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Spectral Analysis Methods for the Robust Measurement of the Flexural Rigidity of Biopolymers

机译:稳健地测量生物聚合物弯曲刚度的光谱分析方法

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摘要

The mechanical properties of biopolymers can be determined from a statistical analysis of the ensemble of shapes they exhibit when subjected to thermal forces. In practice, extracting information from fluorescence microscopy images can be challenging due to low signaloise ratios and other artifacts. To address these issues, we develop a suite of tools for image processing and spectral data analysis that is based on a biopolymer contour representation expressed in a spectral basis of orthogonal polynomials. We determine biopolymer shape and stiffness using global fitting routines that optimize a utility function measuring the amount of fluorescence intensity overlapped by such contours. This approach allows for filtering of high-frequency noise and interpolation over sporadic gaps in fluorescence. We use benchmarking to demonstrate the validity of our methods, by analyzing an ensemble of simulated images generated using a simulated biopolymer with known stiffness and subjected to various types of image noise. We then use these methods to determine the persistence lengths of taxol-stabilized microtubules. We find that single microtubules are well described by the wormlike chain polymer model, and that ensembles of chemically identical microtubules show significant heterogeneity in bending stiffness, which cannot be attributed to sampling or fitting errors. We expect these approaches to be useful in the study of biopolymer mechanics and the effects of associated regulatory molecules.
机译:生物聚合物的机械性能可以通过对当受到热力时它们表现出的形状整体的统计分析来确定。实际上,由于低的信噪比和其他伪像,从荧光显微镜图像中提取信息可能具有挑战性。为了解决这些问题,我们开发了一套用于图像处理和光谱数据分析的工具,该工具基于以正交多项式的光谱表示的生物聚合物轮廓表示。我们使用全局拟合例程确定生物聚合物的形状和刚度,该例程优化了效用函数,该函数测量了此类轮廓重叠的荧光强度。这种方法可以过滤高频噪声并在荧光的偶发间隙内进行插值。通过分析使用具有已知刚度并受到各种图像噪声影响的模拟生物聚合物生成的模拟图像的整体,我们使用基准测试来证明我们方法的有效性。然后,我们使用这些方法来确定紫杉醇稳定的微管的持久性长度。我们发现蠕虫状链聚合物模型很好地描述了单个微管,并且化学上相同的微管的集合体在弯曲刚度上显示出显着的异质性,这不能归因于采样或拟合误差。我们希望这些方法在研究生物聚合物力学和相关调控分子的作用方面有用。

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