AI-luminating Artificial Intelligence in Inflammatory Bowel Diseases: A Narrative Review on the Role of AI in Endoscopy, Histology, and Imaging for IBD

被引:2
|
作者
Gu, Phillip [1 ,6 ]
Mendonca, Oreen [2 ]
Carter, Dan [3 ]
Dube, Shishir [1 ]
Wang, Paul [4 ]
Huang, Xiuzhen [4 ]
Li, Debiao [5 ]
Moore, Jason H. [4 ]
McGovern, Dermot P. B. [1 ]
机构
[1] F Widjaja Inflammatory Bowel Dis Inst, Cedars Sinai Med Ctr, Los Angeles, CA USA
[2] Univ Toronto, Toronto, ON, Canada
[3] Sheba Med Ctr, Dept Gastroenterol, Tel Aviv, Israel
[4] Cedars Sinai Med Ctr, Dept Computat Biomed, Los Angeles, CA USA
[5] Cedars Sinai Med Ctr, Biomed Res Inst, Los Angeles, CA USA
[6] 8730 Alden Dr,Suite 222, Los Angeles, CA 90048 USA
关键词
inflammatory bowel disease; endoscopy; histology; medical imaging; artificial intelligence; deep learning; radiomics; CROHNS-DISEASE; MAGNETIC-RESONANCE; RADIOMICS NOMOGRAM; NEURAL-NETWORK; IMAGES; VALIDATION; SEVERITY; PREDICTION; CANCER; INDEX;
D O I
10.1093/ibd/izae030
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Endoscopy, histology, and cross-sectional imaging serve as fundamental pillars in the detection, monitoring, and prognostication of inflammatory bowel disease (IBD). However, interpretation of these studies often relies on subjective human judgment, which can lead to delays, intra- and interobserver variability, and potential diagnostic discrepancies. With the rising incidence of IBD globally coupled with the exponential digitization of these data, there is a growing demand for innovative approaches to streamline diagnosis and elevate clinical decision-making. In this context, artificial intelligence (AI) technologies emerge as a timely solution to address the evolving challenges in IBD. Early studies using deep learning and radiomics approaches for endoscopy, histology, and imaging in IBD have demonstrated promising results for using AI to detect, diagnose, characterize, phenotype, and prognosticate IBD. Nonetheless, the available literature has inherent limitations and knowledge gaps that need to be addressed before AI can transition into a mainstream clinical tool for IBD. To better understand the potential value of integrating AI in IBD, we review the available literature to summarize our current understanding and identify gaps in knowledge to inform future investigations.
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页数:19
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