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Macrosight: A Novel Framework to Analyze the Shape and Movement of Interacting Macrophages Using Matlab ? ?

机译:Macrosight:使用Matlab分析相互作用的巨噬细胞的形状和运动的新颖框架?

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This paper presents a novel software framework, called macrosight, which incorporates routines to detect, track, and analyze the shape and movement of objects, with special emphasis on macrophages. The key feature presented in macrosight consists of an algorithm to assess the changes of direction derived from cell–cell contact, where an interaction is assumed to occur. The main biological motivation is the determination of certain cell interactions influencing cell migration. Thus, the main objective of this work is to provide insights into the notion that interactions between cell structures cause a change in orientation. Macrosight analyzes the change of direction of cells before and after they come in contact with another cell. Interactions are determined when the cells overlap and form clumps of two or more cells. The framework integrates a segmentation technique capable of detecting overlapping cells and a tracking framework into a tool for the analysis of the trajectories of cells before and after they overlap. Preliminary results show promise into the analysis and the hypothesis proposed, and lays the groundwork for further developments. The extensive experimentation and data analysis show, with statistical significance, that under certain conditions, the movement changes before and after an interaction are different from movement in controlled cases.
机译:本文介绍了一种名为macrosight的新颖软件框架,该框架结合了用于检测,跟踪和分析对象的形状和运动的例程,其中特别强调了巨噬细胞。 Macrosight中呈现的关键功能包括一种算法,该算法可评估从细胞间接触得出的方向变化,假设发生相互作用。主要的生物学动机是确定某些影响细胞迁移的细胞相互作用。因此,这项工作的主要目的是提供有关细胞结构之间相互作用引起方向改变的观念的见解。 Macrosight分析了细胞与另一个细胞接触前后的方向变化。当细胞重叠并形成两个或多个细胞的团块时,确定相互作用。该框架将能够检测重叠细胞的分割技术和跟踪框架集成到了一个工具中,用于分析细胞重叠之前和之后的轨迹。初步结果显示了对分析和提出的假设的希望,并为进一步发展奠定了基础。大量的实验和数据分析表明,在一定条件下,交互作用前后的运动变化与受控情况下的运动不同,具有统计学意义。

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