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Automated Image Analysis of Lung Branching Morphogenesis from Microscopic Images of Fetal Rat Explants
Background. Regulating mechanisms of branching morphogenesis of fetal lung rat explants have been an essential tool for molecular research. This work presents a new methodology to accurately quantify the epithelial, outer contour, and peripheral airway buds of lung explants during cellular developme...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4163400/ https://www.ncbi.nlm.nih.gov/pubmed/25250057 http://dx.doi.org/10.1155/2014/820214 |
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author | Rodrigues, Pedro L. Rodrigues, Nuno F. Duque, Duarte Granja, Sara Correia-Pinto, Jorge Vilaça, João L. |
author_facet | Rodrigues, Pedro L. Rodrigues, Nuno F. Duque, Duarte Granja, Sara Correia-Pinto, Jorge Vilaça, João L. |
author_sort | Rodrigues, Pedro L. |
collection | PubMed |
description | Background. Regulating mechanisms of branching morphogenesis of fetal lung rat explants have been an essential tool for molecular research. This work presents a new methodology to accurately quantify the epithelial, outer contour, and peripheral airway buds of lung explants during cellular development from microscopic images. Methods. The outer contour was defined using an adaptive and multiscale threshold algorithm whose level was automatically calculated based on an entropy maximization criterion. The inner lung epithelium was defined by a clustering procedure that groups small image regions according to the minimum description length principle and local statistical properties. Finally, the number of peripheral buds was counted as the skeleton branched ends from a skeletonized image of the lung inner epithelia. Results. The time for lung branching morphometric analysis was reduced in 98% in contrast to the manual method. Best results were obtained in the first two days of cellular development, with lesser standard deviations. Nonsignificant differences were found between the automatic and manual results in all culture days. Conclusions. The proposed method introduces a series of advantages related to its intuitive use and accuracy, making the technique suitable to images with different lighting characteristics and allowing a reliable comparison between different researchers. |
format | Online Article Text |
id | pubmed-4163400 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-41634002014-09-23 Automated Image Analysis of Lung Branching Morphogenesis from Microscopic Images of Fetal Rat Explants Rodrigues, Pedro L. Rodrigues, Nuno F. Duque, Duarte Granja, Sara Correia-Pinto, Jorge Vilaça, João L. Comput Math Methods Med Research Article Background. Regulating mechanisms of branching morphogenesis of fetal lung rat explants have been an essential tool for molecular research. This work presents a new methodology to accurately quantify the epithelial, outer contour, and peripheral airway buds of lung explants during cellular development from microscopic images. Methods. The outer contour was defined using an adaptive and multiscale threshold algorithm whose level was automatically calculated based on an entropy maximization criterion. The inner lung epithelium was defined by a clustering procedure that groups small image regions according to the minimum description length principle and local statistical properties. Finally, the number of peripheral buds was counted as the skeleton branched ends from a skeletonized image of the lung inner epithelia. Results. The time for lung branching morphometric analysis was reduced in 98% in contrast to the manual method. Best results were obtained in the first two days of cellular development, with lesser standard deviations. Nonsignificant differences were found between the automatic and manual results in all culture days. Conclusions. The proposed method introduces a series of advantages related to its intuitive use and accuracy, making the technique suitable to images with different lighting characteristics and allowing a reliable comparison between different researchers. Hindawi Publishing Corporation 2014 2014-08-28 /pmc/articles/PMC4163400/ /pubmed/25250057 http://dx.doi.org/10.1155/2014/820214 Text en Copyright © 2014 Pedro L. Rodrigues et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Rodrigues, Pedro L. Rodrigues, Nuno F. Duque, Duarte Granja, Sara Correia-Pinto, Jorge Vilaça, João L. Automated Image Analysis of Lung Branching Morphogenesis from Microscopic Images of Fetal Rat Explants |
title | Automated Image Analysis of Lung Branching Morphogenesis from Microscopic Images of Fetal Rat Explants |
title_full | Automated Image Analysis of Lung Branching Morphogenesis from Microscopic Images of Fetal Rat Explants |
title_fullStr | Automated Image Analysis of Lung Branching Morphogenesis from Microscopic Images of Fetal Rat Explants |
title_full_unstemmed | Automated Image Analysis of Lung Branching Morphogenesis from Microscopic Images of Fetal Rat Explants |
title_short | Automated Image Analysis of Lung Branching Morphogenesis from Microscopic Images of Fetal Rat Explants |
title_sort | automated image analysis of lung branching morphogenesis from microscopic images of fetal rat explants |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4163400/ https://www.ncbi.nlm.nih.gov/pubmed/25250057 http://dx.doi.org/10.1155/2014/820214 |
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