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LobeFinder: A Convex Hull-Based Method for Quantitative Boundary Analyses of Lobed Plant Cells

机译:LobeFinder:一种基于凸壳的定量分析植物细胞边界的方法

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摘要

Dicot leaves are composed of a heterogeneous mosaic of jigsaw puzzle piece-shaped pavement cells that vary greatly in size and the complexity of their shape. Given the importance of the epidermis and this particular cell type for leaf expansion, there is a strong need to understand how pavement cells morph from a simple polyhedral shape into highly lobed and interdigitated cells. At present, it is still unclear how and when the patterns of lobing are initiated in pavement cells, and one major technological bottleneck to addressing the problem is the lack of a robust and objective methodology to identify and track lobing events during the transition from simple cell geometry to lobed cells. We developed a convex hull-based algorithm termed LobeFinder to identify lobes, quantify geometric properties, and create a useful graphical output of cell coordinates for further analysis. The algorithm was validated against manually curated images of pavement cells of widely varying sizes and shapes. The ability to objectively count and detect new lobe initiation events provides an improved quantitative framework to analyze mutant phenotypes, detect symmetry-breaking events in time-lapse image data, and quantify the time-dependent correlation between cell shape change and intracellular factors that may play a role in the morphogenesis process.
机译:双子叶植物的叶子由拼图块状路面单元的异质马赛克组成,其大小和形状复杂性差异很大。考虑到表皮的重要性以及这种特殊的细胞类型对于叶片的扩展,非常需要了解路面细胞如何从简单的多面体形状变形为高度裂片和指状细胞。目前,还不清楚如何以及何时在路面单元中启动凸耳模式,并且解决该问题的主要技术瓶颈是缺乏一种可靠的,客观的方法来识别和跟踪从简单单元格过渡期间的凸耳事件。到裂片细胞的几何形状。我们开发了一种基于凸包的算法,称为LobeFinder,用于识别凸角,量化几何属性并创建有用的单元格坐标图形输出,以进行进一步分析。该算法已针对尺寸和形状各异的路面单元的手动精选图像进行了验证。客观地计数和检测新的肺叶启动事件的能力提供了一种改进的定量框架,可用于分析突变表型,检测延时图像数据中的对称性破坏事件以及量化细胞形状变化与可能发挥作用的细胞内因子之间的时间相关性在形态发生过程中的作用

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