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Evaluation of the Cell Concentration in Suspensions of Human Leukocytes by Ultrasound Imaging: The Influence of Size Dispersion and Cell Type

This work focuses on the use of ultrasound imaging to evaluate the cell concentration of dilute leukocyte suspensions in the range of 10–3000 cells/µL. First, numerical simulations were used to study the influence of the size dispersion and the leukocyte type on the performance of the concentration...

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Autores principales: Elvira, Luis, Fernández, Alba, León, Lucía, Ibáñez, Alberto, Parrilla, Montserrat, Martínez, Óscar, Jiménez, Javier
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9866977/
https://www.ncbi.nlm.nih.gov/pubmed/36679773
http://dx.doi.org/10.3390/s23020977
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author Elvira, Luis
Fernández, Alba
León, Lucía
Ibáñez, Alberto
Parrilla, Montserrat
Martínez, Óscar
Jiménez, Javier
author_facet Elvira, Luis
Fernández, Alba
León, Lucía
Ibáñez, Alberto
Parrilla, Montserrat
Martínez, Óscar
Jiménez, Javier
author_sort Elvira, Luis
collection PubMed
description This work focuses on the use of ultrasound imaging to evaluate the cell concentration of dilute leukocyte suspensions in the range of 10–3000 cells/µL. First, numerical simulations were used to study the influence of the size dispersion and the leukocyte type on the performance of the concentration estimation algorithms, which were developed in previous works assuming single-sized scatterers. From this analysis, corrections to the mentioned algorithms were proposed and then the performance of these corrections was evaluated from experiments. For this, ultrasound images were captured from suspensions of lymphocytes, granulocytes, and their mixtures. These images were obtained using a 20 MHz single-channel scanning system. Results confirmed that concentration estimates provided by conventional algorithms were affected by the size dispersion of cells, leading to a remarkable underestimation of results. The proposed correction to compensate for cell size dispersion obtained from simulations improved the concentration estimation of these algorithms, for the cell suspensions tested, approaching the results to the reference optical characterization. Moreover, it was shown that these models provided a total leukocyte concentration from the ultrasound images which was independent of the relative populations of different white blood cell types.
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spelling pubmed-98669772023-01-22 Evaluation of the Cell Concentration in Suspensions of Human Leukocytes by Ultrasound Imaging: The Influence of Size Dispersion and Cell Type Elvira, Luis Fernández, Alba León, Lucía Ibáñez, Alberto Parrilla, Montserrat Martínez, Óscar Jiménez, Javier Sensors (Basel) Article This work focuses on the use of ultrasound imaging to evaluate the cell concentration of dilute leukocyte suspensions in the range of 10–3000 cells/µL. First, numerical simulations were used to study the influence of the size dispersion and the leukocyte type on the performance of the concentration estimation algorithms, which were developed in previous works assuming single-sized scatterers. From this analysis, corrections to the mentioned algorithms were proposed and then the performance of these corrections was evaluated from experiments. For this, ultrasound images were captured from suspensions of lymphocytes, granulocytes, and their mixtures. These images were obtained using a 20 MHz single-channel scanning system. Results confirmed that concentration estimates provided by conventional algorithms were affected by the size dispersion of cells, leading to a remarkable underestimation of results. The proposed correction to compensate for cell size dispersion obtained from simulations improved the concentration estimation of these algorithms, for the cell suspensions tested, approaching the results to the reference optical characterization. Moreover, it was shown that these models provided a total leukocyte concentration from the ultrasound images which was independent of the relative populations of different white blood cell types. MDPI 2023-01-14 /pmc/articles/PMC9866977/ /pubmed/36679773 http://dx.doi.org/10.3390/s23020977 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Elvira, Luis
Fernández, Alba
León, Lucía
Ibáñez, Alberto
Parrilla, Montserrat
Martínez, Óscar
Jiménez, Javier
Evaluation of the Cell Concentration in Suspensions of Human Leukocytes by Ultrasound Imaging: The Influence of Size Dispersion and Cell Type
title Evaluation of the Cell Concentration in Suspensions of Human Leukocytes by Ultrasound Imaging: The Influence of Size Dispersion and Cell Type
title_full Evaluation of the Cell Concentration in Suspensions of Human Leukocytes by Ultrasound Imaging: The Influence of Size Dispersion and Cell Type
title_fullStr Evaluation of the Cell Concentration in Suspensions of Human Leukocytes by Ultrasound Imaging: The Influence of Size Dispersion and Cell Type
title_full_unstemmed Evaluation of the Cell Concentration in Suspensions of Human Leukocytes by Ultrasound Imaging: The Influence of Size Dispersion and Cell Type
title_short Evaluation of the Cell Concentration in Suspensions of Human Leukocytes by Ultrasound Imaging: The Influence of Size Dispersion and Cell Type
title_sort evaluation of the cell concentration in suspensions of human leukocytes by ultrasound imaging: the influence of size dispersion and cell type
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9866977/
https://www.ncbi.nlm.nih.gov/pubmed/36679773
http://dx.doi.org/10.3390/s23020977
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