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SproutAngio: an open-source bioimage informatics tool for quantitative analysis of sprouting angiogenesis and lumen space
Three-dimensional image analyses are required to improve the understanding of the regulation of blood vessel formation and heterogeneity. Currently, quantitation of 3D endothelial structures or vessel branches is often based on 2D projections of the images losing their volumetric information. Here,...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10160097/ https://www.ncbi.nlm.nih.gov/pubmed/37142637 http://dx.doi.org/10.1038/s41598-023-33090-6 |
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author | Beter, M. Abdollahzadeh, A. Pulkkinen, H. H. Huang, H. Orsenigo, F. Magnusson, P. U. Ylä-Herttuala, S. Tohka, J. Laakkonen, J. P. |
author_facet | Beter, M. Abdollahzadeh, A. Pulkkinen, H. H. Huang, H. Orsenigo, F. Magnusson, P. U. Ylä-Herttuala, S. Tohka, J. Laakkonen, J. P. |
author_sort | Beter, M. |
collection | PubMed |
description | Three-dimensional image analyses are required to improve the understanding of the regulation of blood vessel formation and heterogeneity. Currently, quantitation of 3D endothelial structures or vessel branches is often based on 2D projections of the images losing their volumetric information. Here, we developed SproutAngio, a Python-based open-source tool, for fully automated 3D segmentation and analysis of endothelial lumen space and sprout morphology. To test the SproutAngio, we produced a publicly available in vitro fibrin bead assay dataset with a gradually increasing VEGF-A concentration (https://doi.org/10.5281/zenodo.7240927). We demonstrate that our automated segmentation and sprout morphology analysis, including sprout number, length, and nuclei number, outperform the widely used ImageJ plugin. We also show that SproutAngio allows a more detailed and automated analysis of the mouse retinal vasculature in comparison to the commonly used radial expansion measurement. In addition, we provide two novel methods for automated analysis of endothelial lumen space: (1) width measurement from tip, stalk and root segments of the sprouts and (2) paired nuclei distance analysis. We show that these automated methods provided important additional information on the endothelial cell organization in the sprouts. The pipelines and source code of SproutAngio are publicly available (https://doi.org/10.5281/zenodo.7381732). |
format | Online Article Text |
id | pubmed-10160097 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-101600972023-05-06 SproutAngio: an open-source bioimage informatics tool for quantitative analysis of sprouting angiogenesis and lumen space Beter, M. Abdollahzadeh, A. Pulkkinen, H. H. Huang, H. Orsenigo, F. Magnusson, P. U. Ylä-Herttuala, S. Tohka, J. Laakkonen, J. P. Sci Rep Article Three-dimensional image analyses are required to improve the understanding of the regulation of blood vessel formation and heterogeneity. Currently, quantitation of 3D endothelial structures or vessel branches is often based on 2D projections of the images losing their volumetric information. Here, we developed SproutAngio, a Python-based open-source tool, for fully automated 3D segmentation and analysis of endothelial lumen space and sprout morphology. To test the SproutAngio, we produced a publicly available in vitro fibrin bead assay dataset with a gradually increasing VEGF-A concentration (https://doi.org/10.5281/zenodo.7240927). We demonstrate that our automated segmentation and sprout morphology analysis, including sprout number, length, and nuclei number, outperform the widely used ImageJ plugin. We also show that SproutAngio allows a more detailed and automated analysis of the mouse retinal vasculature in comparison to the commonly used radial expansion measurement. In addition, we provide two novel methods for automated analysis of endothelial lumen space: (1) width measurement from tip, stalk and root segments of the sprouts and (2) paired nuclei distance analysis. We show that these automated methods provided important additional information on the endothelial cell organization in the sprouts. The pipelines and source code of SproutAngio are publicly available (https://doi.org/10.5281/zenodo.7381732). Nature Publishing Group UK 2023-05-04 /pmc/articles/PMC10160097/ /pubmed/37142637 http://dx.doi.org/10.1038/s41598-023-33090-6 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Beter, M. Abdollahzadeh, A. Pulkkinen, H. H. Huang, H. Orsenigo, F. Magnusson, P. U. Ylä-Herttuala, S. Tohka, J. Laakkonen, J. P. SproutAngio: an open-source bioimage informatics tool for quantitative analysis of sprouting angiogenesis and lumen space |
title | SproutAngio: an open-source bioimage informatics tool for quantitative analysis of sprouting angiogenesis and lumen space |
title_full | SproutAngio: an open-source bioimage informatics tool for quantitative analysis of sprouting angiogenesis and lumen space |
title_fullStr | SproutAngio: an open-source bioimage informatics tool for quantitative analysis of sprouting angiogenesis and lumen space |
title_full_unstemmed | SproutAngio: an open-source bioimage informatics tool for quantitative analysis of sprouting angiogenesis and lumen space |
title_short | SproutAngio: an open-source bioimage informatics tool for quantitative analysis of sprouting angiogenesis and lumen space |
title_sort | sproutangio: an open-source bioimage informatics tool for quantitative analysis of sprouting angiogenesis and lumen space |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10160097/ https://www.ncbi.nlm.nih.gov/pubmed/37142637 http://dx.doi.org/10.1038/s41598-023-33090-6 |
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