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Automatic quantification of filopodia-based cell migration

机译:基于Filopodia的细胞迁移的自动量化

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We present a fully automatic approach to quantitatively analyze filopodia-based migration of fluorescent cells in 3D time-lapse series. The proposed method involves three steps. First, each frame of the time-lapse series is preprocessed using a steerable filter and binarized to obtain a coarse segmentation of the cell shape. Second, a sequence of morphological filters is applied on the coarse binary mask to separate the cell body from individual filopodia. Finally, their length is estimated using a geodesic distance transform. The proposed approach is validated on 3D time-lapse series of lung adenocarcinoma cells. We show that the number of filopodia and their average length can be used as a descriptor to discriminate between different phenotypes of migrating cells.
机译:我们提出了一种全自动的方法来定量分析3D延时系列荧光细胞的基于氟葡萄叠的迁移。所提出的方法涉及三个步骤。首先,使用可转向滤波器预处理的时间流逝系列的每一帧并二值化以获得细胞形状的粗略分割。其次,施加一系列形态过滤器,施加在粗型掩模上,以将细胞体与各个箔片分离。最后,使用测地距离变换估计它们的长度。所提出的方法在3D延时系列肺腺癌细胞上验证。我们表明箔片数量及其平均长度可以用作区分迁移细胞的不同表型之间的描述符。

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