A systematic review and meta-analysis of artificial intelligence-diagnosed endoscopic remission in ulcerative colitis

Summary: Endoscopic remission is an important therapeutic goal in ulcerative colitis (UC). The Ulcerative Colitis Endoscopic Index of Severity (UCEIS) and Mayo Endoscopic Score (MES) are the commonly used endoscopic scoring criteria. This systematic review and meta-analysis aimed to evaluate the acc...

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Main Authors: Bing Lv, Lihong Ma, Yanping Shi, Tao Tao, Yanting Shi
Format: Article
Language:English
Published: Elsevier 2023-11-01
Series:iScience
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2589004223021971
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author Bing Lv
Lihong Ma
Yanping Shi
Tao Tao
Yanting Shi
author_facet Bing Lv
Lihong Ma
Yanping Shi
Tao Tao
Yanting Shi
author_sort Bing Lv
collection DOAJ
description Summary: Endoscopic remission is an important therapeutic goal in ulcerative colitis (UC). The Ulcerative Colitis Endoscopic Index of Severity (UCEIS) and Mayo Endoscopic Score (MES) are the commonly used endoscopic scoring criteria. This systematic review and meta-analysis aimed to evaluate the accuracy of artificial intelligence (AI) in diagnosing endoscopic remission in UC. We also performed a meta-analysis of each of the four endoscopic remission criteria (UCEIS = 0, MES = 0, UCEIS = <1, MES = <1). Eighteen studies involving 13,687 patients were included. The combined sensitivity and specificity of AI for diagnosing endoscopic remission in UC was 87% (95% confidence interval [CI]:81–92%) and 92% (95% CI: 89–94%), respectively. The area under the curve (AUC) was 0.96 (95% CI: 0.94–0.97). The results showed that the AI model performed well regardless of which criteria were used to define endoscopic remission of UC.
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spelling doaj.art-3c9eeec277604283bbbd1e71d70175d02023-10-16T04:12:44ZengElsevieriScience2589-00422023-11-012611108120A systematic review and meta-analysis of artificial intelligence-diagnosed endoscopic remission in ulcerative colitisBing Lv0Lihong Ma1Yanping Shi2Tao Tao3Yanting Shi4School of Computer Science and Technology, Shandong University of Technology, NO.266, Xincunxi Road, Zibo, Shandong 255000, ChinaDepartment of Gastroenterology, Zibo Central Hospital, No.10 Shanghai Road, Zibo, Shandong 255000, ChinaDepartment of Pediatrics, Zhoucun Maternal and Child Health Care Hospital, No.72 Mianhuashi Street, Zibo, Shandong 255000, ChinaDepartment of Gastroenterology, Zibo Central Hospital, No.10 Shanghai Road, Zibo, Shandong 255000, ChinaDepartment of Gastroenterology, Zibo Central Hospital, No.10 Shanghai Road, Zibo, Shandong 255000, China; Corresponding authorSummary: Endoscopic remission is an important therapeutic goal in ulcerative colitis (UC). The Ulcerative Colitis Endoscopic Index of Severity (UCEIS) and Mayo Endoscopic Score (MES) are the commonly used endoscopic scoring criteria. This systematic review and meta-analysis aimed to evaluate the accuracy of artificial intelligence (AI) in diagnosing endoscopic remission in UC. We also performed a meta-analysis of each of the four endoscopic remission criteria (UCEIS = 0, MES = 0, UCEIS = <1, MES = <1). Eighteen studies involving 13,687 patients were included. The combined sensitivity and specificity of AI for diagnosing endoscopic remission in UC was 87% (95% confidence interval [CI]:81–92%) and 92% (95% CI: 89–94%), respectively. The area under the curve (AUC) was 0.96 (95% CI: 0.94–0.97). The results showed that the AI model performed well regardless of which criteria were used to define endoscopic remission of UC.http://www.sciencedirect.com/science/article/pii/S2589004223021971PathophysiologyArtificial intelligence
spellingShingle Bing Lv
Lihong Ma
Yanping Shi
Tao Tao
Yanting Shi
A systematic review and meta-analysis of artificial intelligence-diagnosed endoscopic remission in ulcerative colitis
iScience
Pathophysiology
Artificial intelligence
title A systematic review and meta-analysis of artificial intelligence-diagnosed endoscopic remission in ulcerative colitis
title_full A systematic review and meta-analysis of artificial intelligence-diagnosed endoscopic remission in ulcerative colitis
title_fullStr A systematic review and meta-analysis of artificial intelligence-diagnosed endoscopic remission in ulcerative colitis
title_full_unstemmed A systematic review and meta-analysis of artificial intelligence-diagnosed endoscopic remission in ulcerative colitis
title_short A systematic review and meta-analysis of artificial intelligence-diagnosed endoscopic remission in ulcerative colitis
title_sort systematic review and meta analysis of artificial intelligence diagnosed endoscopic remission in ulcerative colitis
topic Pathophysiology
Artificial intelligence
url http://www.sciencedirect.com/science/article/pii/S2589004223021971
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