Title :
Evaluation of arteriovenous shunt stenosis in hemodialysis patients by using the burg method for autoregressive modeling
Author :
Chen, Wei-Ling ; Kan, Chung-Dann ; Lin, Chia-Hung ; Chen, Tainsong
Author_Institution :
Dept. of Biomed. Eng., Nat. Cheng Kung Univ., Tainan, Taiwan
Abstract :
This paper proposed the signal processing method for evaluation of arteriovenous shunt (AVS) stenosis in hemodialysis patients. AV shunts are surgically created pathological-physiological fistulas serving as access routes for end-stage renal disease (ESRD) patients. The distinct and periodic bruit of vascular shunts is clearly audible over the access routes. Thus, a bruit spectral analysis could be considered a valuable noninvasive method for quantifying the severity of vessel stenosis. This study collected phonoangiographic data from thirty AV shunts obtained from the electronic stethoscope during the pre- and post-percutaneous transluminal angioplasty (PTA) periods. An autoregressive (AR) model was applied to scientifically analyze the phonoangiographic signals. The AR model and the filter order of eight were chosen to estimate the characteristic frequency of the bruit. The AR model results obtained from the analysis of the phonoangiographic data under the pre-PTA and post-PTA conditions show significant changes in frequency and magnitude. These findings could serve as a noninvasive strategy for early detection of stenotic lesions.
Keywords :
autoregressive processes; biomedical MRI; medical signal processing; AV shunts; AVS; ESRD patients; arteriovenous shunt stenosis; autoregressive modeling; bruit spectral analysis; burg method; electronic stethoscope; end-stage renal disease patients; hemodialysis patients; noninvasive strategy; pathological-physiological fistulas; phonoangiographic data; post-percutaneous transluminal angioplasty periods; pre-percutaneous transluminal angioplasty periods; signal processing method; stenotic lesions; Biomedical monitoring; Computational modeling; MATLAB; Mathematical model; Monitoring; Time frequency analysis; AVS Stenosis; Arteriovenous Shunt (AVS); Burg Method; Percutaneous Transluminal Angioplasty (PTA); Phono-angiographic Signal;
Conference_Titel :
Information Technology in Medicine and Education (ITME), 2012 International Symposium on
Conference_Location :
Hokodate, Hokkaido
Print_ISBN :
978-1-4673-2109-9
DOI :
10.1109/ITiME.2012.6291369