Long-term dynamic simulation of cellular systems with inhomogeneous mass distribution.

IF 2.4 2区 工程技术 Q2 MECHANICS
Manoochehr Rabiei, Md Abu Sina Ibne Albaruni, Vatsal Joshi, Michael Cho, Alan Bowling
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引用次数: 0

Abstract

This paper presents a high-speed, long-term approach to simulating the mechanobiology of cells with an inhomogeneous mass distribution ranging from femtograms to picograms. An accurate representation of cellular processes necessitates the inclusion of subcellular structures characterized by minute masses and dimensions. The minute objects yield multiscale dynamic models with disproportionate terms, which require inordinate amounts of computational time to simulate. The computational requirements limit the time span of the simulation to time histories shorter than one second, even when employing supercomputers. This paper examines adipogenesis, the transformation of human bone marrow-derived mesenchymal stem cells (hMSC) into adipocytes, a process that spans two weeks. The proposed simulation techniques are based on a novel scaling technique that addresses differently sized masses. This work addresses unique challenges beyond the authors' earlier work, which addressed disproportionality between large stiffness and damping forces in relation to small masses in the dynamic model. This new approach reduces computational time to less than 1 hour and 45 minutes on a standard desktop computer for the two-week duration of adipogenesis.

非均匀质量分布的元胞系统的长期动态模拟。
本文提出了一种高速、长期的方法来模拟从飞图到皮图不等的非均匀质量分布的细胞的力学生物学。细胞过程的精确表示需要包含以微小质量和尺寸为特征的亚细胞结构。微小物体产生的多尺度动态模型具有不成比例的条款,这需要大量的计算时间来模拟。计算要求将模拟的时间跨度限制在小于一秒的时间历史,即使在使用超级计算机时也是如此。本文研究了人类骨髓间充质干细胞(hMSC)转化为脂肪细胞的过程,这一过程持续了两周。所提出的模拟技术是基于一种新的缩放技术,可以处理不同大小的质量。这项工作解决了作者早期工作之外的独特挑战,该工作解决了动态模型中与小质量相关的大刚度和阻尼力之间的不相称性。这种新方法将在标准台式计算机上进行为期两周的脂肪生成的计算时间减少到不到1小时45分钟。
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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来源期刊
CiteScore
6.00
自引率
17.60%
发文量
46
审稿时长
12 months
期刊介绍: The journal Multibody System Dynamics treats theoretical and computational methods in rigid and flexible multibody systems, their application, and the experimental procedures used to validate the theoretical foundations. The research reported addresses computational and experimental aspects and their application to classical and emerging fields in science and technology. Both development and application aspects of multibody dynamics are relevant, in particular in the fields of control, optimization, real-time simulation, parallel computation, workspace and path planning, reliability, and durability. The journal also publishes articles covering application fields such as vehicle dynamics, aerospace technology, robotics and mechatronics, machine dynamics, crashworthiness, biomechanics, artificial intelligence, and system identification if they involve or contribute to the field of Multibody System Dynamics.
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