Cargando…
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...
Autores principales: | , , , , , , , , , , , , , |
---|---|
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 |
_version_ | 1783596048224092160 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7565961 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT olivergelabertantoni automaticquantificationofcardiomyocytedimensionsandconnexin43lateralizationinfluorescenceimages AT garciamendivillaura automaticquantificationofcardiomyocytedimensionsandconnexin43lateralizationinfluorescenceimages AT vallejogiljosemaria automaticquantificationofcardiomyocytedimensionsandconnexin43lateralizationinfluorescenceimages AT fresnedaroldanpedrocarlos automaticquantificationofcardiomyocytedimensionsandconnexin43lateralizationinfluorescenceimages AT andelovakatarina automaticquantificationofcardiomyocytedimensionsandconnexin43lateralizationinfluorescenceimages AT fananasmastraljavier automaticquantificationofcardiomyocytedimensionsandconnexin43lateralizationinfluorescenceimages AT vazquezsanchomanuel automaticquantificationofcardiomyocytedimensionsandconnexin43lateralizationinfluorescenceimages AT matamalaadellmarta automaticquantificationofcardiomyocytedimensionsandconnexin43lateralizationinfluorescenceimages AT sorribasberjonfernando automaticquantificationofcardiomyocytedimensionsandconnexin43lateralizationinfluorescenceimages AT ballestercuencacarlos automaticquantificationofcardiomyocytedimensionsandconnexin43lateralizationinfluorescenceimages AT tribulovanarcisa automaticquantificationofcardiomyocytedimensionsandconnexin43lateralizationinfluorescenceimages AT ordovaslaura automaticquantificationofcardiomyocytedimensionsandconnexin43lateralizationinfluorescenceimages AT rauldiezemiliano automaticquantificationofcardiomyocytedimensionsandconnexin43lateralizationinfluorescenceimages AT pueyoesther automaticquantificationofcardiomyocytedimensionsandconnexin43lateralizationinfluorescenceimages |