Photoacoustic tomography of intact human prostates and vascular texture analysis identify prostate cancer biopsy targets

Prostate cancer is poorly visualized on ultrasonography (US) so that current biopsy requires either a templated technique or guidance after fusion of US with magnetic resonance imaging. Here we determined the ability for photoacoustic tomography (PAT) and US followed by texture-based image processin...

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Main Authors: Brittani L. Bungart, Lu Lan, Pu Wang, Rui Li, Michael O. Koch, Liang Cheng, Timothy A. Masterson, Murat Dundar, Ji-Xin Cheng
Format: Article
Language:English
Published: Elsevier 2018-09-01
Series:Photoacoustics
Online Access:http://www.sciencedirect.com/science/article/pii/S2213597918300089
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spelling doaj-7f280fd8ce0c495d97a1c7a855503e832020-11-25T01:54:57ZengElsevierPhotoacoustics2213-59792018-09-01114655Photoacoustic tomography of intact human prostates and vascular texture analysis identify prostate cancer biopsy targetsBrittani L. Bungart0Lu Lan1Pu Wang2Rui Li3Michael O. Koch4Liang Cheng5Timothy A. Masterson6Murat Dundar7Ji-Xin Cheng8Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, USA; Medical Scientist Training Program, Indiana University School of Medicine, Indianapolis, IN, USADepartment of Biomedical Engineering, Boston University, Boston, MA, USAVibronix Inc., West Lafayette, IN, USAWeldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, USA; Vibronix Inc., West Lafayette, IN, USADepartment of Urology, Indiana University School of Medicine, Indianapolis, IN, USADepartment of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, USADepartment of Urology, Indiana University School of Medicine, Indianapolis, IN, USAComputer and Information Science Department, Indiana University-Purdue University Indianapolis, Indianapolis, IN, USADepartment of Biomedical Engineering, Boston University, Boston, MA, USA; Department of Electrical and Computer Engineering, Boston University, Boston, MA, USA; Corresponding author at: Boston University Photonics Center, Boston University, 8 St. Mary’s Street, Boston, MA, 02215, USA.Prostate cancer is poorly visualized on ultrasonography (US) so that current biopsy requires either a templated technique or guidance after fusion of US with magnetic resonance imaging. Here we determined the ability for photoacoustic tomography (PAT) and US followed by texture-based image processing to identify prostate biopsy targets. K-means clustering feature learning and testing was performed on separate datasets comprised of 1064 and 1197 nm PAT and US images of intact, ex vivo human prostates. 1197 nm PAT was found to not contribute to the feature learning, and thus, only 1064 nm PAT and US images were used for final feature testing. Biopsy targets, determined by the tumor-assigned pixels’ center of mass, located 100% of the primary lesions and 67% of the secondary lesions. In conclusion, 1064 nm PAT and US texture-based feature analysis provided successful prostate biopsy targets. Keywords: Photoacoustic imaging, Prostate, Targeted biopsy, K-means clustering, Texture image processinghttp://www.sciencedirect.com/science/article/pii/S2213597918300089
collection DOAJ
language English
format Article
sources DOAJ
author Brittani L. Bungart
Lu Lan
Pu Wang
Rui Li
Michael O. Koch
Liang Cheng
Timothy A. Masterson
Murat Dundar
Ji-Xin Cheng
spellingShingle Brittani L. Bungart
Lu Lan
Pu Wang
Rui Li
Michael O. Koch
Liang Cheng
Timothy A. Masterson
Murat Dundar
Ji-Xin Cheng
Photoacoustic tomography of intact human prostates and vascular texture analysis identify prostate cancer biopsy targets
Photoacoustics
author_facet Brittani L. Bungart
Lu Lan
Pu Wang
Rui Li
Michael O. Koch
Liang Cheng
Timothy A. Masterson
Murat Dundar
Ji-Xin Cheng
author_sort Brittani L. Bungart
title Photoacoustic tomography of intact human prostates and vascular texture analysis identify prostate cancer biopsy targets
title_short Photoacoustic tomography of intact human prostates and vascular texture analysis identify prostate cancer biopsy targets
title_full Photoacoustic tomography of intact human prostates and vascular texture analysis identify prostate cancer biopsy targets
title_fullStr Photoacoustic tomography of intact human prostates and vascular texture analysis identify prostate cancer biopsy targets
title_full_unstemmed Photoacoustic tomography of intact human prostates and vascular texture analysis identify prostate cancer biopsy targets
title_sort photoacoustic tomography of intact human prostates and vascular texture analysis identify prostate cancer biopsy targets
publisher Elsevier
series Photoacoustics
issn 2213-5979
publishDate 2018-09-01
description Prostate cancer is poorly visualized on ultrasonography (US) so that current biopsy requires either a templated technique or guidance after fusion of US with magnetic resonance imaging. Here we determined the ability for photoacoustic tomography (PAT) and US followed by texture-based image processing to identify prostate biopsy targets. K-means clustering feature learning and testing was performed on separate datasets comprised of 1064 and 1197 nm PAT and US images of intact, ex vivo human prostates. 1197 nm PAT was found to not contribute to the feature learning, and thus, only 1064 nm PAT and US images were used for final feature testing. Biopsy targets, determined by the tumor-assigned pixels’ center of mass, located 100% of the primary lesions and 67% of the secondary lesions. In conclusion, 1064 nm PAT and US texture-based feature analysis provided successful prostate biopsy targets. Keywords: Photoacoustic imaging, Prostate, Targeted biopsy, K-means clustering, Texture image processing
url http://www.sciencedirect.com/science/article/pii/S2213597918300089
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