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Improving bowel preparation for colonoscopy with a smartphone application driven by artificial intelligence.

Authors :
Zhu, Yan
Zhang, Dan-Feng
Wu, Hui-Li
Fu, Pei-Yao
Feng, Li
Zhuang, Kun
Geng, Zi-Han
Li, Kun-Kun
Zhang, Xiao-Hong
Zhu, Bo-Qun
Qin, Wen-Zheng
Lin, Sheng-Li
Zhang, Zhen
Chen, Tian-Yin
Huang, Yuan
Xu, Xiao-Yue
Liu, Jing-Zheng
Wang, Shuo
Zhang, Wei
Li, Quan-Lin
Source :
NPJ Digital Medicine; 3/14/2023, Vol. 6 Issue 1, p1-9, 9p
Publication Year :
2023

Abstract

Optimal bowel preparation is a prerequisite for a successful colonoscopy; however, the rate of inadequate bowel preparation remains relatively high. In this study, we establish a smartphone app that assesses patient bowel preparation using an artificial intelligence (AI)-based prediction system trained on labeled photographs of feces in the toilet and evaluate its impact on bowel preparation quality in colonoscopy outpatients. We conduct a prospective, single-masked, multicenter randomized clinical trial, enrolling outpatients who own a smartphone and are scheduled for a colonoscopy. We screen 578 eligible patients and randomize 524 in a 1:1 ratio to the control or AI-driven app group for bowel preparation. The study endpoints are the percentage of patients with adequate bowel preparation and the total BBPS score, compliance with dietary restrictions and purgative instructions, polyp detection rate, and adenoma detection rate (secondary). The prediction system has an accuracy of 95.15%, a specificity of 97.25%, and an area under the curve of 0.98 in the test dataset. In the full analysis set (n = 500), adequate preparation is significantly higher in the AI-driven app group (88.54 vs. 65.59%; P < 0.001). The mean BBPS score is 6.74 ± 1.25 in the AI-driven app group and 5.97 ± 1.81 in the control group (P < 0.001). The rates of compliance with dietary restrictions (93.68 vs. 83.81%, P = 0.001) and purgative instructions (96.05 vs. 84.62%, P < 0.001) are significantly higher in the AI-driven app group, as is the rate of additional purgative intake (26.88 vs. 17.41%, P = 0.011). Thus, our AI-driven smartphone app significantly improves the quality of bowel preparation and patient compliance. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
23986352
Volume :
6
Issue :
1
Database :
Complementary Index
Journal :
NPJ Digital Medicine
Publication Type :
Academic Journal
Accession number :
162435601
Full Text :
https://doi.org/10.1038/s41746-023-00786-y