Title :
Carotid Intraplaque Neovascularization Quantification Software (CINQS)
Author :
Akkus, Zeynettin ; van Burken, Gerard ; van den Oord, Stijn C. H. ; Schinkel, Arend F. L. ; de Jong, Nico ; van der Steen, Anton F. W. ; Bosch, Johan G.
Author_Institution :
Thoraxcenter, Dept. of Biomed. Eng., Erasmus Med. Center, Rotterdam, Netherlands
Abstract :
Intraplaque neovascularization (IPN) is an important biomarker of atherosclerotic plaque vulnerability. As IPN can be detected by contrast enhanced ultrasound (CEUS), imaging-biomarkers derived from CEUS may allow early prediction of plaque vulnerability. To select the best quantitative imaging-biomarkers for prediction of plaque vulnerability, a systematic analysis of IPN with existing and new analysis algorithms is necessary. Currently available commercial contrast quantification tools are not applicable for quantitative analysis of carotid IPN due to substantial motion of the carotid artery, artifacts, and intermittent perfusion of plaques. We therefore developed a specialized software package called Carotid intraplaque neovascularization quantification software (CINQS). It was designed for effective and systematic comparison of sets of quantitative imaging biomarkers. CINQS includes several analysis algorithms for carotid IPN quantification and overcomes the limitations of current contrast quantification tools and existing carotid IPN quantification approaches. CINQS has a modular design which allows integrating new analysis tools. Wizard-like analysis tools and its graphical-user-interface facilitate its usage. In this paper, we describe the concept, analysis tools, and performance of CINQS and present analysis results of 45 plaques of 23 patients. The results in 45 plaques showed excellent agreement with visual IPN scores for two quantitative imaging-biomarkers (The area under the receiver operating characteristic curve was 0.92 and 0.93).
Keywords :
biomedical ultrasonics; blood vessels; data analysis; diseases; feature extraction; feature selection; graphical user interfaces; haemodynamics; haemorheology; medical disorders; medical image processing; CEUS; CINQS modular design; CINQS performance; IPN detection; analysis tool integration; artifact; atherosclerotic plaque vulnerability biomarker; carotid IPN quantification; carotid artery motion; carotid intraplaque neovascularization quantification software; commercial contrast quantification tool; contrast enhanced ultrasound; early plaque vulnerability prediction; effective biomarker set comparison; graphical user interface; intermittent plaque perfusion; quantitative carotid IPN analysis; quantitative imaging biomarker selection; quantitative imaging biomarker set; specialized software package; systematic IPN analysis algorithm; systematic biomarker set comparison; visual IPN score; wizard-like analysis tool; Algorithm design and analysis; Biomedical imaging; Correlation; Graphical user interfaces; Image sequences; Motion compensation; Visualization; Carotid plaques; contrast enhanced ultrasound; microbubble; neovascularization; plaque perfusion analysis; quantification of neovascularization;
Journal_Title :
Biomedical and Health Informatics, IEEE Journal of
DOI :
10.1109/JBHI.2014.2306454