1. Feed-forward active contour analysis for improved brachial artery reactivity testing
- Author
-
Daniel N Pugliese, Chandra M. Sehgal, Laith R. Sultan, Courtney B. Reamer, and Emile R. Mohler
- Subjects
Adult ,Male ,medicine.medical_specialty ,Time Factors ,Adolescent ,Brachial Artery ,Intraclass correlation ,Coefficient of variation ,030204 cardiovascular system & hematology ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,Young Adult ,0302 clinical medicine ,Predictive Value of Tests ,medicine.artery ,Image Processing, Computer-Assisted ,Medicine ,Humans ,Brachial artery ,Aged ,Ultrasonography ,Observer Variation ,Active contour model ,Reproducibility ,Cardiac cycle ,business.industry ,Ultrasound ,Reproducibility of Results ,Middle Aged ,Vasodilation ,Cardiovascular Diseases ,Dilation (morphology) ,Female ,Radiology ,Cardiology and Cardiovascular Medicine ,business ,Algorithms ,Biomedical engineering - Abstract
The object of this study was to utilize a novel feed-forward active contour (FFAC) algorithm to find a reproducible technique for analysis of brachial artery reactivity. Flow-mediated dilation (FMD) is an important marker of vascular endothelial function but has not been adopted for widespread clinical use given its technical limitations, including inter-observer variability and differences in technique across clinical sites. We developed a novel FFAC algorithm with the goal of validating a more reliable standard. Forty-six healthy volunteers underwent FMD measurement according to the standard technique. Ultrasound videos lasting 5–10 seconds each were obtained pre-cuff inflation and at minutes 1 through 5 post-cuff deflation in longitudinal and transverse views. Automated segmentation using the FFAC algorithm with initial boundary definition from three different observers was used to analyze the images to measure diameter/cross-sectional area over the cardiac cycle. The %FMD was calculated for average, minimum, and maximum diameters/areas. Using the FFAC algorithm, the population-specific coefficient of variation (CV) at end-diastole was 3.24% for transverse compared to 9.96% for longitudinal measurements; the subject-specific CV was 15.03% compared to 57.41%, respectively. For longitudinal measurements made via the conventional method, the population-specific CV was 4.77% and subject-specific CV was 117.79%. The intraclass correlation coefficient (ICC) for transverse measurements was 0.97 (95% CI: 0.95–0.98) compared to 0.90 (95% CI: 0.84–0.94) for longitudinal measurements with FFAC and 0.72 (95% CI: 0.51–0.84) for conventional measurements. In conclusion, transverse views using the novel FFAC method provide less inter-observer variability than traditional longitudinal views. Improved reproducibility may allow adoption of FMD testing in a clinical setting. The FFAC algorithm is a robust technique that should be evaluated further for its ability to replace the more limited conventional technique for measurement of FMD.
- Published
- 2016