Assessment of the esophageal pressure in gastroesophageal reflux disease by the local regression

被引:4
|
作者
Liang, HL
Chen, JDZ
机构
[1] Univ Texas, Sch Hlth Informat Sci, Houston, TX 77030 USA
[2] Univ Texas, Med Branch, Div Gastroenterol, Galveston, TX 77550 USA
关键词
local regression; esophageal motility; gastroesophageal reflux disease; lower esophageal sphincter;
D O I
10.1007/s10439-005-2866-8
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Gastroesophageal reflux disease (GERD) is one of the most prevalent gastrointestinal diseases. It is characterized by excessive reflux of gastric content (acid, pepsin, etc.) into the esophagus causing symptoms (heartburn, acid regurgitation, etc.) and mucosal inflammation and injuries. GERD occurs when the lower esophageal sphincter (LES) has a low resting pressure and stomach contents leak back, or reflux, into the esophagus. Therefore, the accurate measurement of the LES pressure is of great importance for the diagnosis of GERD. The LES pressure signal, involving severe respiratory contamination and motion artifacts, demands specific capabilities not provided by conventional data analysis methods. Recently, local regression has proved to be a very attractive technique to the nonparametric regression in statistics. In this contribution we apply the ideas of local regression to develop strategies for selecting smoothing parameters of local linear squares estimators, and present its application on the extraction of the LES pressure in GERD. The results from both extensive simulations and real data demonstrate the ability of local regression to characterize the LES pressure, which is consistent with the clinical observation.
引用
收藏
页码:847 / 853
页数:7
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