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Published on: February 14, 2017
Optimization of Doppler echocardiographic velocity measurements using an automatic contour detection method
Emmanuel Gaillard1, Lyes Kadem, Marie-Annick Clavel
1Institut de Recherches Cliniques de Montreal, University of Montreal, Montreal, Quebec, Canada. emmanuel.gaillard@ircm.qc.ca
Insights
An automated method using active contour models significantly reduces variability in Doppler echocardiographic velocity measurements (DEVM). This tool enhances diagnostic accuracy for heart valve conditions and speeds up analysis.
Area of Science:
- Cardiovascular Imaging
- Medical Image Analysis
- Echocardiography
Background:
- Doppler echocardiographic velocity measurements (DEVM) exhibit significant intra- and interobserver variability.
- Variability in DEVM can lead to diagnostic errors in assessing heart valve dysfunction severity.
Purpose of the Study:
- To develop and validate an automatic method for Doppler velocity wave contour detection using active contour models.
- To reduce variability and increase the speed of DEVM.
Main Methods:
- An automatic Doppler velocity wave contour detection method based on active contour models was developed.
- The method was validated by comparing its results with manual measurements from two experienced echocardiographers.
- Measurements included maximum velocity (Vmax), mean velocity (Vmean), and velocity-time integral (VTI) in 30 patients with aortic/mitral stenosis and 20 with normal sinus rhythm.
Main Results:
- The automatic method showed very good agreement with manual measurements.
- Bias values were small: -3.9% to 0.5% for Vmax, -4.6% to -1.4% for Vmean, and -3.6% to 4.4% for VTI.
- The computation time for the automatic method was approximately 5 seconds.
Conclusions:
- The developed automatic method is a valuable tool for eliminating intra- and interobserver variability in DEVM.
- This can improve diagnostic accuracy for cardiovascular diseases, particularly heart valve dysfunctions.
- The method offers faster measurements and is easily implementable in standard echocardiographic systems.
Abstract:
Intra- and interobserver variability in Doppler echocardiographic velocity measurements (DEVM) is a significant issue. Indeed, imprecisions of DEVM can lead to diagnostic errors, particularly in the quantification of the severity of heart valve dysfunctions. To reduce the variability and rapidity of DEVM, we have developed an automatic method of Doppler velocity wave contour detection, based on active contour models. To validate our new method, results obtained with this method were compared with those obtained manually by two experienced echocardiographers on Doppler echocardiographic images of left ventricular outflow tract and transvalvular flow velocity signals recorded in 30 patients with aortic or mitral stenosis, 20 with normal sinus rhythm and 10 with atrial fibrillation. We focused on the three essential variables that are measured routinely using Doppler echocardiography in the clinical setting: the maximum velocity (Vmax), the mean velocity (Vmean) and the velocity-time integral (VTI). Comparison between the two methods has shown a very good agreement. A small bias value was found between the two methods (between -3.9% and 0.5% for Vmax, between -4.6% and -1.4% for Vmean and between -3.6% and 4.4% for VTI). Moreover, the computation time was short, approximately 5 s. This new method applied to DEVM could, therefore, provide a useful tool to eliminate the intra- and interobserver variabilities associated with DEVM and thereby to improve the accuracy of the diagnosis of cardiovascular disease. This automatic method could also allow the echocardiographer to realize these measurements within a much shorter period of time compared with the standard manual tracing method. From a practical point of view, the model developed can be easily implemented in a standard echocardiographic system.
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