- Teppei Omori
- Institute of Gastroenterology, Tokyo Women’s Medical University, Tokyo 162-8666, Japan; (Y.S.); (M.K.); (S.M.); (M.Y.); (S.N.); (K.T.)
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Macedo Silva V, Freitas M, Boal Carvalho P, Dias de Castro F, Cúrdia Gonçalves T, Rosa B, Moreira MJ, Cotter J. Apex Score: Predicting Flares in Small-Bowel Crohn's Disease After Mucosal Healing. Dig Dis Sci 2022; 67:1278-1286. [PMID: 34291329 DOI: 10.1007/s10620-021-07148-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Accepted: 12/30/2020] [Indexed: 01/04/2023]
Abstract
BACKGROUND Optimal strategies for using small-bowel capsule endoscopy (SBCE) in established small-bowel Crohn's disease (CD) remain uncertain. Mucosal healing (MH) has emerged as a valuable predictor of a flare-free disease. We aimed to evaluate the occurrence of disease flare on patients with small-bowel CD and MH, as well as to create a score identifying patients in higher risk for this outcome. METHODS We analyzed consecutive patients submitted to SBCE for assessment of MH and included those where MH was confirmed. The incidence of disease flare was assessed during follow-up (minimum 12 months). A score predicting disease flare was created from several analyzed variables. RESULTS From 47 patients with MH, 12 (25.5%) had a flare (versus 48.3% in excluded patients without MH; p = 0.01). Age ≤ 30 years (OR = 70; p = 0.048), platelet count ≥ 280 × 103/L (OR = 12.24; p = 0.045) and extra-intestinal manifestations (OR = 11.76; p = 0.033) were associated with increased risk of CD flare during the first year after SBCE with MH. These variables were used to compute a risk-predicting score-the APEX score-which assigned the patients to having low (0-3 points) or high-risk (4-7 points) of disease flare and had excellent accuracy toward predicting disease relapse (AUC = 0.82; 95%CI 0.64-0.99). CONCLUSION Patients with small-bowel CD and MH were not free of disease flares on the subsequent year, despite presenting lower rates when compared to those without MH. The APEX score demonstrated excellent accuracy at stratifying patients relapse risk and guiding further therapeutic options for patients achieving MH.
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Affiliation(s)
- Vítor Macedo Silva
- Gastroenterology Department, Hospital da Senhora da Oliveira, Rua Dos Cutileiros, Creixomil, 4835-044, Guimarães, Portugal.
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal.
- ICVS/3B's, PT Government Associate Laboratory, Braga/Guimarães, Portugal.
| | - Marta Freitas
- Gastroenterology Department, Hospital da Senhora da Oliveira, Rua Dos Cutileiros, Creixomil, 4835-044, Guimarães, Portugal
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal
- ICVS/3B's, PT Government Associate Laboratory, Braga/Guimarães, Portugal
| | - Pedro Boal Carvalho
- Gastroenterology Department, Hospital da Senhora da Oliveira, Rua Dos Cutileiros, Creixomil, 4835-044, Guimarães, Portugal
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal
- ICVS/3B's, PT Government Associate Laboratory, Braga/Guimarães, Portugal
| | - Francisca Dias de Castro
- Gastroenterology Department, Hospital da Senhora da Oliveira, Rua Dos Cutileiros, Creixomil, 4835-044, Guimarães, Portugal
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal
- ICVS/3B's, PT Government Associate Laboratory, Braga/Guimarães, Portugal
| | - Tiago Cúrdia Gonçalves
- Gastroenterology Department, Hospital da Senhora da Oliveira, Rua Dos Cutileiros, Creixomil, 4835-044, Guimarães, Portugal
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal
- ICVS/3B's, PT Government Associate Laboratory, Braga/Guimarães, Portugal
| | - Bruno Rosa
- Gastroenterology Department, Hospital da Senhora da Oliveira, Rua Dos Cutileiros, Creixomil, 4835-044, Guimarães, Portugal
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal
- ICVS/3B's, PT Government Associate Laboratory, Braga/Guimarães, Portugal
| | - Maria João Moreira
- Gastroenterology Department, Hospital da Senhora da Oliveira, Rua Dos Cutileiros, Creixomil, 4835-044, Guimarães, Portugal
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal
- ICVS/3B's, PT Government Associate Laboratory, Braga/Guimarães, Portugal
| | - José Cotter
- Gastroenterology Department, Hospital da Senhora da Oliveira, Rua Dos Cutileiros, Creixomil, 4835-044, Guimarães, Portugal
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal
- ICVS/3B's, PT Government Associate Laboratory, Braga/Guimarães, Portugal
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Takenaka K, Kawamoto A, Okamoto R, Watanabe M, Ohtsuka K. Artificial intelligence for endoscopy in inflammatory bowel disease. Intest Res 2022; 20:165-170. [PMID: 34986607 PMCID: PMC9081991 DOI: 10.5217/ir.2021.00079] [Citation(s) in RCA: 8] [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: 06/08/2021] [Accepted: 08/25/2021] [Indexed: 12/09/2022] Open
Abstract
Inflammatory bowel disease (IBD), with its 2 subtypes, Crohn's disease and ulcerative colitis, is a complex chronic condition. A precise definition of disease activity and appropriate drug management greatly improve the clinical course while minimizing the risk or cost. Artificial intelligence (AI) has been used in several medical diseases or situations. Herein, we provide an overview of AI for endoscopy in IBD. We discuss how AI can improve clinical practice and how some components have already begun to shape our knowledge. There may be a time when we can use AI in clinical practice. As AI systems contribute to the exact diagnosis and treatment of human disease, we should continue to learn best practices in health care in the field of IBD.
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Affiliation(s)
- Kento Takenaka
- Department of Gastroenterology and Hepatology, Tokyo Medical and Dental University, Tokyo, Japan
| | - Ami Kawamoto
- Department of Gastroenterology and Hepatology, Tokyo Medical and Dental University, Tokyo, Japan
| | - Ryuichi Okamoto
- Department of Gastroenterology and Hepatology, Tokyo Medical and Dental University, Tokyo, Japan
| | - Mamoru Watanabe
- TMDU Advanced Research Institute, Tokyo Medical and Dental University, Tokyo, Japan
| | - Kazuo Ohtsuka
- Endoscopic Unit, Tokyo Medical and Dental University, Tokyo, Japan
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Limpias Kamiya KJ, Hosoe N, Hayashi Y, Kawaguchi T, Takabayashi K, Ogata H, Kanai T. Video capsule endoscopy in inflammatory bowel disease. DEN OPEN 2022; 2:e26. [PMID: 35310695 PMCID: PMC8828198 DOI: 10.1002/deo2.26] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 04/19/2021] [Accepted: 04/30/2021] [Indexed: 12/22/2022]
Affiliation(s)
- Kenji J.L. Limpias Kamiya
- Division of Gastroenterology and Hepatology Department of Internal Medicine Keio University School of Medicine Tokyo Japan
| | - Naoki Hosoe
- Center for Diagnostic and Therapeutic Endoscopy Keio University School of Medicine Tokyo Japan
| | - Yukie Hayashi
- Division of Gastroenterology and Hepatology Department of Internal Medicine Keio University School of Medicine Tokyo Japan
| | - Takaaki Kawaguchi
- Division of Gastroenterology and Hepatology Department of Internal Medicine Keio University School of Medicine Tokyo Japan
| | - Kaoru Takabayashi
- Center for Diagnostic and Therapeutic Endoscopy Keio University School of Medicine Tokyo Japan
| | - Haruhiko Ogata
- Center for Diagnostic and Therapeutic Endoscopy Keio University School of Medicine Tokyo Japan
| | - Takanori Kanai
- Division of Gastroenterology and Hepatology Department of Internal Medicine Keio University School of Medicine Tokyo Japan
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Ferreira JPS, de Mascarenhas Saraiva MJDQEC, Afonso JPL, Ribeiro TFC, Cardoso HMC, Ribeiro Andrade AP, de Mascarenhas Saraiva MNG, Parente MPL, Natal Jorge R, Lopes SIO, de Macedo GMG. Identification of Ulcers and Erosions by the Novel Pillcam™ Crohn's Capsule Using a Convolutional Neural Network: A Multicentre Pilot Study. J Crohns Colitis 2022; 16:169-172. [PMID: 34228113 DOI: 10.1093/ecco-jcc/jjab117] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
BACKGROUND AND AIMS Capsule endoscopy is a central element in the management of patients with suspected or known Crohn's disease. In 2017, PillCam™ Crohn's Capsule was introduced and demonstrated to have greater accuracy in the evaluation of extension of disease in these patients. Artificial intelligence [AI] is expected to enhance the diagnostic accuracy of capsule endoscopy. This study aimed to develop an AI algorithm for the automatic detection of ulcers and erosions of the small intestine and colon in PillCam™ Crohn's Capsule images. METHODS A total of 8085 PillCam™ Crohn's Capsule images were extracted between 2017 and 2020, comprising 2855 images of ulcers and 1975 erosions; the remaining images showed normal enteric and colonic mucosa. This pool of images was subsequently split into training and validation datasets. The performance of the network was subsequently assessed in an independent test set. RESULTS The model had an overall sensitivity and specificity of 90.0% and 96.0%, respectively. The precision and accuracy of this model were 97.1% and 92.4%, respectively. In particular, the algorithm detected ulcers with a sensitivity of 83% and specificity of 98%, and erosions with sensitivity and specificity of 91% and 93%, respectively. CONCLUSION A deep learning model capable of automatically detecting ulcers and erosions in PillCam™ Crohn's Capsule images was developed for the first time. These findings pave the way for the development of automatic systems for detection of clinically significant lesions, optimizing the diagnostic performance and efficiency of monitoring Crohn's disease activity.
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Affiliation(s)
- João Pedro Sousa Ferreira
- Faculty of Engineering of the University of Porto, Rua Dr. Roberto Frias, Porto, Portugal.,INEGI - Institute of Science and Innovation in Mechanical and Industrial Engineering, Rua Dr. Roberto Frias, Porto, Portugal
| | - Miguel José da Quinta E Costa de Mascarenhas Saraiva
- Department of Gastroenterology, São João University Hospital, Alameda Professor Hernâni Monteiro, Porto, Portugal.,World Gastroenterology Organization Gastroenterology and Hepatology Training Center, Porto, Portugal.,Faculty of Medicine of the University of Porto, Alameda Professor Hernâni Monteiro, Porto, Portugal
| | - João Pedro Lima Afonso
- Department of Gastroenterology, São João University Hospital, Alameda Professor Hernâni Monteiro, Porto, Portugal.,World Gastroenterology Organization Gastroenterology and Hepatology Training Center, Porto, Portugal
| | - Tiago Filipe Carneiro Ribeiro
- Department of Gastroenterology, São João University Hospital, Alameda Professor Hernâni Monteiro, Porto, Portugal.,World Gastroenterology Organization Gastroenterology and Hepatology Training Center, Porto, Portugal
| | - Hélder Manuel Casal Cardoso
- Department of Gastroenterology, São João University Hospital, Alameda Professor Hernâni Monteiro, Porto, Portugal.,World Gastroenterology Organization Gastroenterology and Hepatology Training Center, Porto, Portugal.,Faculty of Medicine of the University of Porto, Alameda Professor Hernâni Monteiro, Porto, Portugal
| | - Ana Patrícia Ribeiro Andrade
- Department of Gastroenterology, São João University Hospital, Alameda Professor Hernâni Monteiro, Porto, Portugal.,World Gastroenterology Organization Gastroenterology and Hepatology Training Center, Porto, Portugal.,Faculty of Medicine of the University of Porto, Alameda Professor Hernâni Monteiro, Porto, Portugal
| | | | - Marco Paulo Lages Parente
- Faculty of Engineering of the University of Porto, Rua Dr. Roberto Frias, Porto, Portugal.,INEGI - Institute of Science and Innovation in Mechanical and Industrial Engineering, Rua Dr. Roberto Frias, Porto, Portugal
| | - Renato Natal Jorge
- Faculty of Engineering of the University of Porto, Rua Dr. Roberto Frias, Porto, Portugal.,INEGI - Institute of Science and Innovation in Mechanical and Industrial Engineering, Rua Dr. Roberto Frias, Porto, Portugal
| | - Susana Isabel Oliveira Lopes
- Department of Gastroenterology, São João University Hospital, Alameda Professor Hernâni Monteiro, Porto, Portugal.,World Gastroenterology Organization Gastroenterology and Hepatology Training Center, Porto, Portugal.,Faculty of Medicine of the University of Porto, Alameda Professor Hernâni Monteiro, Porto, Portugal
| | - Guilherme Manuel Gonçalves de Macedo
- Department of Gastroenterology, São João University Hospital, Alameda Professor Hernâni Monteiro, Porto, Portugal.,World Gastroenterology Organization Gastroenterology and Hepatology Training Center, Porto, Portugal.,Faculty of Medicine of the University of Porto, Alameda Professor Hernâni Monteiro, Porto, Portugal
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Mosli M, Alameel T, Sharara AI. Mucosal Healing in Crohn's Disease: Bull's Eye or Bust? The "Relative" Con Position. Inflamm Intest Dis 2022; 7:42-49. [PMID: 35224017 PMCID: PMC8820152 DOI: 10.1159/000519731] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Accepted: 09/15/2021] [Indexed: 10/07/2023] Open
Abstract
BACKGROUND Crohn's disease is a progressive inflammatory bowel disease. Persistent untreated inflammation can cumulatively result in bowel damage in the form of strictures, fistulas, and fibrosis, which can ultimately result in the need for major abdominal surgery. Mucosal healing has emerged as an attractive, yet ambitious goal in the hope of preventing long-term complications. SUMMARY Clinical remission is an inadequate measure of disease activity. Noninvasive markers such as fecal calprotectin, CRP, or small bowel ultrasound are useful adjunct tools. However, endoscopic assessment remains the cornerstone in building a treatment plan. Achieving complete mucosal healing has proved to be an elusive goal even in the ideal setting of a clinical trial. KEY MESSAGES Aiming for complete mucosal healing in all patients may result in overuse of medications, higher costs, and potential side effects of aggressive immunosuppressive treatment. More practical goals such as relative or partial healing, for example, 50% improvement in inflammation and reduction in size of ulcers, ought to be considered, particularly in difficult-to-treat populations.
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Affiliation(s)
- Mahmoud Mosli
- Department of Medicine, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Turki Alameel
- Department of Medicine, King Fahad Specialist Hospital, Dammam, Saudi Arabia
| | - Ala I. Sharara
- Division of Gastroenterology, Department of Medicine, American University of Beirut Medical Center, Beirut, Lebanon
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Elosua A, Rullan M, Rubio S, Oquiñena S, Rodríguez C, Macías E, Borda A, Fernández-Urién I, Nantes Ó. Does capsule endoscopy impact clinical management in established Crohn's disease? Dig Liver Dis 2022; 54:118-124. [PMID: 34518128 DOI: 10.1016/j.dld.2021.08.014] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/02/2021] [Revised: 07/29/2021] [Accepted: 08/12/2021] [Indexed: 02/07/2023]
Abstract
BACKGROUND Capsule endoscopy (SBCE) has developed a relevant role in patients with established Crohn's Disease (CD). However, evaluation of the impact in clinical management has been scarce. AIMS To evaluate therapeutic impact of SBCE in an 11-year real-life cohort of known CD patients. METHODS Retrospective single center study including all patients with established CD submitted to SBCE procedure from 01/01/2008 to 31/12/2019. Patency capsule was used in selected patients. Small bowel mucosal inflammation was quantified using Lewis score. Therapeutic impact was defined as a change in CD-related treatment recommended based on SBCE results. Patients were assigned to four groups regarding SBCE indication: staging, flare, post-op and remission. RESULTS From the 432 SBCE performed 87.5% were conclusive. Active disease was present in 63.7 of patients; 41.6% mild inflammation and 21.9% moderate-to-severe activity. A change of management was guided by SBCE in 51.3% of procedures: 199 (46.1%) escalation and 23 (5.3%) de-escalation, with significant changes in all groups. Escalation increased with disease activity: 57.8% in mild and 89.5% in moderate-to-severe disease. De-escalation was conducted in 13.9% procedures with mucosal healing and 1.1% with mild disease. CONCLUSION SBCE is a useful tool for guiding therapeutic management in CD patients both for treatment escalation and de-escalation.
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Affiliation(s)
- Alfonso Elosua
- Gastroenterology Unit, Hospital García Orcoyen, Calle Santa Soria 22, Estella, Navarra 31200, Spain.
| | - María Rullan
- Gastroenterology Unit, Hospital García Orcoyen, Calle Santa Soria 22, Estella, Navarra 31200, Spain
| | - Saioa Rubio
- Gastroenterology Department, Complejo Hospitalario de Navarra, Calle Irunlarrea 3, Pamplona 31008, Spain
| | - Susana Oquiñena
- Gastroenterology Department, Complejo Hospitalario de Navarra, Calle Irunlarrea 3, Pamplona 31008, Spain
| | - Cristina Rodríguez
- Gastroenterology Department, Complejo Hospitalario de Navarra, Calle Irunlarrea 3, Pamplona 31008, Spain
| | - Elena Macías
- Gastroenterology Department, Complejo Hospitalario de Navarra, Calle Irunlarrea 3, Pamplona 31008, Spain
| | - Ana Borda
- Gastroenterology Department, Complejo Hospitalario de Navarra, Calle Irunlarrea 3, Pamplona 31008, Spain
| | - Ignacio Fernández-Urién
- Gastroenterology Department, Complejo Hospitalario de Navarra, Calle Irunlarrea 3, Pamplona 31008, Spain
| | - Óscar Nantes
- Gastroenterology Department, Complejo Hospitalario de Navarra, Calle Irunlarrea 3, Pamplona 31008, Spain
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Oliva S, Veraldi S, Cucchiara S, Russo G, Spagnoli A, Cohen SA. Assessment of a new score for capsule endoscopy in pediatric Crohn's disease (CE-CD). Endosc Int Open 2021; 9:E1480-E1490. [PMID: 34540539 PMCID: PMC8445685 DOI: 10.1055/a-1522-8723] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/10/2020] [Accepted: 03/12/2021] [Indexed: 02/08/2023] Open
Abstract
Background and study aims Two scores have been implemented to standardize capsule endoscopic (CE) findings in patients with Crohn's disease (CD): Lewis score (LS) and Capsule Endoscopy Crohn's Disease Activity Index (CECDAI). Both have limitations and are not well validated in the pediatric population. The aim of our study was to assess a new score (capsule endoscopy - Crohn's disease index, CE-CD) in pediatric patients with CD and to compare it to preexisting scores. Patients and methods This was a double-center, retrospective study involving pediatric subjects with CD who underwent CE. Correlation analyses between CE-CD, endoscopy scores and noninvasive markers of disease activities were performed. The ability of different CE scores to predict clinical and endoscopic outcomes was evaluated with regression and survival analyses. Results A total of 312 subjects were analyzed. The CE-CD score showed a moderate (Pearson's r = 0.581, P < 0.001) and strong (r = 0.909, P < 0.001) association with LS and CECDAI, respectively. CE-CD was a statistically significant predictor of hospitalization (hazard ratio [HR]1.061), treatment escalation (HR 1.062), steroid therapy (HR 1.082), clinical (HR 1.064) and endoscopic (HR 1.060) relapse over the twenty-four months ( P < 0.001). Subjects with mucosal inflammation according to CE-CD (CE-CD ≥ 9) had worse outcomes compared to patients without inflammation (CE-CD < 9) (Log rang test < 0.001). Conclusions The CE-CD score is a simple, reliable, reproducible, and predictive score for evaluation of small bowel inflammation in pediatric patients with CD. Prospective validation is needed to confirm the applicability of this new index in clinical practice.
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Affiliation(s)
- Salvatore Oliva
- Pediatric Gastroenterology and Liver Unit, Maternal and Child Health Department, Sapienza University, Rome, Italy
| | - Silvio Veraldi
- Pediatric Gastroenterology and Liver Unit, Maternal and Child Health Department, Sapienza University, Rome, Italy
| | - Salvatore Cucchiara
- Pediatric Gastroenterology and Liver Unit, Maternal and Child Health Department, Sapienza University, Rome, Italy
| | - Giusy Russo
- Pediatric Gastroenterology and Liver Unit, Maternal and Child Health Department, Sapienza University, Rome, Italy
| | - Alessandra Spagnoli
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy.
| | - Stanley Allen Cohen
- Children’s Center for Digestive Health Care, Children’s Healthcare of Atlanta, and Emory University, Atlanta, Georgia, United States
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Soffer S, Kopylov U, Klang E. Artificial Intelligence for the Evaluation of Mucosal Healing in IBD: The Future is Here. Gastroenterology 2021; 161:1073-1074. [PMID: 33387512 DOI: 10.1053/j.gastro.2020.12.052] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/28/2020] [Accepted: 12/24/2020] [Indexed: 01/14/2023]
Affiliation(s)
- Shelly Soffer
- Internal Medicine B, Assuta Medical Center, Ashdod, Israel; Ben-Gurion University of the Negev, Be'er Sheva, Israel; Deep Vision Lab, The Chaim Sheba Medical Center, Ramat Gan, Israel
| | - Uri Kopylov
- Department of Gastroenterology, Sheba Medical Center, Tel Hashomer, Israel; Sackler Medical School, Tel Aviv University, Tel Aviv, Israel
| | - Eyal Klang
- Deep Vision Lab, The Chaim Sheba Medical Center, Ramat Gan, Israel; Institute for Healthcare Delivery Science, Department of Population Health Science and Policy, Mount Sinai, New York, New York; Department of Diagnostic Imaging, Sheba Medical Center, Tel Hashomer, Israel; Sackler Medical School, Tel Aviv University, Tel Aviv, Israel
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Pérez de Arce E, Quera R, Núñez F P, Araya R. Role of capsule endoscopy in inflammatory bowel disease: Anything new? Artif Intell Gastrointest Endosc 2021; 2:136-148. [DOI: 10.37126/aige.v2.i4.136] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2021] [Revised: 06/21/2021] [Accepted: 08/16/2021] [Indexed: 02/06/2023] Open
Abstract
Capsule endoscopy (CE) is a recently developed diagnostic method for diseases of the small bowel that is non-invasive, safe, and highly tolerable. Its role in patients with inflammatory bowel disease has been widely validated in suspected and established Crohn’s disease (CD) due to its ability to assess superficial lesions not detected by cross-sectional imaging and proximal lesions of the small bowel not evaluable by ileocolonoscopy. Because CE is a highly sensitive but less specific technique, differential diagnoses that can simulate CD must be considered, and its interpretation should be supported by other clinical and laboratory indicators. The use of validated scoring systems to characterize and estimate lesion severity (Lewis score, Capsule Endoscopy Crohn’s Disease Activity Index), as well as the standardization of the language used to define the lesions (Delphi Consensus), have reduced the interobserver variability in CE reading observed in clinical practice, allowing for the optimization of diagnoses and clinical management strategies. The appearance of the panenteric CE, the incorporation of artificial intelligence, magnetically-guided capsules, and tissue biopsies are elements that contribute to CE being a promising, unique diagnostic tool in digestive tract diseases.
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Affiliation(s)
- Edith Pérez de Arce
- Department of Gastroenterology, Hospital Clínico Universidad de Chile, Santiago 8380456, Chile
| | - Rodrigo Quera
- Digestive Disease Center, Inflammatory Bowel Disease Program, Clínica Universidad de los Andes, Santiago 7620157, Chile
| | - Paulina Núñez F
- Digestive Disease Center, Inflammatory Bowel Disease Program, Clínica Universidad de los Andes, Santiago 7620157, Chile
- Department of Gastroenterology, Hospital San Juan De Dios, Santiago 8350488, Chile
| | - Raúl Araya
- Digestive Disease Center, Inflammatory Bowel Disease Program, Clínica Universidad de los Andes, Santiago 7620157, Chile
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Almomani A, Hitawala A, Abureesh M, Qapaja T, Alshaikh D, Zmaili M, Saleh MA, Alkhayyat M. Implications of artificial intelligence in inflammatory bowel disease: Diagnosis, prognosis and treatment follow up. Artif Intell Gastroenterol 2021; 2:85-93. [DOI: 10.35712/aig.v2.i3.85] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/25/2021] [Revised: 05/18/2021] [Accepted: 06/28/2021] [Indexed: 02/06/2023] Open
Abstract
Driven by the tremendous availability of data, artificial intelligence (AI) using deep learning has emerged as a breakthrough computer technology in the last few decades and has recently been acknowledged by the Task Force on AI as a golden opportunity for research. With its ability to understand, learn from and build on non-linear relationships, AI aims to individualize medical care in an attempt to save time, cost, effort and improve patient’s safety. AI has been applied in multiple medical fields with substantial progress made in gastroenterology mainly to facilitate accurate detection of pathology in different disease processes, among which inflammatory bowel disease (IBD) seems to drag significant attention, specifically by interpreting imaging studies, endoscopic images and videos and -to a lesser extent- disease genomics. Moreover, models have been built to predict IBD occurrence, flare ups, persistence of histological inflammation, disease-related structural abnormalities as well as disease remission. In this article, we will review the applications of AI in IBD in the present medical literature at multiple points of IBD timeline, starting from disease prediction via genomic assessment, diagnostic phase via interpretation of radiological studies and AI-assisted endoscopy, and the role of AI in the evaluation of therapy response and prognosis of IBD patients.
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Affiliation(s)
- Ashraf Almomani
- Department of Internal Medicine, Cleveland Clinic Fairview Hospital, Cleveland, OH 44111, United States
| | - Asif Hitawala
- Department of Internal Medicine, Cleveland Clinic Fairview Hospital, Cleveland, OH 44111, United States
| | - Mohammad Abureesh
- Department of Internal Medicine, Staten Island University Hospital, New York City, NY 10305, United States
| | - Thabet Qapaja
- Department of Internal Medicine, Cleveland Clinic Foundation, Cleveland, OH 44195, United States
| | - Dana Alshaikh
- School of Medicine, Mutah University, Alkarak 61710, Jordan
| | - Mohammad Zmaili
- Department of Internal Medicine, Cleveland Clinic Foundation, Cleveland, OH 44195, United States
| | - Mohannad Abou Saleh
- Department of Gastroenterology and Hepatology, Cleveland Clinic Foundation, Cleveland, OH 44195, United States
| | - Motasem Alkhayyat
- Department of Internal Medicine, Cleveland Clinic Foundation, Cleveland, OH 44195, United States
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Rosa B, Margalit-Yehuda R, Gatt K, Sciberras M, Girelli C, Saurin JC, Cortegoso Valdivia P, Cotter J, Eliakim R, Caprioli F, Baatrup G, Keuchel M, Ellul P, Toth E, Koulaouzidis A. Scoring systems in clinical small-bowel capsule endoscopy: all you need to know! Endosc Int Open 2021; 9:E802-E823. [PMID: 34079861 PMCID: PMC8159625 DOI: 10.1055/a-1372-4051] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Accepted: 11/26/2020] [Indexed: 02/08/2023] Open
Abstract
AbstractCapsule endoscopy (CE) emerged out of the pressing clinical need to image the small bowel (SB) in cases of midgut bleeding and provide an overall comfortable and reliable gastrointestinal (GI) diagnosis 1. Since its wider adoption in clinical practice, significant progress has been made in several areas including software development, hardware features and clinical indications, while innovative applications of CE never cease to appear 2
3. Currently, several manufacturers provide endoscopic capsules with more or less similar technological features 4. Although there is engaging and continuous academic and industry-fueled R&D, promising furtherment of CE technology 4
5, the current status of clinical CE remains that of by and large an imaging modality. Clinical relevance of CE images is cornerstone in the decision-making process for medical management. In one of the larger to date SB CE studies, 4,206 abnormal images were detected in 3,280 patients 6. Thus, CE leads to the identification of a large amount of potential pathology, some of which are pertinent (or relevant) while some (probably the majority) are not.Soon artificial intelligence (AI) is likely to carry out several roles currently performed by humans; in fact, we are witnessing only the first stages of a transition in the clinical adoption of AI-based solutions in several aspects of gastroenterology including CE 7. Until then though, human-based decision-making profoundly impacts patient care and – although not suggested in the updated European Society of Gastrointestinal Endoscopy (ESGE) European curriculum 8
9 – it should be an integral part of CE training. Frequently, interpretation of CE images by experts or at least experienced readers differs. In a tandem CE reading study, expert review of discordant cases revealed a 50 % (13/25 discordant results) error rate by experienced readers, corresponding (in 5/13 cases) to ‘over-classification’ of an irrelevant abnormality 10. Another comparative study showed an ‘over-classification’ of such irrelevant abnormalities in ~10 % of CE readings 11. One thing which has been for a while on the table – in relation to optimizing and/or standardizing CE reporting and subsequent decision-making – is the need for reproducible scoring systems and for a reliable common language among clinicians responsible for further patient’s management.Over the years, several of these scoring systems were developed while others appear in the wake of software and hardware improvements aiming to replace and/or complement their predecessors. This review presents a comprehensive account of the currently available classification/scoring systems in clinical CE spanning from predicting the bleeding potential of identified SB lesions (with emphasis on vascular lesions), and the individual rebleeding risk; scoring systems for the prediction of SB lesions in patients with obscure gastrointestinal bleeding (OGlB), having the potential to improve patient selection and rationalize the use of enteroscopy, with better allocation of resources, optimized diagnostic workflow and tailored treatment. This review also includes scores for reporting the inflammatory burden, the cleansing level that underscores confidence in CE reporting and the mass or bulge question in CE. Essentially, the aim is to become a main text for reference when scoring is required and facilitate the inclusion of -through readiness of access- one of the other in the final report.
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Affiliation(s)
- Bruno Rosa
- Gastroenterology Department, Hospital da Senhora da Oliveira, Guimarães, Portugal
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho-Braga. Portugal
- ICVS/3B’s, PT Government Associate Laboratory – Braga/Guimarães, Portugal.
| | - Reuma Margalit-Yehuda
- Department of Gastroenterology, Sheba Medical Center, Sackler School of Medicine, Tel-Aviv, Israel
| | - Kelly Gatt
- Division of Gastroenterology, Mater Dei Hospital, Msida, Malta
| | | | - Carlo Girelli
- Department of Internal Medicine, Gastroenterology & Digestive Endoscopy, Hospital of Busto Arsizio, Italy
| | - Jean-Christophe Saurin
- Hospices Civils de Lyon, Hôpital Edouard Herriot, Service d'Hépato-Gastro-Entérologie et d'Endoscopie Digestive, Lyon, France
| | - Pablo Cortegoso Valdivia
- Gastroenterology & Endoscopy Unit, University Hospital of Parma, University of Parma, Parma, Italy
| | - Jose Cotter
- Gastroenterology Department, Hospital da Senhora da Oliveira, Guimarães, Portugal
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho-Braga. Portugal
- ICVS/3B’s, PT Government Associate Laboratory – Braga/Guimarães, Portugal.
| | - Rami Eliakim
- Department of Gastroenterology, Sheba Medical Center, Sackler School of Medicine, Tel-Aviv, Israel
| | - Flavio Caprioli
- Unit of Gastroenterology and Endoscopy, Fondazione IRCCS Cà Granda, Ospedale Policlinico di Milano, Milan, Italy
| | - Gunnar Baatrup
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Martin Keuchel
- Clinic for Internal Medicine, Bethesda Krankenhaus Bergedorf, Hamburg, Germany
| | - Pierre Ellul
- Division of Gastroenterology, Mater Dei Hospital, Msida, Malta
| | - Ervin Toth
- Skåne University Hospital, Lund University, Malmö, Sweden
| | - Anastasios Koulaouzidis
- Endoscopy Unit, The Royal Infirmary of Edinburgh, Scotland, UK
- Department of Social Medicine & Public Health, Pomeranian Medical University, Szczecin, Poland
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Klang E, Grinman A, Soffer S, Margalit Yehuda R, Barzilay O, Amitai MM, Konen E, Ben-Horin S, Eliakim R, Barash Y, Kopylov U. Automated Detection of Crohn's Disease Intestinal Strictures on Capsule Endoscopy Images Using Deep Neural Networks. J Crohns Colitis 2021; 15:749-756. [PMID: 33216853 DOI: 10.1093/ecco-jcc/jjaa234] [Citation(s) in RCA: 42] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
BACKGROUND AND AIMS Passable intestinal strictures are frequently detected on capsule endoscopy [CE]. Such strictures are a major component of inflammatory scores. Deep neural network technology for CE is emerging. However, the ability of deep neural networks to identify intestinal strictures on CE images of Crohn's disease [CD] patients has not yet been evaluated. METHODS We tested a state-of-the-art deep learning network for detecting CE images of strictures. Images of normal mucosa, mucosal ulcers, and strictures of Crohn's disease patients were retrieved from our previously described CE image bank. Ulcers were classified as per degree of severity. We performed 10 cross-validation experiments. A clear patient-level separation was maintained between training and testing sets. RESULTS Overall, the entire dataset included 27 892 CE images: 1942 stricture images, 14 266 normal mucosa images, and 11 684 ulcer images [mild: 7075, moderate: 2386, severe: 2223]. For classifying strictures versus non-strictures, the network exhibited an average accuracy of 93.5% [±6.7%]. The network achieved excellent differentiation between strictures and normal mucosa (area under the curve [AUC] 0.989), strictures and all ulcers [AUC 0.942], and between strictures and different grades of ulcers [for mild, moderate, and severe ulcers-AUCs 0.992, 0.975, and 0.889, respectively]. CONCLUSIONS Deep neural networks are highly accurate in the detection of strictures on CE images in Crohn's disease. The network can accurately separate strictures from ulcers across the severity range. The current accuracy for the detection of ulcers and strictures by deep neural networks may allow for automated detection and grading of Crohn's disease-related findings on CE.
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Affiliation(s)
- Eyal Klang
- Department of Diagnostic Imaging, Sheba Medical Center, Tel Hashomer, Israel, and Sackler Medical School, Tel Aviv University, Tel Aviv, Israel.,DeepVision Lab, Sheba Medical Center, Tel Hashomer, Israel
| | - Ana Grinman
- Department of Gastroenterology, Sheba Medical Center, Tel Hashomer, Israel, and Sackler Medical School, Tel Aviv University, Tel Aviv, Israel
| | - Shelly Soffer
- DeepVision Lab, Sheba Medical Center, Tel Hashomer, Israel.,Internal Medicine B, Assuta Medical Center, Ashdod, Israel, and Ben-Gurion University of the Negev, Be'er Sheva, Israel
| | - Reuma Margalit Yehuda
- Department of Gastroenterology, Sheba Medical Center, Tel Hashomer, Israel, and Sackler Medical School, Tel Aviv University, Tel Aviv, Israel
| | - Oranit Barzilay
- Department of Gastroenterology, Sheba Medical Center, Tel Hashomer, Israel, and Sackler Medical School, Tel Aviv University, Tel Aviv, Israel
| | - Michal Marianne Amitai
- Department of Diagnostic Imaging, Sheba Medical Center, Tel Hashomer, Israel, and Sackler Medical School, Tel Aviv University, Tel Aviv, Israel
| | - Eli Konen
- Department of Diagnostic Imaging, Sheba Medical Center, Tel Hashomer, Israel, and Sackler Medical School, Tel Aviv University, Tel Aviv, Israel
| | - Shomron Ben-Horin
- Department of Gastroenterology, Sheba Medical Center, Tel Hashomer, Israel, and Sackler Medical School, Tel Aviv University, Tel Aviv, Israel
| | - Rami Eliakim
- Department of Gastroenterology, Sheba Medical Center, Tel Hashomer, Israel, and Sackler Medical School, Tel Aviv University, Tel Aviv, Israel
| | - Yiftach Barash
- Department of Diagnostic Imaging, Sheba Medical Center, Tel Hashomer, Israel, and Sackler Medical School, Tel Aviv University, Tel Aviv, Israel.,DeepVision Lab, Sheba Medical Center, Tel Hashomer, Israel
| | - Uri Kopylov
- Department of Gastroenterology, Sheba Medical Center, Tel Hashomer, Israel, and Sackler Medical School, Tel Aviv University, Tel Aviv, Israel
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The utility of faecal and urine biomarkers for small bowel diseases. Curr Opin Gastroenterol 2021; 37:284-294. [PMID: 33769381 DOI: 10.1097/mog.0000000000000730] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/10/2022]
Abstract
PURPOSE OF REVIEW Small bowel diseases pose a unique diagnostic and management challenge and often requires tertiary specialist referral. The use of biomarkers may provide a cheap, noninvasive tool to assess the small bowel in terms of diagnosis, offering a better way to triage referrals and select patients for early management. This review looks at the most recent evidence behind the use of several faecal and urine biomarkers for small bowel diseases. RECENT FINDINGS Faecal calprotectin shows the most promise, with evidence to support its role in predicting relapse postsurgery and monitoring treatment response in patients with Crohn's disease. A faecal calprotectin less than 50 μg/g may also be used as a cut-off to triage further investigation. Faecal lactoferrin also appears promising as a marker of small bowel inflammation. A positive faecal immunohistochemistry test precapsule may help to prioritize referrals for obscure bleeding. SUMMARY The use of biomarkers in the diagnosis and management of small bowel disease is still controversial and remains unclear. More studies are required to further develop their potential and before societal guidelines can be developed to direct their appropriate use in clinical practice.
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Solitano V, D’Amico F, Allocca M, Fiorino G, Zilli A, Loy L, Gilardi D, Radice S, Correale C, Danese S, Peyrin-Biroulet L, Furfaro F. Rediscovering histology: what is new in endoscopy for inflammatory bowel disease? Therap Adv Gastroenterol 2021; 14:17562848211005692. [PMID: 33948114 PMCID: PMC8053840 DOI: 10.1177/17562848211005692] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/23/2021] [Accepted: 03/08/2021] [Indexed: 02/04/2023] Open
Abstract
The potential of endoscopic evaluation in the management of inflammatory bowel diseases (IBD) has undoubtedly grown over the last few years. When dealing with IBD patients, histological remission (HR) is now considered a desirable target along with symptomatic and endoscopic remission, due to its association with better long-term outcomes. Consequently, the ability of endoscopic techniques to reflect microscopic findings in vivo without having to collect biopsies has become of upmost importance. In this context, a more accurate evaluation of inflammatory disease activity and the detection of dysplasia represent two mainstay targets for IBD endoscopists. New diagnostic technologies have been developed, such as dye-less chromoendoscopy, endomicroscopy, and molecular imaging, but their real incorporation in daily practice is not yet well defined. Although dye-chromoendoscopy is still recommended as the gold standard approach in dysplasia surveillance, recent research questioned the superiority of this technique over new advanced dye-less modalities [narrow band imaging (NBI), Fuji intelligent color enhancement (FICE), i-scan, blue light imaging (BLI) and linked color imaging (LCI)]. The endoscopic armamentarium might also be enriched by new video capsule endoscopy for monitoring disease activity, and high expectations are placed on the application of artificial intelligence (AI) systems to reduce operator-subjectivity and inter-observer variability. The goal of this review is to provide an updated insight on contemporary knowledge regarding new endoscopic techniques and devices, with special focus on their role in the assessment of disease activity and colorectal cancer surveillance.
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Affiliation(s)
- Virginia Solitano
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy
| | - Ferdinando D’Amico
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy,IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Mariangela Allocca
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy,IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Gionata Fiorino
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy,IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Alessandra Zilli
- IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Laura Loy
- IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Daniela Gilardi
- IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Simona Radice
- IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Carmen Correale
- IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Silvio Danese
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy,IBD Center, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Laurent Peyrin-Biroulet
- Department of Gastroenterology and Inserm NGERE U1256, University Hospital of Nancy, University of Lorraine, Vandoeuvre-lès-Nancy, France
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