Application of Artificial Intelligence in Measuring Novel pH-Impedance Metrics for Optimal Diagnosis of GERD

Novel metrics extracted from pH-impedance monitoring can augment the diagnosis of gastroesophageal reflux disease (GERD). Artificial intelligence (AI) is being widely used to improve the diagnostic capabilities of various diseases. In this review, we update the current literature regarding applicati...

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Main Authors: Ming-Wun Wong, Benjamin D. Rogers, Min-Xiang Liu, Wei-Yi Lei, Tso-Tsai Liu, Chih-Hsun Yi, Jui-Sheng Hung, Shu-Wei Liang, Chiu-Wang Tseng, Jen-Hung Wang, Ping-An Wu, Chien-Lin Chen
Format: Article
Language:English
Published: MDPI AG 2023-03-01
Series:Diagnostics
Subjects:
Online Access:https://www.mdpi.com/2075-4418/13/5/960
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author Ming-Wun Wong
Benjamin D. Rogers
Min-Xiang Liu
Wei-Yi Lei
Tso-Tsai Liu
Chih-Hsun Yi
Jui-Sheng Hung
Shu-Wei Liang
Chiu-Wang Tseng
Jen-Hung Wang
Ping-An Wu
Chien-Lin Chen
author_facet Ming-Wun Wong
Benjamin D. Rogers
Min-Xiang Liu
Wei-Yi Lei
Tso-Tsai Liu
Chih-Hsun Yi
Jui-Sheng Hung
Shu-Wei Liang
Chiu-Wang Tseng
Jen-Hung Wang
Ping-An Wu
Chien-Lin Chen
author_sort Ming-Wun Wong
collection DOAJ
description Novel metrics extracted from pH-impedance monitoring can augment the diagnosis of gastroesophageal reflux disease (GERD). Artificial intelligence (AI) is being widely used to improve the diagnostic capabilities of various diseases. In this review, we update the current literature regarding applications of artificial intelligence in measuring novel pH-impedance metrics. AI demonstrates high performance in the measurement of impedance metrics, including numbers of reflux episodes and post-reflux swallow-induced peristaltic wave index and, furthermore, extracts baseline impedance from the entire pH-impedance study. AI is expected to play a reliable role in facilitating measuring novel impedance metrics in patients with GERD in the near future.
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spelling doaj.art-39c5a6a04814492d829e07425e8753052023-11-17T07:30:32ZengMDPI AGDiagnostics2075-44182023-03-0113596010.3390/diagnostics13050960Application of Artificial Intelligence in Measuring Novel pH-Impedance Metrics for Optimal Diagnosis of GERDMing-Wun Wong0Benjamin D. Rogers1Min-Xiang Liu2Wei-Yi Lei3Tso-Tsai Liu4Chih-Hsun Yi5Jui-Sheng Hung6Shu-Wei Liang7Chiu-Wang Tseng8Jen-Hung Wang9Ping-An Wu10Chien-Lin Chen11Department of Medicine, Hualien Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Tzu Chi University, 707, Section 3, Chung-Yang Road, Hualien 97004, TaiwanDivision of Gastroenterology, Hepatology and Nutrition, University of Louisville, Louisville, KY 40292, USAAI Innovation Research Center, Hualien Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Hualien 97004, TaiwanDepartment of Medicine, Hualien Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Tzu Chi University, 707, Section 3, Chung-Yang Road, Hualien 97004, TaiwanDepartment of Medicine, Hualien Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Tzu Chi University, 707, Section 3, Chung-Yang Road, Hualien 97004, TaiwanDepartment of Medicine, Hualien Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Tzu Chi University, 707, Section 3, Chung-Yang Road, Hualien 97004, TaiwanDepartment of Medicine, Hualien Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Tzu Chi University, 707, Section 3, Chung-Yang Road, Hualien 97004, TaiwanDepartment of Medicine, Hualien Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Tzu Chi University, 707, Section 3, Chung-Yang Road, Hualien 97004, TaiwanNVIDIA AI Technology Center, NVIDIA Corporation, Taipei 11492, TaiwanDepartment of Medical Research, Hualien Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Hualien 97004, TaiwanAI Innovation Research Center, Hualien Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Hualien 97004, TaiwanDepartment of Medicine, Hualien Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Tzu Chi University, 707, Section 3, Chung-Yang Road, Hualien 97004, TaiwanNovel metrics extracted from pH-impedance monitoring can augment the diagnosis of gastroesophageal reflux disease (GERD). Artificial intelligence (AI) is being widely used to improve the diagnostic capabilities of various diseases. In this review, we update the current literature regarding applications of artificial intelligence in measuring novel pH-impedance metrics. AI demonstrates high performance in the measurement of impedance metrics, including numbers of reflux episodes and post-reflux swallow-induced peristaltic wave index and, furthermore, extracts baseline impedance from the entire pH-impedance study. AI is expected to play a reliable role in facilitating measuring novel impedance metrics in patients with GERD in the near future.https://www.mdpi.com/2075-4418/13/5/960artificial intelligencegastroesophageal reflux diseaseimpedance-pH monitoringreflux episodespost-reflux swallow-induced peristaltic wave index
spellingShingle Ming-Wun Wong
Benjamin D. Rogers
Min-Xiang Liu
Wei-Yi Lei
Tso-Tsai Liu
Chih-Hsun Yi
Jui-Sheng Hung
Shu-Wei Liang
Chiu-Wang Tseng
Jen-Hung Wang
Ping-An Wu
Chien-Lin Chen
Application of Artificial Intelligence in Measuring Novel pH-Impedance Metrics for Optimal Diagnosis of GERD
Diagnostics
artificial intelligence
gastroesophageal reflux disease
impedance-pH monitoring
reflux episodes
post-reflux swallow-induced peristaltic wave index
title Application of Artificial Intelligence in Measuring Novel pH-Impedance Metrics for Optimal Diagnosis of GERD
title_full Application of Artificial Intelligence in Measuring Novel pH-Impedance Metrics for Optimal Diagnosis of GERD
title_fullStr Application of Artificial Intelligence in Measuring Novel pH-Impedance Metrics for Optimal Diagnosis of GERD
title_full_unstemmed Application of Artificial Intelligence in Measuring Novel pH-Impedance Metrics for Optimal Diagnosis of GERD
title_short Application of Artificial Intelligence in Measuring Novel pH-Impedance Metrics for Optimal Diagnosis of GERD
title_sort application of artificial intelligence in measuring novel ph impedance metrics for optimal diagnosis of gerd
topic artificial intelligence
gastroesophageal reflux disease
impedance-pH monitoring
reflux episodes
post-reflux swallow-induced peristaltic wave index
url https://www.mdpi.com/2075-4418/13/5/960
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