Heterogeneous anomalous transport in cellular and molecular biology.

Thomas Andrew Waigh, Nickolay Korabel
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引用次数: 3

Abstract

It is well established that a wide variety of phenomena in cellular and molecular biology involve anomalous transport e.g. the statistics for the motility of cells and molecules are fractional and do not conform to the archetypes of simple diffusion or ballistic transport. Recent research demonstrates that anomalous transport is in many cases heterogeneous in both time and space. Thus single anomalous exponents and single generalised diffusion coefficients are unable to satisfactorily describe many crucial phenomena in cellular and molecular biology. We consider advances in the field ofheterogeneous anomalous transport(HAT) highlighting: experimental techniques (single molecule methods, microscopy, image analysis, fluorescence correlation spectroscopy, inelastic neutron scattering, and nuclear magnetic resonance), theoretical tools for data analysis (robust statistical methods such as first passage probabilities, survival analysis, different varieties of mean square displacements, etc), analytic theory and generative theoretical models based on simulations. Special emphasis is made on high throughput analysis techniques based on machine learning and neural networks. Furthermore, we consider anomalous transport in the context of microrheology and the heterogeneous viscoelasticity of complex fluids. HAT in the wavefronts of reaction-diffusion systems is also considered since it plays an important role in morphogenesis and signalling. In addition, we present specific examples from cellular biology including embryonic cells, leucocytes, cancer cells, bacterial cells, bacterial biofilms, and eukaryotic microorganisms. Case studies from molecular biology include DNA, membranes, endosomal transport, endoplasmic reticula, mucins, globular proteins, and amyloids.

细胞和分子生物学中的不均匀异常转运。
众所周知,细胞和分子生物学中的各种现象都涉及异常转运,例如细胞和分子运动的统计数据是部分的,不符合简单扩散或弹道转运的原型。最近的研究表明,在许多情况下,异常传输在时间和空间上都是异质的。因此,单一的反常指数和单一的广义扩散系数不能令人满意地描述细胞和分子生物学中的许多关键现象。我们认为非均匀异常输运(HAT)领域的进展突出:实验技术(单分子方法、显微镜、图像分析、荧光相关光谱、非弹性中子散射和NMR),数据分析的理论工具(稳健的统计方法,如首次通过概率、生存分析、不同的均方位移等)、分析理论和基于模拟的生成理论模型。特别强调基于机器学习和神经网络的高通量分析技术。此外,我们在微观流变学和复杂流体的非均匀粘弹性的背景下考虑了异常输运。HAT在反应-扩散系统的波前中也被考虑,因为它在形态发生和信号传导中起着重要作用。此外,我们还介绍了细胞生物学的具体实例,包括:胚胎细胞、白细胞、癌症细胞、细菌细胞、细菌生物膜和真核微生物。分子生物学的案例研究包括:DNA、膜、内涵体运输、内质网、粘蛋白、球状蛋白和淀粉样蛋白。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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