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基于数据驱动的微管力学降阶模型。

Data-driven reduced-order model of microtubule mechanics.

作者信息

Feng Yan, Mitran Sorin

机构信息

Department of Mathematics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599-3250.

出版信息

Cytoskeleton (Hoboken). 2018 Feb;75(2):45-60. doi: 10.1002/cm.21419. Epub 2017 Nov 30.

DOI:10.1002/cm.21419
PMID:29125701
Abstract

A beam element is constructed for microtubules based upon data reduction of the results from atomistic simulation of the carbon backbone chain of αβ-tubulin dimers. The database of mechanical responses to various types of loads from atomistic simulation is reduced to dominant modes. The dominant modes are subsequently used to construct the stiffness matrix of a beam element that captures the anisotropic behavior and deformation mode coupling that arises from a microtubule's spiral structure. In contrast to standard Euler-Bernoulli or Timoshenko beam elements, the link between forces and node displacements results not from hypothesized deformation behavior, but directly from the data obtained by molecular scale simulation. Differences between the resulting microtubule data-driven beam model (MTDDBM) and standard beam elements are presented, with a focus on coupling of bending, stretch, shear deformations. The MTDDBM is just as economical to use as a standard beam element, and allows accurate reconstruction of the mechanical behavior of structures within a cell as exemplified in a simple model of a component element of the mitotic spindle.

摘要

基于对αβ-微管蛋白二聚体碳主链原子模拟结果的数据简化,构建了一种用于微管的梁单元。将原子模拟中各种载荷的力学响应数据库简化为主要模式。随后,这些主要模式被用于构建梁单元的刚度矩阵,该矩阵捕捉了微管螺旋结构产生的各向异性行为和变形模式耦合。与标准的欧拉-伯努利梁单元或铁木辛柯梁单元不同,力与节点位移之间的联系并非源于假设的变形行为,而是直接来自分子尺度模拟获得的数据。给出了所得的微管数据驱动梁模型(MTDDBM)与标准梁单元之间的差异,重点关注弯曲、拉伸、剪切变形的耦合。MTDDBM的使用与标准梁单元一样经济,并能准确重建细胞内结构的力学行为,如在有丝分裂纺锤体组成元件的简单模型中所示。

相似文献

1
Data-driven reduced-order model of microtubule mechanics.基于数据驱动的微管力学降阶模型。
Cytoskeleton (Hoboken). 2018 Feb;75(2):45-60. doi: 10.1002/cm.21419. Epub 2017 Nov 30.
2
Structure-property relation and relevance of beam theories for microtubules: a coupled molecular and continuum mechanics study.微管的梁理论的结构-性质关系和相关性:分子和连续介质力学的耦合研究。
Biomech Model Mechanobiol. 2018 Apr;17(2):339-349. doi: 10.1007/s10237-017-0964-9. Epub 2017 Oct 3.
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Deformation pattern in vibrating microtubule: Structural mechanics study based on an atomistic approach.振动微管的变形模式:基于原子方法的结构力学研究。
Sci Rep. 2017 Jun 26;7(1):4227. doi: 10.1038/s41598-017-04272-w.
4
The elasticity of motor-microtubule bundles and shape of the mitotic spindle.运动微管束的弹性与有丝分裂纺锤体的形状。
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Vibration and length-dependent flexural rigidity of protein microtubules using higher order shear deformation theory.采用高阶剪切变形理论研究蛋白微管的振动和长度相关的弯曲刚度。
J Theor Biol. 2010 Sep 21;266(2):250-5. doi: 10.1016/j.jtbi.2010.06.037. Epub 2010 Jul 11.
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Fibrils connect microtubule tips with kinetochores: a mechanism to couple tubulin dynamics to chromosome motion.原纤维将微管末端与动粒相连:一种将微管蛋白动力学与染色体运动相耦合的机制。
Cell. 2008 Oct 17;135(2):322-33. doi: 10.1016/j.cell.2008.08.038.
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Measuring nanometer scale gradients in spindle microtubule dynamics using model convolution microscopy.使用模型卷积显微镜测量纺锤体微管动力学中的纳米级梯度。
Mol Biol Cell. 2006 Sep;17(9):4069-79. doi: 10.1091/mbc.e06-04-0312. Epub 2006 Jun 28.
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Still entangled: assembly of the central spindle by multiple microtubule modulators.仍然纠缠不清:中心纺锤体的组装由多种微管调节剂共同调控。
Semin Cell Dev Biol. 2010 Dec;21(9):899-908. doi: 10.1016/j.semcdb.2010.08.005. Epub 2010 Aug 21.
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A novel immunofluorescence method to visualize microtubules in the antiparallel overlaps of microtubule-plus ends in the anaphase and telophase midzone.一种用于在后期和末期中间区微管正端的反平行重叠中可视化微管的新型免疫荧光方法。
Exp Cell Res. 2017 Nov 15;360(2):347-357. doi: 10.1016/j.yexcr.2017.09.025. Epub 2017 Sep 20.
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Free vibration analysis of microtubules based on the molecular mechanics and continuum beam theory.基于分子力学和连续梁理论的微管自由振动分析
Biomech Model Mechanobiol. 2016 Oct;15(5):1069-78. doi: 10.1007/s10237-015-0744-3. Epub 2015 Nov 12.

引用本文的文献

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Data-driven prediction in dynamical systems: recent developments.数据驱动的动态系统预测:最新进展。
Philos Trans A Math Phys Eng Sci. 2022 Aug 8;380(2229):20210213. doi: 10.1098/rsta.2021.0213. Epub 2022 Jun 20.
2
From isolated structures to continuous networks: A categorization of cytoskeleton-based motile engineered biological microstructures.从孤立结构到连续网络:基于细胞骨架的运动工程生物微结构的分类。
Wiley Interdiscip Rev Nanomed Nanobiotechnol. 2019 Jul;11(4):e1553. doi: 10.1002/wnan.1553. Epub 2019 Feb 11.
3
The mitotic spindle is chiral due to torques within microtubule bundles.
有丝分裂纺锤体是手性的,这是由于微管束内的扭矩所致。
Nat Commun. 2018 Sep 3;9(1):3571. doi: 10.1038/s41467-018-06005-7.