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一种针对活细胞中随机和间歇性粘性波动的数理金融方法。

A mathematical finance approach to the stochastic and intermittent viscosity fluctuations in living cells.

作者信息

Bostoen Claude L, Berret Jean-François

机构信息

DPI, P.O. Box 902, 5600 AX Eindhoven, The Netherlands.

出版信息

Soft Matter. 2020 Jul 7;16(25):5959-5969. doi: 10.1039/c9sm02534k. Epub 2020 Jun 16.

DOI:10.1039/c9sm02534k
PMID:32542279
Abstract

Here we report on the viscosity of eukaryotic living cells, as a function of time, and on the application of stochastic models to analyze its temporal fluctuations. The viscoelastic properties of NIH/3T3 fibroblast cells are investigated using an active microrheological technique, where the magnetic wires, embedded into cells, are being actuated remotely. The data reveal anomalous transient responses characterized by intermittent phases of slow and fast rotation, revealing significant fluctuations. The time dependent viscosity is analyzed from a time series perspective by computing the autocorrelation functions and the variograms, two functions used to describe stochastic processes in mathematical finance. The resulting analysis gives evidence of a sub-diffusive mean-reverting process characterized by an autoregressive coefficient lower than 1. It also shows the existence of specific cellular times in the ranges 1-10 s and 100-200 s, not previously disclosed. The shorter time is found to be related to the internal relaxation time of the cytoplasm. To our knowledge, this is the first time that similarities are established between the properties of time series describing the intracellular metabolism and the statistical results from a mathematical finance approach. The current approach could be exploited to reveal hidden features from biological complex systems or to determine new biomarkers of cellular metabolism.

摘要

在此,我们报告真核活细胞的粘度随时间的变化情况,以及应用随机模型分析其时间波动。使用主动微流变技术研究了NIH/3T3成纤维细胞的粘弹性特性,其中嵌入细胞的磁线由远程驱动。数据揭示了异常的瞬态响应,其特征为慢旋转和快旋转的间歇阶段,显示出显著的波动。通过计算自相关函数和变异函数,从时间序列的角度分析了随时间变化的粘度,这两个函数用于描述金融数学中的随机过程。所得分析结果证明了一个亚扩散均值回复过程的存在,其自回归系数低于1。它还显示了在1 - 10秒和100 - 200秒范围内存在特定的细胞时间,这是以前未披露过的。发现较短的时间与细胞质的内部弛豫时间有关。据我们所知,这是首次在描述细胞内代谢的时间序列特性与金融数学方法的统计结果之间建立相似性。当前的方法可用于揭示生物复杂系统的隐藏特征或确定细胞代谢的新生物标志物。

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