A Quantitative Analysis of Cell Bridging Kinetics on a Scaffold Using Computer Vision Algorithms

Matthew Lanaro, Maximilion P. Mclaughlin, M. Simpson, P. Buenzli, C. Wong, M. Allenby, M. Woodruff
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引用次数: 8

Abstract

Tissue engineering involves the seeding of cells into a structural scaffolding to regenerate the architecture of damaged or diseased tissue. To effectively design a scaffold, an understanding of how cells collectively sense and react to the geometry of their local environment is needed. Advances in the development of melt electro-writing have allowed micron and submicron polymeric fibres to be accurately printed into porous, complex and three-dimensional structures. By using melt electrowriting, we created a geometrically relevant in vitro scaffold model to study cellular spatial-temporal kinetics. These scaffolds were paired with custom computer vision algorithms to investigate cell nuclei, cell membrane actin and scaffold fibres over different pore sizes (200-600 µm) and time points (28 days). We find that cells proliferated much faster in the smaller (200 µm) pores which halved the time until confluence versus larger (500 and 600 µm) pores. Our analysis of stained actin fibres revealed that cells were highly aligned to the fibres and the leading edge of the pore filling front, and we found that cells behind the leading edge were not aligned in any particular direction. This study provides a systematic understanding of cellular spatial temporal kinetics within a 3D in vitro model to inform the design of more effective synthetic tissue engineering scaffolds for tissue regeneration. STATEMENT OF SIGNIFICANCE: : Advances in the development of melt electro-writing have allowed micron and submicron polymeric fibres to be accurately printed into porous, complex and three-dimensional structures. By using melt electrowriting, we created a geometrically relevant in vitro model to study cellular spatial-temporal kinetics to provide a systematic understanding of cellular spatial temporal kinetics within a 3D in vitro model. The insights presented in this work help to inform the design of more effective synthetic tissue engineering scaffolds by reducing cell culture time; which is valuable information for the implant or lab-grown-meat industries.
利用计算机视觉算法定量分析支架上细胞桥接动力学
组织工程涉及将细胞植入结构支架以再生受损或患病组织的结构。为了有效地设计支架,需要了解细胞如何集体感知并对其局部环境的几何形状做出反应。熔体电子书写技术的进步使得微米和亚微米聚合物纤维可以精确地打印成多孔的、复杂的和三维的结构。通过使用熔体电解,我们创建了一个几何相关的体外支架模型来研究细胞时空动力学。这些支架与定制的计算机视觉算法配对,在不同孔径(200-600µm)和时间点(28天)上研究细胞核、细胞膜肌动蛋白和支架纤维。我们发现细胞在较小的(200µm)孔中增殖得更快,与较大的(500和600µm)孔相比,达到汇合的时间缩短了一半。我们对染色肌动蛋白纤维的分析显示,细胞与纤维和孔隙填充前沿的前缘高度排列,我们发现前缘后面的细胞没有向任何特定方向排列。本研究在体外3D模型中提供了对细胞时空动力学的系统理解,为设计更有效的组织再生合成组织工程支架提供了信息。重要声明:熔体电子书写技术的进步使微米和亚微米聚合物纤维能够精确地印刷成多孔的、复杂的和三维的结构。通过使用熔体电解,我们创建了一个几何相关的体外模型来研究细胞时空动力学,从而在三维体外模型中系统地了解细胞时空动力学。在这项工作中提出的见解有助于通过减少细胞培养时间来设计更有效的合成组织工程支架;这对植入物或实验室人造肉行业来说是很有价值的信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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