Application to quantify fetal lung branching on rat explants

Detalhes bibliográficos
Autor(a) principal: Rodrigues, Pedro L.
Data de Publicação: 2013
Outros Autores: Granja, Sara, Moreira, António, F. Rodrigues, Nuno, Vilaça, João L.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/11110/420
Resumo: Recently, regulating mechanisms of branching morphogenesis of fetal lung rat explants have been an essential tool for molecular research. The development of accurate and reliable segmentation techniques may be essential to improve research outcomes. This work presents an image processing method to measure the perimeter and area of lung branches on fetal rat explants. The algorithm starts by reducing the noise corrupting the image with a pre-processing stage. The outcome is input to a watershed operation that automatically segments the image into primitive regions. Then, an image pixel is selected within the lung explant epithelial, allowing a region growing between neighbouring watershed regions. This growing process is controlled by a statistical distribution of each region. When compared with manual segmentation, the results show the same tendency for lung development. High similarities were harder to obtain in the last two days of culture, due to the increased number of peripheral airway buds and complexity of lung architecture. However, using semiautomatic measurements, the standard deviation was lower and the results between independent researchers were more coherent
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spelling Application to quantify fetal lung branching on rat explantsBranching morphogenesislung developmentimage segmentationregion-based algorithmsRecently, regulating mechanisms of branching morphogenesis of fetal lung rat explants have been an essential tool for molecular research. The development of accurate and reliable segmentation techniques may be essential to improve research outcomes. This work presents an image processing method to measure the perimeter and area of lung branches on fetal rat explants. The algorithm starts by reducing the noise corrupting the image with a pre-processing stage. The outcome is input to a watershed operation that automatically segments the image into primitive regions. Then, an image pixel is selected within the lung explant epithelial, allowing a region growing between neighbouring watershed regions. This growing process is controlled by a statistical distribution of each region. When compared with manual segmentation, the results show the same tendency for lung development. High similarities were harder to obtain in the last two days of culture, due to the increased number of peripheral airway buds and complexity of lung architecture. However, using semiautomatic measurements, the standard deviation was lower and the results between independent researchers were more coherent2013-12-14T14:54:23Z2013-02-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/11110/420oai:ciencipca.ipca.pt:11110/420enghttp://hdl.handle.net/11110/420metadata only accessinfo:eu-repo/semantics/openAccessRodrigues, Pedro L.Granja, SaraMoreira, AntónioF. Rodrigues, NunoVilaça, João L.reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2022-09-05T12:52:00Zoai:ciencipca.ipca.pt:11110/420Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T15:00:51.839182Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Application to quantify fetal lung branching on rat explants
title Application to quantify fetal lung branching on rat explants
spellingShingle Application to quantify fetal lung branching on rat explants
Rodrigues, Pedro L.
Branching morphogenesis
lung development
image segmentation
region-based algorithms
title_short Application to quantify fetal lung branching on rat explants
title_full Application to quantify fetal lung branching on rat explants
title_fullStr Application to quantify fetal lung branching on rat explants
title_full_unstemmed Application to quantify fetal lung branching on rat explants
title_sort Application to quantify fetal lung branching on rat explants
author Rodrigues, Pedro L.
author_facet Rodrigues, Pedro L.
Granja, Sara
Moreira, António
F. Rodrigues, Nuno
Vilaça, João L.
author_role author
author2 Granja, Sara
Moreira, António
F. Rodrigues, Nuno
Vilaça, João L.
author2_role author
author
author
author
dc.contributor.author.fl_str_mv Rodrigues, Pedro L.
Granja, Sara
Moreira, António
F. Rodrigues, Nuno
Vilaça, João L.
dc.subject.por.fl_str_mv Branching morphogenesis
lung development
image segmentation
region-based algorithms
topic Branching morphogenesis
lung development
image segmentation
region-based algorithms
description Recently, regulating mechanisms of branching morphogenesis of fetal lung rat explants have been an essential tool for molecular research. The development of accurate and reliable segmentation techniques may be essential to improve research outcomes. This work presents an image processing method to measure the perimeter and area of lung branches on fetal rat explants. The algorithm starts by reducing the noise corrupting the image with a pre-processing stage. The outcome is input to a watershed operation that automatically segments the image into primitive regions. Then, an image pixel is selected within the lung explant epithelial, allowing a region growing between neighbouring watershed regions. This growing process is controlled by a statistical distribution of each region. When compared with manual segmentation, the results show the same tendency for lung development. High similarities were harder to obtain in the last two days of culture, due to the increased number of peripheral airway buds and complexity of lung architecture. However, using semiautomatic measurements, the standard deviation was lower and the results between independent researchers were more coherent
publishDate 2013
dc.date.none.fl_str_mv 2013-12-14T14:54:23Z
2013-02-01T00:00:00Z
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