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Real-time tracking of a diffuse reflectance spectroscopy probe used to aid histological validation of margin assessment in upper gastrointestinal cancer resection surgery

SIGNIFICANCE: Diffuse reflectance spectroscopy (DRS) allows discrimination of tissue type. Its application is limited by the inability to mark the scanned tissue and the lack of real-time measurements. AIM: This study aimed to develop a real-time tracking system to enable localization of a DRS probe...

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Autores principales: Gkouzionis, Ioannis, Nazarian, Scarlet, Kawka, Michal, Darzi, Ara, Patel, Nisha, Peters, Christopher J., Elson, Daniel S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Society of Photo-Optical Instrumentation Engineers 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8804336/
https://www.ncbi.nlm.nih.gov/pubmed/35106980
http://dx.doi.org/10.1117/1.JBO.27.2.025001
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author Gkouzionis, Ioannis
Nazarian, Scarlet
Kawka, Michal
Darzi, Ara
Patel, Nisha
Peters, Christopher J.
Elson, Daniel S.
author_facet Gkouzionis, Ioannis
Nazarian, Scarlet
Kawka, Michal
Darzi, Ara
Patel, Nisha
Peters, Christopher J.
Elson, Daniel S.
author_sort Gkouzionis, Ioannis
collection PubMed
description SIGNIFICANCE: Diffuse reflectance spectroscopy (DRS) allows discrimination of tissue type. Its application is limited by the inability to mark the scanned tissue and the lack of real-time measurements. AIM: This study aimed to develop a real-time tracking system to enable localization of a DRS probe to aid the classification of tumor and non-tumor tissue. APPROACH: A green-colored marker attached to the DRS probe was detected using hue-saturation-value (HSV) segmentation. A live, augmented view of tracked optical biopsy sites was recorded in real time. Supervised classifiers were evaluated in terms of sensitivity, specificity, and overall accuracy. A developed software was used for data collection, processing, and statistical analysis. RESULTS: The measured root mean square error (RMSE) of DRS probe tip tracking was [Formula: see text] and [Formula: see text] for the [Formula: see text] and [Formula: see text] dimensions, respectively. The diagnostic accuracy of the system to classify tumor and non-tumor tissue in real time was 94% for stomach and 96% for the esophagus. CONCLUSIONS: We have successfully developed a real-time tracking and classification system for a DRS probe. When used on stomach and esophageal tissue for tumor detection, the accuracy derived demonstrates the strength and clinical value of the technique to aid margin assessment in cancer resection surgery.
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spelling pubmed-88043362022-02-02 Real-time tracking of a diffuse reflectance spectroscopy probe used to aid histological validation of margin assessment in upper gastrointestinal cancer resection surgery Gkouzionis, Ioannis Nazarian, Scarlet Kawka, Michal Darzi, Ara Patel, Nisha Peters, Christopher J. Elson, Daniel S. J Biomed Opt General SIGNIFICANCE: Diffuse reflectance spectroscopy (DRS) allows discrimination of tissue type. Its application is limited by the inability to mark the scanned tissue and the lack of real-time measurements. AIM: This study aimed to develop a real-time tracking system to enable localization of a DRS probe to aid the classification of tumor and non-tumor tissue. APPROACH: A green-colored marker attached to the DRS probe was detected using hue-saturation-value (HSV) segmentation. A live, augmented view of tracked optical biopsy sites was recorded in real time. Supervised classifiers were evaluated in terms of sensitivity, specificity, and overall accuracy. A developed software was used for data collection, processing, and statistical analysis. RESULTS: The measured root mean square error (RMSE) of DRS probe tip tracking was [Formula: see text] and [Formula: see text] for the [Formula: see text] and [Formula: see text] dimensions, respectively. The diagnostic accuracy of the system to classify tumor and non-tumor tissue in real time was 94% for stomach and 96% for the esophagus. CONCLUSIONS: We have successfully developed a real-time tracking and classification system for a DRS probe. When used on stomach and esophageal tissue for tumor detection, the accuracy derived demonstrates the strength and clinical value of the technique to aid margin assessment in cancer resection surgery. Society of Photo-Optical Instrumentation Engineers 2022-02-01 2022-02 /pmc/articles/PMC8804336/ /pubmed/35106980 http://dx.doi.org/10.1117/1.JBO.27.2.025001 Text en © 2022 The Authors https://creativecommons.org/licenses/by/4.0/Published by SPIE under a Creative Commons Attribution 4.0 International License. Distribution or reproduction of this work in whole or in part requires full attribution of the original publication, including its DOI.
spellingShingle General
Gkouzionis, Ioannis
Nazarian, Scarlet
Kawka, Michal
Darzi, Ara
Patel, Nisha
Peters, Christopher J.
Elson, Daniel S.
Real-time tracking of a diffuse reflectance spectroscopy probe used to aid histological validation of margin assessment in upper gastrointestinal cancer resection surgery
title Real-time tracking of a diffuse reflectance spectroscopy probe used to aid histological validation of margin assessment in upper gastrointestinal cancer resection surgery
title_full Real-time tracking of a diffuse reflectance spectroscopy probe used to aid histological validation of margin assessment in upper gastrointestinal cancer resection surgery
title_fullStr Real-time tracking of a diffuse reflectance spectroscopy probe used to aid histological validation of margin assessment in upper gastrointestinal cancer resection surgery
title_full_unstemmed Real-time tracking of a diffuse reflectance spectroscopy probe used to aid histological validation of margin assessment in upper gastrointestinal cancer resection surgery
title_short Real-time tracking of a diffuse reflectance spectroscopy probe used to aid histological validation of margin assessment in upper gastrointestinal cancer resection surgery
title_sort real-time tracking of a diffuse reflectance spectroscopy probe used to aid histological validation of margin assessment in upper gastrointestinal cancer resection surgery
topic General
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8804336/
https://www.ncbi.nlm.nih.gov/pubmed/35106980
http://dx.doi.org/10.1117/1.JBO.27.2.025001
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