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Dual-wavelength photoacoustic atlas method to estimate fractional methylene blue and hemoglobin contents

SIGNIFICANCE: Methylene blue (MB) is an exogenous contrast agent that has the potential to assist with visualization and penetration challenges in photoacoustic imaging. However, monitoring the local concentration between MB and endogenous chromophores is critical for avoiding unnecessary MB accumul...

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Autores principales: Gonzalez, Eduardo A., Lediju Bell, Muyinatu A.
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/PMC9433893/
https://www.ncbi.nlm.nih.gov/pubmed/36050818
http://dx.doi.org/10.1117/1.JBO.27.9.096002
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author Gonzalez, Eduardo A.
Lediju Bell, Muyinatu A.
author_facet Gonzalez, Eduardo A.
Lediju Bell, Muyinatu A.
author_sort Gonzalez, Eduardo A.
collection PubMed
description SIGNIFICANCE: Methylene blue (MB) is an exogenous contrast agent that has the potential to assist with visualization and penetration challenges in photoacoustic imaging. However, monitoring the local concentration between MB and endogenous chromophores is critical for avoiding unnecessary MB accumulations that could lead to adverse effects such as hemolysis when exposed to increased dose and photodamage when exposed to high laser energies. AIM: We developed a modified version of a previously proposed acoustic-based atlas method to estimate concentration levels from a mixture of two photoacoustic-sensitive materials after two laser wavelength emissions. APPROACH: Photoacoustic data were acquired from mixtures of [Formula: see text] and either human or porcine blood (Hb) injected in a plastisol phantom, using laser wavelengths of 710 and 870 nm. An algorithm to perform linear regression of the acoustic frequency response from an atlas composed of pure concentrations was designed to assess the concentration levels from photoacoustic samples obtained from 11 known MB/Hb volume mixtures. The mean absolute error (MAE), coefficient of determination (i.e., [Formula: see text]), and Spearman’s correlation coefficient (i.e., [Formula: see text]) between the estimated results and ground-truth labels were calculated to assess the algorithm performance, linearity, and monotonicity, respectively. RESULTS: The overall MAE, [Formula: see text] , and [Formula: see text] were 12.68%, 0.80, and 0.89, respectively, for the human Hb dataset and 9.92%, 0.86, and 0.93, respectively, for the porcine Hb dataset. In addition, a similarly linear relationship was observed between the acoustic frequency response at 2.3 MHz and 870-nm laser wavelength and the ground-truth concentrations, with [Formula: see text] and [Formula: see text] values of 0.76 and 0.88, respectively. CONCLUSIONS: Contrast agent concentration monitoring is feasible with the proposed approach. The potential for minimal data acquisition times with only two wavelength emissions is advantageous toward real-time implementation in the operating room.
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spelling pubmed-94338932022-09-01 Dual-wavelength photoacoustic atlas method to estimate fractional methylene blue and hemoglobin contents Gonzalez, Eduardo A. Lediju Bell, Muyinatu A. J Biomed Opt Imaging SIGNIFICANCE: Methylene blue (MB) is an exogenous contrast agent that has the potential to assist with visualization and penetration challenges in photoacoustic imaging. However, monitoring the local concentration between MB and endogenous chromophores is critical for avoiding unnecessary MB accumulations that could lead to adverse effects such as hemolysis when exposed to increased dose and photodamage when exposed to high laser energies. AIM: We developed a modified version of a previously proposed acoustic-based atlas method to estimate concentration levels from a mixture of two photoacoustic-sensitive materials after two laser wavelength emissions. APPROACH: Photoacoustic data were acquired from mixtures of [Formula: see text] and either human or porcine blood (Hb) injected in a plastisol phantom, using laser wavelengths of 710 and 870 nm. An algorithm to perform linear regression of the acoustic frequency response from an atlas composed of pure concentrations was designed to assess the concentration levels from photoacoustic samples obtained from 11 known MB/Hb volume mixtures. The mean absolute error (MAE), coefficient of determination (i.e., [Formula: see text]), and Spearman’s correlation coefficient (i.e., [Formula: see text]) between the estimated results and ground-truth labels were calculated to assess the algorithm performance, linearity, and monotonicity, respectively. RESULTS: The overall MAE, [Formula: see text] , and [Formula: see text] were 12.68%, 0.80, and 0.89, respectively, for the human Hb dataset and 9.92%, 0.86, and 0.93, respectively, for the porcine Hb dataset. In addition, a similarly linear relationship was observed between the acoustic frequency response at 2.3 MHz and 870-nm laser wavelength and the ground-truth concentrations, with [Formula: see text] and [Formula: see text] values of 0.76 and 0.88, respectively. CONCLUSIONS: Contrast agent concentration monitoring is feasible with the proposed approach. The potential for minimal data acquisition times with only two wavelength emissions is advantageous toward real-time implementation in the operating room. Society of Photo-Optical Instrumentation Engineers 2022-09-01 2022-09 /pmc/articles/PMC9433893/ /pubmed/36050818 http://dx.doi.org/10.1117/1.JBO.27.9.096002 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 Imaging
Gonzalez, Eduardo A.
Lediju Bell, Muyinatu A.
Dual-wavelength photoacoustic atlas method to estimate fractional methylene blue and hemoglobin contents
title Dual-wavelength photoacoustic atlas method to estimate fractional methylene blue and hemoglobin contents
title_full Dual-wavelength photoacoustic atlas method to estimate fractional methylene blue and hemoglobin contents
title_fullStr Dual-wavelength photoacoustic atlas method to estimate fractional methylene blue and hemoglobin contents
title_full_unstemmed Dual-wavelength photoacoustic atlas method to estimate fractional methylene blue and hemoglobin contents
title_short Dual-wavelength photoacoustic atlas method to estimate fractional methylene blue and hemoglobin contents
title_sort dual-wavelength photoacoustic atlas method to estimate fractional methylene blue and hemoglobin contents
topic Imaging
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9433893/
https://www.ncbi.nlm.nih.gov/pubmed/36050818
http://dx.doi.org/10.1117/1.JBO.27.9.096002
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