An exact approach for studying cargo transport by an ensemble of molecular motors.

Q1 Biochemistry, Genetics and Molecular Biology BMC Biophysics Pub Date : 2013-11-16 DOI:10.1186/2046-1682-6-14
Donatello Materassi, Subhrajit Roychowdhury, Thomas Hays, Murti Salapaka
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引用次数: 9

Abstract

Background: Intracellular transport is crucial for many cellular processes where a large fraction of the cargo is transferred by motor-proteins over a network of microtubules. Malfunctions in the transport mechanism underlie a number of medical maladies.Existing methods for studying how motor-proteins coordinate the transfer of a shared cargo over a microtubule are either analytical or are based on Monte-Carlo simulations. Approaches that yield analytical results, while providing unique insights into transport mechanism, make simplifying assumptions, where a detailed characterization of important transport modalities is difficult to reach. On the other hand, Monte-Carlo based simulations can incorporate detailed characteristics of the transport mechanism; however, the quality of the results depend on the number and quality of simulation runs used in arriving at results. Here, for example, it is difficult to simulate and study rare-events that can trigger abnormalities in transport.

Results: In this article, a semi-analytical methodology that determines the probability distribution function of motor-protein behavior in an exact manner is developed. The method utilizes a finite-dimensional projection of the underlying infinite-dimensional Markov model, which retains the Markov property, and enables the detailed and exact determination of motor configurations, from which meaningful inferences on transport characteristics of the original model can be derived.

Conclusions: Under this novel probabilistic approach new insights about the mechanisms of action of these proteins are found, suggesting hypothesis about their behavior and driving the design and realization of new experiments.The advantages provided in accuracy and efficiency make it possible to detect rare events in the motor protein dynamics, that could otherwise pass undetected using standard simulation methods. In this respect, the model has allowed to provide a possible explanation for possible mechanisms under which motor proteins could coordinate their motion.

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一种研究由分子马达组成的货物运输的精确方法。
背景:细胞内转运在许多细胞过程中是至关重要的,其中大部分货物是由马达蛋白通过微管网络转移的。运输机制的故障是许多疾病的基础。研究运动蛋白如何协调微管上共享货物的转移的现有方法要么是分析的,要么是基于蒙特卡罗模拟的。产生分析结果的方法,虽然提供了对运输机制的独特见解,但做出了简化的假设,其中难以获得重要运输方式的详细特征。另一方面,基于蒙特卡罗的模拟可以包含传输机制的详细特征;然而,结果的质量取决于在获得结果时所使用的模拟运行的数量和质量。例如,在这里,很难模拟和研究可能引发运输异常的罕见事件。结果:本文提出了一种精确确定运动蛋白行为概率分布函数的半解析方法。该方法利用潜在的无限维马尔可夫模型的有限维投影,该模型保留了马尔可夫性质,并能够详细和精确地确定电机配置,从中可以推导出原始模型的传输特性的有意义的推论。结论:在这种新的概率方法下,对这些蛋白质的作用机制有了新的认识,提出了关于它们行为的假设,并推动了新实验的设计和实现。在准确性和效率方面提供的优势使检测马达蛋白动力学中的罕见事件成为可能,否则使用标准模拟方法可能无法检测到。在这方面,该模型可以为运动蛋白协调运动的可能机制提供可能的解释。
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BMC Biophysics
BMC Biophysics BIOPHYSICS-
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