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Spectral analysis assisted photoacoustic imaging for lipid composition differentiation

Recent advances in atherosclerotic plaque detection have shown that not only does lipid core size and depth play important roles in plaque rupture and thrombi formation, but lipid composition, especially cholesterol deposition, is equally important in determining lesion vulnerability. Here, we demon...

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Detalles Bibliográficos
Autores principales: Cao, Yingchun, Kole, Ayeeshik, Lan, Lu, Wang, Pu, Hui, Jie, Sturek, Michael, Cheng, Ji-Xin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5472148/
https://www.ncbi.nlm.nih.gov/pubmed/28649497
http://dx.doi.org/10.1016/j.pacs.2017.05.002
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author Cao, Yingchun
Kole, Ayeeshik
Lan, Lu
Wang, Pu
Hui, Jie
Sturek, Michael
Cheng, Ji-Xin
author_facet Cao, Yingchun
Kole, Ayeeshik
Lan, Lu
Wang, Pu
Hui, Jie
Sturek, Michael
Cheng, Ji-Xin
author_sort Cao, Yingchun
collection PubMed
description Recent advances in atherosclerotic plaque detection have shown that not only does lipid core size and depth play important roles in plaque rupture and thrombi formation, but lipid composition, especially cholesterol deposition, is equally important in determining lesion vulnerability. Here, we demonstrate a spectral analysis assisted photoacoustic imaging approach to differentiate and map lipid compositions within an artery wall. The approach is based on the classification of spectral curves obtained from the sliding windows along time-of-flight photoacoustic signals via a numerical k-means clustering method. The evaluation result on a vessel-mimicking phantom containing cholesterol and olive oil shows accuracy and efficiency of this method, suggesting the potential to apply this approach in assessment of atherosclerotic plaques.
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spelling pubmed-54721482017-06-23 Spectral analysis assisted photoacoustic imaging for lipid composition differentiation Cao, Yingchun Kole, Ayeeshik Lan, Lu Wang, Pu Hui, Jie Sturek, Michael Cheng, Ji-Xin Photoacoustics Research Article Recent advances in atherosclerotic plaque detection have shown that not only does lipid core size and depth play important roles in plaque rupture and thrombi formation, but lipid composition, especially cholesterol deposition, is equally important in determining lesion vulnerability. Here, we demonstrate a spectral analysis assisted photoacoustic imaging approach to differentiate and map lipid compositions within an artery wall. The approach is based on the classification of spectral curves obtained from the sliding windows along time-of-flight photoacoustic signals via a numerical k-means clustering method. The evaluation result on a vessel-mimicking phantom containing cholesterol and olive oil shows accuracy and efficiency of this method, suggesting the potential to apply this approach in assessment of atherosclerotic plaques. Elsevier 2017-06-06 /pmc/articles/PMC5472148/ /pubmed/28649497 http://dx.doi.org/10.1016/j.pacs.2017.05.002 Text en © 2017 The Authors http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Research Article
Cao, Yingchun
Kole, Ayeeshik
Lan, Lu
Wang, Pu
Hui, Jie
Sturek, Michael
Cheng, Ji-Xin
Spectral analysis assisted photoacoustic imaging for lipid composition differentiation
title Spectral analysis assisted photoacoustic imaging for lipid composition differentiation
title_full Spectral analysis assisted photoacoustic imaging for lipid composition differentiation
title_fullStr Spectral analysis assisted photoacoustic imaging for lipid composition differentiation
title_full_unstemmed Spectral analysis assisted photoacoustic imaging for lipid composition differentiation
title_short Spectral analysis assisted photoacoustic imaging for lipid composition differentiation
title_sort spectral analysis assisted photoacoustic imaging for lipid composition differentiation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5472148/
https://www.ncbi.nlm.nih.gov/pubmed/28649497
http://dx.doi.org/10.1016/j.pacs.2017.05.002
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