1
|
Diaconu C, State M, Birligea M, Ifrim M, Bajdechi G, Georgescu T, Mateescu B, Voiosu T. The Role of Artificial Intelligence in Monitoring Inflammatory Bowel Disease-The Future Is Now. Diagnostics (Basel) 2023; 13:735. [PMID: 36832222 PMCID: PMC9954871 DOI: 10.3390/diagnostics13040735] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Revised: 02/02/2023] [Accepted: 02/02/2023] [Indexed: 02/17/2023] Open
Abstract
Crohn's disease and ulcerative colitis remain debilitating disorders, characterized by progressive bowel damage and possible lethal complications. The growing number of applications for artificial intelligence in gastrointestinal endoscopy has already shown great potential, especially in the field of neoplastic and pre-neoplastic lesion detection and characterization, and is currently under evaluation in the field of inflammatory bowel disease management. The application of artificial intelligence in inflammatory bowel diseases can range from genomic dataset analysis and risk prediction model construction to the disease grading severity and assessment of the response to treatment using machine learning. We aimed to assess the current and future role of artificial intelligence in assessing the key outcomes in inflammatory bowel disease patients: endoscopic activity, mucosal healing, response to treatment, and neoplasia surveillance.
Collapse
Affiliation(s)
- Claudia Diaconu
- Gastroenterology Department, Colentina Clinical Hospital, 020125 Bucharest, Romania
| | - Monica State
- Gastroenterology Department, Colentina Clinical Hospital, 020125 Bucharest, Romania
- Internal Medicine Department, Carol Davila University of Medicine and Pharmacy, 50474 Bucharest, Romania
| | - Mihaela Birligea
- Gastroenterology Department, Colentina Clinical Hospital, 020125 Bucharest, Romania
| | - Madalina Ifrim
- Gastroenterology Department, Colentina Clinical Hospital, 020125 Bucharest, Romania
| | - Georgiana Bajdechi
- Gastroenterology Department, Colentina Clinical Hospital, 020125 Bucharest, Romania
| | - Teodora Georgescu
- Gastroenterology Department, Colentina Clinical Hospital, 020125 Bucharest, Romania
| | - Bogdan Mateescu
- Gastroenterology Department, Colentina Clinical Hospital, 020125 Bucharest, Romania
- Internal Medicine Department, Carol Davila University of Medicine and Pharmacy, 50474 Bucharest, Romania
| | - Theodor Voiosu
- Gastroenterology Department, Colentina Clinical Hospital, 020125 Bucharest, Romania
- Internal Medicine Department, Carol Davila University of Medicine and Pharmacy, 50474 Bucharest, Romania
| |
Collapse
|
2
|
Kim JE, Choi CW, Hong SN, Song JH, Kim ER, Chang DK, Kim YH. Incremental Detection Rate of Dysplasia and Sessile Serrated Polyps/Adenomas Using Narrow-Band Imaging and Dye Spray Chromoendoscopy in Addition to High-Definition Endoscopy in Patients with Long-Standing Extensive Ulcerative Colitis: Segmental Tandem Endoscopic Study. Diagnostics (Basel) 2023; 13:diagnostics13030516. [PMID: 36766621 PMCID: PMC9914536 DOI: 10.3390/diagnostics13030516] [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: 12/11/2022] [Revised: 01/19/2023] [Accepted: 01/28/2023] [Indexed: 02/05/2023] Open
Abstract
High-definition (HD) endoscopy is recommended in surveillance colonoscopy for detecting dysplasia in patients with ulcerative colitis (UC). Dye-spray chromoendoscopy (DCE) and narrow-band imaging (NBI) are often used as adjunctive techniques of white-light endoscopy (WLE) in real-world practice. However, the incremental detection ability of DCE and NBI added to HD-WLE for dysplasia and serrated lesions has not yet been evaluated using tandem endoscopy in patients with long-standing extensive UC. We enrolled patients with extensive UC for >8 years who were in clinical remission (partial Mayo score < 2) at the Samsung Medical Center in Seoul, Republic of Korea. HD-WLE was performed first. Subsequently, HD-NBI and HD-DCE with indigo carmine were performed using the segmental tandem colonoscopy technique. A total of 40 patients were eligible, and data obtained from 33 patients were analyzed. The incremental detection rates (IDRs) for dysplasia and serrated lesions were calculated. HD-WLE detected three dysplasia and five sessile serrated adenomas/polyps (SSAs/Ps). HD-NBI and HD-DCE did not detect additional dysplasia (IDR = 0%; 95% confidence interval (CI): 0-56.2%). HD-NBI identified one missed SSA/P (IDR = 7.7%; 95% CI: 1.4-33.3%), and HD-DCE detected seven missed SSAs/Ps (IDR = 53.9%; 95% CI: 29.1-76.8%). Logistic regression found that HD-DCE increased the detection of SSAs/Ps compared to HD-WLE and/or HD-NBI (odds ratio (OR) = 3.16, 95% CI: 0.83-11.92, p = 0.08). DCE in addition to HD-WLE improved the detection of SSAs/Ps, but not dysplasia, in patients with long-standing extensive UC.
Collapse
|
3
|
Snir Y, Iacucci M. The Role of Narrowed Spectrum Technologies and Dye-based Endoscopy in Inflammatory Bowel Disease: New Advances and Opportunities. TECHNIQUES AND INNOVATIONS IN GASTROINTESTINAL ENDOSCOPY 2021; 23:42-56. [DOI: 10.1016/j.tige.2020.10.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2025]
|
4
|
Ansell J, Grass F, Merchea A. Surgical Management of Dysplasia and Cancer in Inflammatory Bowel Disease. Surg Clin North Am 2019; 99:1111-1121. [PMID: 31676051 DOI: 10.1016/j.suc.2019.08.006] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Patients with inflammatory bowel disease are at an increased risk of cancer secondary to long-standing intestinal inflammation. Surgical options must take into account the significant risk of synchronous disease at other colonic sites. Ileal pouch anal anastomosis is a viable option for patients with ulcerative colitis, but this should be restricted to early cancers that are unlikely to require preoperative or postoperative radiation treatment.
Collapse
Affiliation(s)
- James Ansell
- Division of Colon and Rectal Surgery, Mayo Clinic, 200 First Street Southwest, Rochester, MN 55905, USA
| | - Fabian Grass
- Division of Colon and Rectal Surgery, Mayo Clinic, 200 First Street Southwest, Rochester, MN 55905, USA
| | - Amit Merchea
- Division of Colon and Rectal Surgery, Mayo Clinic, 4500 San Pablo Road South, Jacksonville, FL 32224, USA.
| |
Collapse
|
5
|
Feuerstein JD, Rakowsky S, Sattler L, Yadav A, Foromera J, Grossberg L, Cheifetz AS. Meta-analysis of dye-based chromoendoscopy compared with standard- and high-definition white-light endoscopy in patients with inflammatory bowel disease at increased risk of colon cancer. Gastrointest Endosc 2019; 90:186-195.e1. [PMID: 31009609 DOI: 10.1016/j.gie.2019.04.219] [Citation(s) in RCA: 67] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/03/2019] [Accepted: 04/10/2019] [Indexed: 02/08/2023]
Abstract
BACKGROUND Patients with ulcerative colitis have an increased risk of colorectal cancer. We sought to assess the comparative efficacy of standard white-light endoscopy (SDWLE) or high-definition white-light endoscopy (HDWLE) versus dye-based chromoendoscopy through a meta-analysis and rate the quality of evidence using the GRADE (Grading of Recommendations Assessment, Development, and Evaluation) system. METHODS A systematic review of the literature in PubMed, EMBASE, and Web of Science was performed in April 2018. The primary outcome was the number of patients in whom dysplasia was identified using a per patient analysis in randomized controlled trials (RCT) and analyzed separately for non-RCTs. Analysis was performed using RevMan 5.3 reporting random-effects risk ratios. RESULTS Of the 27,904 studies identified, 10 studies were included 6 of which were RCTs (3 SDWLE and 3 HDWLE). Seventeen percent (84/494) of patients were noted to have dysplasia using chromoendoscopy compared with 11% (55/496) with white-light endoscopy (relative risk [RR] 1.50; 95% confidence interval [CI], 1.08-2.10). When analyzed separately, chromoendoscopy (n = 249) was more effective at identifying dysplasia than SDWLE (n = 248) (RR, 2.12; 95% CI, 1.15-3.91), but chromoendoscopy (n = 245) was not more effective compared with HDWLE (n = 248) (RR, 1.36; 95% CI, 0.84-2.18). The quality of evidence was moderate. In non-RCTs, dysplasia was identified in 16% (114/698) of patients with chromoendoscopy compared with 6% (62/1069) with white-light endoscopy (RR, 3.41; 95% CI, 2.13-5.47). Chromoendoscopy (n = 58) was more effective than SDWLE (n = 141) for identification of dysplasia (RR, 3.52; 95% CI, 1.38-8.99), and chromoendoscopy (n = 113) was also more effective than HDWLE (n = 257) (RR, 3.15; 95% CI, 1.62-6.13). The quality of the evidence was very low. CONCLUSION Based on this meta-analysis, non-RCTs demonstrate a benefit of chromoendoscopy over SDWLE and HDWLE, whereas RCTs only show a small benefit of chromoendoscopy over SDWLE, but not over HDWLE.
Collapse
Affiliation(s)
- Joseph D Feuerstein
- Center for Inflammatory Bowel Disease, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Shana Rakowsky
- Division of Gastroenterology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Lindsey Sattler
- Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Abhijeet Yadav
- Division of Gastroenterology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Joshua Foromera
- Division of Gastroenterology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Laurie Grossberg
- Division of Gastroenterology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Adam S Cheifetz
- Division of Gastroenterology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| |
Collapse
|
6
|
Huguet JM, Suárez P, Ferrer-Barceló L, Iranzo I, Sempere J. Screening for colorectal cancer in patients with inflammatory bowel disease. Should we already perform chromoendoscopy in all our patients? World J Gastrointest Endosc 2018; 10:322-325. [PMID: 30487942 PMCID: PMC6247098 DOI: 10.4253/wjge.v10.i11.322] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2018] [Revised: 08/23/2018] [Accepted: 10/10/2018] [Indexed: 02/06/2023] Open
Abstract
Patients with inflammatory bowel disease (commonly known as IBD) have a greater risk of colorectal cancer than the general population. Therefore, they are included in special programs for screening and follow-up. Chromoendoscopy, which has a high diagnostic yield in the detection of neoplasia, is generally the recommended endoscopy technique. However, this procedure does have some disadvantages (long examination time, need for optimal bowel preparation, specialist training), which increase its cost. How then can we overcome these barriers? First, it is necessary to educate hospital managers and directors of the advantages of chromoendoscopy in patients with IBD. Second, at least one endoscopist per center should be a specialist in the technique. Third, we should train nursing staff in the preparation of the dye. Finally, each examination should be given the time it needs. Even though clinical practice guidelines do not yet recommend the use of virtual imaging techniques such as narrow band imaging, a recent study reported no differences between the two approaches for the detection of tumors. Therefore, we believe that all patients should undergo chromoendoscopy. In the future, centers without access to dyes or where other barriers exist should at least perform narrow band imaging.
Collapse
Affiliation(s)
- Jose María Huguet
- Patricía Suárez, Luis Ferrer-Barceló, Isabel Iranzo, Javier Sempere, Digestive Disease Department, Hospital General Universitario de Valencia, Valencia 46014, Valencia, Spain
| | | | | | | | | |
Collapse
|
7
|
Nagahara R, Onda N, Yamashita S, Kojima M, Inohana M, Eguchi A, Nakamura M, Matsumoto S, Yoshida T, Shibutani M. Fluorescence tumor imaging by i.v. administered indocyanine green in a mouse model of colitis-associated colon cancer. Cancer Sci 2018. [PMID: 29520973 PMCID: PMC5980401 DOI: 10.1111/cas.13564] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Fluorescence tumor imaging using exogenous fluorescent tumor‐targeting agents has potential to improve early tumor detection. The fluorescent contrast agent indocyanine green (ICG) is used in medical diagnostics. The aim of the present study is to investigate the tumor imaging capability and the imaging mechanism of i.v. administered ICG in a mouse model of colitis‐associated colon cancer. To do this, an azoxymethane/dextran sodium sulfate‐induced colon cancer mouse model was used. Ex vivo imaging experiments were carried out 1 hour after i.v. injection of ICG. The ICG fluorescence was observed in the colon tumor tissues, with sufficient tumor to normal tissue ratio, correlating with tumor malignancy. In the tumor tissues, ICG fluorescence was localized in the vascular interstitial tissue. Immunofluorescence microscopy revealed that tumor cells formed tight junctions normally, suggesting an inability of tumor cellular uptake of ICG. In contrast, tumor tissues increased the CD31‐immunoreactive endothelial cell area, and accumulated stromal cells immunoreactive for COX‐2 and tumor cell population immunoreactive for inducible nitric oxide synthase. In vivo vascular permeability assay revealed that prostaglandin E2 promoted the endothelial cell permeability of ICG. In conclusion, our data indicated that fluorescence contrast‐enhanced imaging following i.v. administered ICG can be applied to the detection of colon tumors in a mouse colitis‐associated colon cancer model. The tumor tissue preference of ICG in the present model can be attributed to the enhanced vascular leakage of ICG involving inflammatory mediators, such as COX‐2 and inducible nitric oxide synthase, in conjunction with increased tumor vascularity.
Collapse
Affiliation(s)
- Rei Nagahara
- Division of Animal Life Science, Laboratory of Veterinary Pathology, Institute of Agriculture, Tokyo University of Agriculture and Technology, Tokyo, Japan
| | - Nobuhiko Onda
- Division of Animal Life Science, Laboratory of Veterinary Pathology, Institute of Agriculture, Tokyo University of Agriculture and Technology, Tokyo, Japan.,Evaluation Technology Department 1, R&D Group, Olympus Corporation, Tokyo, Japan
| | - Susumu Yamashita
- Evaluation Technology Department 1, R&D Group, Olympus Corporation, Tokyo, Japan
| | - Miho Kojima
- Division of Animal Life Science, Laboratory of Veterinary Pathology, Institute of Agriculture, Tokyo University of Agriculture and Technology, Tokyo, Japan.,Evaluation Technology Department 1, R&D Group, Olympus Corporation, Tokyo, Japan
| | - Mari Inohana
- Division of Animal Life Science, Laboratory of Veterinary Pathology, Institute of Agriculture, Tokyo University of Agriculture and Technology, Tokyo, Japan
| | - Ayumi Eguchi
- Division of Animal Life Science, Laboratory of Veterinary Pathology, Institute of Agriculture, Tokyo University of Agriculture and Technology, Tokyo, Japan
| | - Misato Nakamura
- Division of Animal Life Science, Laboratory of Veterinary Pathology, Institute of Agriculture, Tokyo University of Agriculture and Technology, Tokyo, Japan
| | - Shinya Matsumoto
- Evaluation Technology Department 1, R&D Group, Olympus Corporation, Tokyo, Japan
| | - Toshinori Yoshida
- Division of Animal Life Science, Laboratory of Veterinary Pathology, Institute of Agriculture, Tokyo University of Agriculture and Technology, Tokyo, Japan
| | - Makoto Shibutani
- Division of Animal Life Science, Laboratory of Veterinary Pathology, Institute of Agriculture, Tokyo University of Agriculture and Technology, Tokyo, Japan.,Institute of Global Innovation Research, Tokyo University of Agriculture and Technology, Tokyo, Japan
| |
Collapse
|