SproutAngio: an open-source bioimage informatics tool for quantitative analysis of sprouting angiogenesis and lumen space

被引:4
|
作者
Beter, M. [1 ]
Abdollahzadeh, A. [1 ]
Pulkkinen, H. H. [1 ]
Huang, H. [2 ]
Orsenigo, F. [3 ]
Magnusson, P. U. [2 ]
Yla-Herttuala, S. [1 ,4 ,5 ]
Tohka, J. [1 ]
Laakkonen, J. P. [1 ]
机构
[1] Univ Eastern Finland, AI Virtanen Inst Mol Sci, Neulaniementie 2,POB 1627, Kuopio 70211, Finland
[2] Uppsala Univ, Dept Immunol Genet & Pathol, Uppsala, Sweden
[3] IFOM ETS The AIRC Inst Mol Oncol, Vasc Biol Unit, Milan, Italy
[4] Kuopio Univ Hosp, Heart Ctr, Kuopio, Finland
[5] Kuopio Univ Hosp, Gene Therapy Unit, Kuopio, Finland
基金
欧盟地平线“2020”; 芬兰科学院; 瑞典研究理事会; 欧洲研究理事会;
关键词
IDENTIFICATION; PLATFORM; MODEL; IMAGE;
D O I
10.1038/s41598-023-33090-6
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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 (). 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 ().
引用
收藏
页数:14
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