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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Jo, J.A. Fang, Q. Papaioannou, T. Qiao, J.H. Fishbein, M.C. Beseth, B. Dorafshar, A.H. Reil, T. Baker, D. Freischlag, J. Shung, K.K. Sun, L. Marcu, L. |
| Copyright Year | 2006 |
| Description | Author affiliation: Dept. of Biomed. Eng., California Davis Univ., CA (Jo, J.A.) |
| Abstract | In this study, time-resolved laser-induced fluorescence spectroscopy (TR-LIFS) and ultrasonography were applied to detect vulnerable (high-risk) atherosclerotic plaque. A total of 813 TR-LIFS measurements were taken from carotid plaques of 65 patients, and subsequently analyzed using the Laguerre deconvolution technique. The investigated spots were classified by histopathology as thin, fibrotic, calcified, low-inflamed, inflamed and necrotic lesions. Spectral and time-resolved parameters (normalized intensity values and Laguerre expansion coefficients) were extracted from the TR-LIFS data. Feature selection for classification was performed by either analysis of variance (ANOVA) or principal component analysis (PCA). A stepwise linear discriminant analysis algorithm was developed for detecting inflamed and necrotic lesion, representing the most vulnerable plaques. These vulnerable plaques were detected with high sensitivity (>80%) and specificity (>90%). Ultrasound (US) imaging was obtained in 4 carotid plaques in addition to TR-LIFS examination. Preliminary results indicate that US provides important structural information of the plaques that could be combined with the compositional information obtained by TR-LIFS, to obtain a more accurate diagnosis of vulnerable atherosclerotic plaque |
| Sponsorship | IEEE EMB |
| Starting Page | 2663 |
| Ending Page | 2666 |
| File Size | 284798 |
| Page Count | 4 |
| File Format | |
| ISBN | 1424400325 |
| ISSN | 1557170X |
| DOI | 10.1109/IEMBS.2006.259350 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2006-08-30 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Ultrasonic imaging Fluorescence Spectroscopy Analysis of variance Lesions Principal component analysis Ultrasonography Ultrasonic variables measurement Deconvolution Data mining atherosclerosis Time-resolved fluorescence spectroscopy Laguerre expansion technique |
| Content Type | Text |
| Resource Type | Article |
| Subject | Signal Processing Biomedical Engineering Health Informatics Computer Vision and Pattern Recognition |
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