Arteriovenous Fistula Clinical Trial
Official title:
Electronic Stethoscope and Computer-aided Diagnostic System in Detecting Arteriovenous Fistula (AVF) Stenosis
The incidence and prevalence of end-stage renal disease (ESRD) in Taiwan are both the highest worldwide from 2001 to 2008. In Taiwan, more than 90% of the ESRD patients are hemodialysis patients. Either arteriovenous fistula (AVF) or arteriovenous graft (AV graft) is essential for the vascular access of these patients. However, frequent AVF stenosis or thrombosis occurs in 10-30% hemodialytic patients, and the rates are even higher, around 30-70%, in those who has a past history of AVF/AV graft stenosis. Therefore, early detection of AVF stenosis is essential in caring for these hemodialysis patients in terms of medical economics and psychological impact. Unfortunately, angiographic study is expensive and invasive and needs contrast medium injection. The diagnostic accuracy of color duplex ultrasound in AVF stenosis remains satisfactory, but it is not always available when decreased AVF flow or an acute thrombotic event occurs. Continuous AVF/ AV graft flow monitoring by patient himself is a better option in terms of long-term care. Previous study indicated that stethoscope waveform analysis could be used as an alternative to diagnosis of vascular stenosis. Therefore, we aim to investigate AVF/ AV graft stenosis by using the electronic stethoscope (3M Littmann) for AVF sound recording, followed by software analysis by using waveform decomposition, principle component analysis (PCA) and sequential forward selection algorithm [xx]. Our study results will provide a new diagnostic option, which is low cost, non-invasive and self-monitoring, of AVF stenosis in ESRD patients.
Hemodialysis is a well-established method for removal of fluid and uremic toxins and
prolonging survival in patients with end-stage renal disease (ESRD). The most common
permanent vascular assesses are autogenous and non-autogenous arteriovenous (AV) fistula,
referred as AV fistula and AV graft, respectively. In Taiwan, both incidence and prevalence
of ESRD remain highest worldwide. However, frequent vascular stenosis/ thrombosis events
occurred because of repeated needle punctures. These will exert a large economic burden to
our society and psychological impacts on ESRD patients [1]. Therefore, it is essential to
develop an easy and patient-centered method to monitor the flow status in either AV fistula
or AV graft.
Physical examination and auscultation are simple monitoring methods to assess the vascular
access. There were several signs reported to be associated vascular stenosis, such as
prolonged bleeding, arm edema, and changes in pulse characteristics of the vascular access,
but they need a high level of skill and experience from the operator, such as doctors and
nurses [2].
Unfortunately, angiographic study is expensive and invasive and needs contrast medium
injection. The diagnostic accuracy of color duplex ultrasound in AVF stenosis remains
satisfactory, but it is not always available when decreased AVF flow or an acute thrombotic
event occurs. Continuous AVF/ AV graft flow monitoring by patient himself is a better option
in terms of long-term care. Previous study indicated that stethoscope waveform analysis
could be used as an alternative to diagnosis of vascular stenosis. Previous acoustic studies
indicated that increased sound intensity, extra sounds, and higher spectral energy
infrequency domain, ranging between 300 Hz and 1000 Hz. These findings are associated with
the change from laminar flow to turbulent flow downstream the site of vascular stenosis [3].
In addition, phonoangiography studies pointed out that the systolic peak of stenotic segment
is higher and narrower in the time domain compared to non-stenotic segment Methods: This is
an observational cohort study. We plan to recruit 150 eligible patients with ESRD under
regular hemodialysis for at least one year in national Taiwan University Hospital.
1. Data gathering A. The first group of patients (study group) will be recruited from hose
referred to endovascular intervention, e.g. angioplasty, due to vascular access
dysfunction (n=30). An electronic stethoscope (3M-Littmann) will be used to record
digital sound signals at 5 points with 30 seconds each, including AV junction, proximal
and distal to both needle puncture sites, respectively. All data will be transferred to
a computer for further anlaysis.
B. The second group (validation cohort) will be recruited from patients with regular
hemodialysis (HD) and received angioplasty at National Taiwan University Hospital
(n=120). Those patients who received angioplasty for AVF or AV graft stenosis will also
received follow-up angiography 12 weeks after angioplasty. We will record digital
AVF/AV graft sound signals as mentioned above. In addition, blood pressure and AVF/AVG
venous pressure, heart rate will be recorded. Diameter stenosis of restenotic segment
will also be recorded and a diameter stenosis of 50% is regarded as significant.
2. Post-processing The proposed method is based on the analysis of the envelope of the
sound signals. Before, calculating the envelope, all signals will be down-sampled to 2k
Hz, followed by a linear-phase, finite impulse response low-pass filter. PCA will then
be applied to analysis as described previously [1-4]. PCA (principal components
analysis)
3. Analysis Sensitivity, specificity and diagnostic accuracy will be calculated based on
each diagnostic criteria or basal function. Area under ROC curve will be calculated
based on each diagnostic criteria derived from PCA method.
;
Observational Model: Cohort, Time Perspective: Prospective
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