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Automatic Quantification of Cardiomyocyte Dimensions and Connexin 43 Lateralization in Fluorescence Images

Cardiomyocytes’ geometry and connexin 43 (CX43) amount and distribution are structural features that play a pivotal role in electrical conduction. Their quantitative assessment is of high interest in the study of arrhythmias, but it is usually hampered by the lack of automatic tools. In this work, w...

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Autores principales: Oliver-Gelabert, Antoni, García-Mendívil, Laura, Vallejo-Gil, José María, Fresneda-Roldán, Pedro Carlos, Andelová, Katarína, Fañanás-Mastral, Javier, Vázquez-Sancho, Manuel, Matamala-Adell, Marta, Sorribas-Berjón, Fernando, Ballester-Cuenca, Carlos, Tribulova, Narcisa, Ordovás, Laura, Raúl Diez, Emiliano, Pueyo, Esther
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7565961/
https://www.ncbi.nlm.nih.gov/pubmed/32957719
http://dx.doi.org/10.3390/biom10091334
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author Oliver-Gelabert, Antoni
García-Mendívil, Laura
Vallejo-Gil, José María
Fresneda-Roldán, Pedro Carlos
Andelová, Katarína
Fañanás-Mastral, Javier
Vázquez-Sancho, Manuel
Matamala-Adell, Marta
Sorribas-Berjón, Fernando
Ballester-Cuenca, Carlos
Tribulova, Narcisa
Ordovás, Laura
Raúl Diez, Emiliano
Pueyo, Esther
author_facet Oliver-Gelabert, Antoni
García-Mendívil, Laura
Vallejo-Gil, José María
Fresneda-Roldán, Pedro Carlos
Andelová, Katarína
Fañanás-Mastral, Javier
Vázquez-Sancho, Manuel
Matamala-Adell, Marta
Sorribas-Berjón, Fernando
Ballester-Cuenca, Carlos
Tribulova, Narcisa
Ordovás, Laura
Raúl Diez, Emiliano
Pueyo, Esther
author_sort Oliver-Gelabert, Antoni
collection PubMed
description Cardiomyocytes’ geometry and connexin 43 (CX43) amount and distribution are structural features that play a pivotal role in electrical conduction. Their quantitative assessment is of high interest in the study of arrhythmias, but it is usually hampered by the lack of automatic tools. In this work, we propose a software algorithm (Myocyte Automatic Retrieval and Tissue Analyzer, MARTA) to automatically detect myocytes from fluorescent microscopy images of cardiac tissue, measure their morphological features and evaluate the expression of CX43 and its degree of lateralization. The proposed software is based on the generation of cell masks, contouring of individual cells, enclosing of cells in minimum area rectangles and splitting of these rectangles into end-to-end and middle compartments to estimate CX43 lateral-to-total ratio. Application to human ventricular tissue images shows that mean differences between automatic and manual methods in terms of cardiomyocyte length and width are below 4 [Formula: see text] m. The percentage of lateral CX43 also agrees between automatic and manual evaluation, with the interquartile range approximately covering from 3% to 30% in both cases. MARTA is not limited by fiber orientation and has an optimized speed by using contour filtering, which makes it run hundreds of times faster than a trained expert. Developed for CX43 studies in the left ventricle, MARTA is a flexible tool applicable to morphometric and lateralization studies of other markers in any heart chamber or even skeletal muscle. This open-access software is available online.
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spelling pubmed-75659612020-10-26 Automatic Quantification of Cardiomyocyte Dimensions and Connexin 43 Lateralization in Fluorescence Images Oliver-Gelabert, Antoni García-Mendívil, Laura Vallejo-Gil, José María Fresneda-Roldán, Pedro Carlos Andelová, Katarína Fañanás-Mastral, Javier Vázquez-Sancho, Manuel Matamala-Adell, Marta Sorribas-Berjón, Fernando Ballester-Cuenca, Carlos Tribulova, Narcisa Ordovás, Laura Raúl Diez, Emiliano Pueyo, Esther Biomolecules Article Cardiomyocytes’ geometry and connexin 43 (CX43) amount and distribution are structural features that play a pivotal role in electrical conduction. Their quantitative assessment is of high interest in the study of arrhythmias, but it is usually hampered by the lack of automatic tools. In this work, we propose a software algorithm (Myocyte Automatic Retrieval and Tissue Analyzer, MARTA) to automatically detect myocytes from fluorescent microscopy images of cardiac tissue, measure their morphological features and evaluate the expression of CX43 and its degree of lateralization. The proposed software is based on the generation of cell masks, contouring of individual cells, enclosing of cells in minimum area rectangles and splitting of these rectangles into end-to-end and middle compartments to estimate CX43 lateral-to-total ratio. Application to human ventricular tissue images shows that mean differences between automatic and manual methods in terms of cardiomyocyte length and width are below 4 [Formula: see text] m. The percentage of lateral CX43 also agrees between automatic and manual evaluation, with the interquartile range approximately covering from 3% to 30% in both cases. MARTA is not limited by fiber orientation and has an optimized speed by using contour filtering, which makes it run hundreds of times faster than a trained expert. Developed for CX43 studies in the left ventricle, MARTA is a flexible tool applicable to morphometric and lateralization studies of other markers in any heart chamber or even skeletal muscle. This open-access software is available online. MDPI 2020-09-17 /pmc/articles/PMC7565961/ /pubmed/32957719 http://dx.doi.org/10.3390/biom10091334 Text en © 2020 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Oliver-Gelabert, Antoni
García-Mendívil, Laura
Vallejo-Gil, José María
Fresneda-Roldán, Pedro Carlos
Andelová, Katarína
Fañanás-Mastral, Javier
Vázquez-Sancho, Manuel
Matamala-Adell, Marta
Sorribas-Berjón, Fernando
Ballester-Cuenca, Carlos
Tribulova, Narcisa
Ordovás, Laura
Raúl Diez, Emiliano
Pueyo, Esther
Automatic Quantification of Cardiomyocyte Dimensions and Connexin 43 Lateralization in Fluorescence Images
title Automatic Quantification of Cardiomyocyte Dimensions and Connexin 43 Lateralization in Fluorescence Images
title_full Automatic Quantification of Cardiomyocyte Dimensions and Connexin 43 Lateralization in Fluorescence Images
title_fullStr Automatic Quantification of Cardiomyocyte Dimensions and Connexin 43 Lateralization in Fluorescence Images
title_full_unstemmed Automatic Quantification of Cardiomyocyte Dimensions and Connexin 43 Lateralization in Fluorescence Images
title_short Automatic Quantification of Cardiomyocyte Dimensions and Connexin 43 Lateralization in Fluorescence Images
title_sort automatic quantification of cardiomyocyte dimensions and connexin 43 lateralization in fluorescence images
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7565961/
https://www.ncbi.nlm.nih.gov/pubmed/32957719
http://dx.doi.org/10.3390/biom10091334
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