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基于图像的上皮力学参数推断。

Image-based parameter inference for epithelial mechanics.

机构信息

Department of Biological Sciences, Graduate School of Science, The University of Tokyo, Tokyo, Japan.

Graduate School of Biostudies, Kyoto University, Kyoto, Japan.

出版信息

PLoS Comput Biol. 2022 Jun 23;18(6):e1010209. doi: 10.1371/journal.pcbi.1010209. eCollection 2022 Jun.

Abstract

Measuring mechanical parameters in tissues, such as the elastic modulus of cell-cell junctions, is essential to decipher the mechanical control of morphogenesis. However, their in vivo measurement is technically challenging. Here, we formulated an image-based statistical approach to estimate the mechanical parameters of epithelial cells. Candidate mechanical models are constructed based on force-cell shape correlations obtained from image data. Substitution of the model functions into force-balance equations at the cell vertex leads to an equation with respect to the parameters of the model, by which one can estimate the parameter values using a least-squares method. A test using synthetic data confirmed the accuracy of parameter estimation and model selection. By applying this method to Drosophila epithelial tissues, we found that the magnitude and orientation of feedback between the junction tension and shrinkage, which are determined by the spring constant of the junction, were correlated with the elevation of tension and myosin-II on shrinking junctions during cell rearrangement. Further, this method clarified how alterations in tissue polarity and stretching affect the anisotropy in tension parameters. Thus, our method provides a novel approach to uncovering the mechanisms governing epithelial morphogenesis.

摘要

测量组织中的力学参数,如细胞-细胞连接的弹性模量,对于解析形态发生的力学控制至关重要。然而,它们的体内测量在技术上具有挑战性。在这里,我们提出了一种基于图像的统计方法来估计上皮细胞的力学参数。基于从图像数据中获得的力-细胞形状相关性来构建候选力学模型。通过将模型函数代入细胞顶点处的力平衡方程,可以得到一个关于模型参数的方程,通过最小二乘法可以估计参数值。使用合成数据进行的测试证实了参数估计和模型选择的准确性。通过将该方法应用于果蝇上皮组织,我们发现连接张力和收缩之间的反馈的大小和方向,由连接的弹簧常数决定,与细胞重排过程中收缩连接上张力和肌球蛋白-II 的升高有关。此外,该方法阐明了组织极性和拉伸的改变如何影响张力参数的各向异性。因此,我们的方法为揭示控制上皮形态发生的机制提供了一种新的方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b97d/9223404/a2a99ae580ae/pcbi.1010209.g001.jpg

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