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Free form deformation-based image registration improves accuracy of traction force microscopy

机译:基于自由变形的图像配准提高了牵引力显微镜的准确性

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摘要

Traction Force Microscopy (TFM) is a widespread method used to recover cellular tractions from the deformation that they cause in their surrounding substrate. Particle Image Velocimetry (PIV) is commonly used to quantify the substrate’s deformations, due to its simplicity and efficiency. However, PIV relies on a block-matching scheme that easily underestimates the deformations. This is especially relevant in the case of large, locally non-uniform deformations as those usually found in the vicinity of a cell’s adhesions to the substrate. To overcome these limitations, we formulate the calculation of the deformation of the substrate in TFM as a non-rigid image registration process that warps the image of the unstressed material to match the image of the stressed one. In particular, we propose to use a B-spline -based Free Form Deformation (FFD) algorithm that uses a connected deformable mesh to model a wide range of flexible deformations caused by cellular tractions. Our FFD approach is validated in 3D fields using synthetic (simulated) data as well as with experimental data obtained using isolated endothelial cells lying on a deformable, polyacrylamide substrate. Our results show that FFD outperforms PIV providing a deformation field that allows a better recovery of the magnitude and orientation of tractions. Together, these results demonstrate the added value of the FFD algorithm for improving the accuracy of traction recovery.
机译:牵引力显微镜(TFM)是一种广泛的方法,用于从细胞牵引力引起的周围基底变形中恢复细胞牵引力。粒子图像测速技术(PIV)由于其简单性和效率而通常用于量化基板的变形。但是,PIV依赖于块匹配方案,该方案很容易低估了变形。在局部发生较大的局部不均匀变形的情况下,这一点尤其重要,因为通常会在细胞与基底的粘附附近发现变形。为了克服这些限制,我们将TFM中基材变形的计算公式化为一种非刚性的图像配准过程,该过程使未受压材料的图像变形以匹配受应力材料的图像。特别是,我们建议使用基于B样条的自由形式变形(FFD)算法,该算法使用连接的可变形网格对由细胞牵引引起的各种柔性变形进行建模。我们的FFD方法在3D领域得到了验证(使用合成(模拟)数据)以及使用位于可变形聚丙烯酰胺基质上的分离的内皮细胞获得的实验数据进行了验证。我们的结果表明,FFD优于PIV提供的变形场,可以更好地恢复牵引力的大小和方向。总之,这些结果证明了FFD算法可提高牵引力恢复的准确性。

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