Comparison of measurement of integrated relaxation pressure by esophageal manometry with analysis of swallowing sounds with artificial intelligence in patients with achalasia.

IF 3.5 3区 医学 Q1 CLINICAL NEUROLOGY Neurogastroenterology and Motility Pub Date : 2024-12-01 Epub Date: 2024-10-06 DOI:10.1111/nmo.14931
Kamran B Lankarani, Nahid Aboulpor, Reza Boostani, Samira Saeian
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Abstract

Background: Esophageal motility disorders are mainly evaluated with high-resolution manometry (HRM) which is a time-consuming and uncomfortable procedure with potential adverse events. Acoustic characterization of the swallowing has the potential to be an alternative noninvasive procedure.

Methods: We compared the findings on HRM and swallowing sounds in 43 patients who were referred for evaluation of dysphagia. The sound analysis was done with empirical mode decomposition method and with artificial intelligence (AI) and the estimated integrated relaxation pressure (IRP) from a two-layer neural network method was compared to measured IRP on HRM. The model then was tested in five patients.

Key results: IRP was estimated with high accuracy using the model developed with two-layer neural network method.

Conclusions & inferences: The analysis of acoustic properties of swallowing has the potential to be used for evaluation of esophageal motility disorders, this needs to be further evaluated in larger studies.

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食管测压法测量综合松弛压力与人工智能分析贲门失弛缓症患者吞咽声的比较。
背景:食管运动失调主要通过高分辨率测压法(HRM)进行评估,这种方法耗时长且不舒适,还有潜在的不良反应。吞咽的声学特征描述有可能成为另一种非侵入性程序:我们比较了 43 名转诊评估吞咽困难的患者的 HRM 和吞咽音结果。声音分析采用了经验模式分解法和人工智能(AI),并将双层神经网络法估算出的综合松弛压力(IRP)与 HRM 测量出的 IRP 进行了比较。然后在五名患者身上对该模型进行了测试:主要结果:使用双层神经网络法建立的模型估算出的 IRP 具有很高的准确性:对吞咽声学特性的分析有可能用于食管运动障碍的评估,这需要在更大规模的研究中进一步评估。
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来源期刊
Neurogastroenterology and Motility
Neurogastroenterology and Motility 医学-临床神经学
CiteScore
7.80
自引率
8.60%
发文量
178
审稿时长
3-6 weeks
期刊介绍: Neurogastroenterology & Motility (NMO) is the official Journal of the European Society of Neurogastroenterology & Motility (ESNM) and the American Neurogastroenterology and Motility Society (ANMS). It is edited by James Galligan, Albert Bredenoord, and Stephen Vanner. The editorial and peer review process is independent of the societies affiliated to the journal and publisher: Neither the ANMS, the ESNM or the Publisher have editorial decision-making power. Whenever these are relevant to the content being considered or published, the editors, journal management committee and editorial board declare their interests and affiliations.
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