ARMA-based spectral bandwidth for evaluation of bowel motility by the analysis of bowel sounds

被引:12
|
作者
Emoto, Takahiro [1 ]
Shono, Koichi [2 ]
Abeyratne, Udantha R. [3 ]
Okahisa, Toshiya [4 ]
Yano, Hiromi [4 ]
Akutagawa, Masatake [1 ]
Konaka, Shinsuke [1 ]
Kinouchi, Yohsuke [1 ]
机构
[1] Univ Tokushima, Inst Sci & Technol, Tokushima, Japan
[2] Univ Tokushima, Grad Sch Adv Technol & Sci, Tokushima, Japan
[3] Univ Queensland, Sch Info Tech & Elect Engn, Brisbane, Qld 4072, Australia
[4] Univ Tokushima, Inst Hlth Biosci, Tokushima, Japan
关键词
bowel motility; bowel sounds; ARMA model; 5-HT4 RECEPTOR AGONIST; GASTROINTESTINAL-MOTILITY; MOSAPRIDE CITRATE; LONG-TERM; AUSCULTATION; WAVELETS; HUMANS; NOISE;
D O I
10.1088/0967-3334/34/8/925
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
Approximately 10%-20% of adults and adolescents suffer from irritable bowel syndrome (IBS) worldwide. IBS is characterized by chronic gastrointestinal dysfunction which may reflect in altered motility. Currently, the diagnosis of IBS is made through expensive invasive radiographic and endoscopic examinations. However these are inconvenient and unsuited for community screening. Bowel sounds (BSs) can be easily recorded with non-invasive and low-cost equipment. Recently, several researchers have pointed out changes in features obtained from BS according to the pathological condition of bowel motility. However a widely accepted, simple automatic BS detection algorithm still has to be found, and the appropriate recording period needs to be investigated for further evaluation of bowel motility. In this study we propose a novel simple automatic method to detect the BSs based on the 3 dB bandwidth of the frequency peaks in the autoregressive moving average spectrum. We use the measure, sound-to-sound interval (SSI) obtained by the proposed method, to capture bowel motility. In this paper, we show that the proposed method for automatic detection could achieve a sensitivity of 87.8 +/- 5.88%, specificity of 91.7 +/- 4.33% and area under the curve of 0.923 when working on 16 healthy volunteers during mosapride administrations. Furthermore, we show that the measured SSI averaged over a period of 30 min can clearly capture bowel motility. Our findings should have the potential to contribute toward developing automated BS-based diagnosis of IBS.
引用
收藏
页码:925 / 936
页数:12
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