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首页> 外文期刊>BMC Bioinformatics >Impact of explicit area scaling on kinetic models involving multiple compartments
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Impact of explicit area scaling on kinetic models involving multiple compartments

机译:显式面积扩大对涉及多个隔间的动力学模型的影响

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Computational modelling of cell biological processes is a frequently used technique to analyse the underlying mechanisms and to generally understand the behaviour of these processes in the context of a pathway, network or even the whole cell. The most common technique in this context is the usage of ordinary differential equations that describe the kinetics of the relevant processes in mechanistic detail. Here, it is usually assumed that the content of the cell is well-stirred and thus homogeneous - which is of course an over-simplification, but often worked in the past. However, many processes happen at membranes and thus not in 3D, but in 2D. The scaling of the rates of these processes poses a special problem, if volumes of compartments are changed. They will typically scale with an area, but not with the volume of the involved compartment. However, commonly, this is neglected when setting up models and/or volume scaling also sometimes automatically happens when using modelling software in the field. Here, we investigate generic as well as specific, realistic cases to find out, how strong the impact of the wrong scaling is for the outcome of simulations. We show that the importance of correct area scaling depends on the architecture of the reaction site and its changes upon volume alterations and it is hard to foresee, if it has a significant impact or not just by looking at the original model set-up. Moreover, scaled rates might exhibit more or less control over the behaviour of the system and therefore, accordingly, incorrect scaling will have more or less influence. Working with multi-compartment reactions requires a careful consideration of the correct scaling of the rates when changing the volumes of the involved compartments. The error following incorrect scaling - often done by scaling with the volume of the respective compartments can lead to significant aberrations of model behaviour.
机译:细胞生物过程的计算建模是一种常用的技术来分析潜在机制,并且通常了解在途径,网络甚至整个细胞的上下文中的这些过程的行为。在这种情况下,最常见的技术是使用普通微分方程描述机械细节中相关过程的动力学。这里,通常假设细胞的含量搅拌良好,因此均匀 - 当然是一种过度简化,但通常在过去工作。然而,许多过程发生在膜上,因此不在3D中,但在2D中。如果隔间的卷改变,这些过程的速率的缩放会产生特殊问题。它们通常会用一个区域扩展,但不是涉及舱室的体积。但是,通常,在建立模型和/或卷缩放时,在使用该字段中的建模软件时,也会忽略这一点。在这里,我们调查通用以及具体的,现实的案例来查明,错误的缩放的影响是如何实现模拟结果的影响。我们表明,正确的区域缩放的重要性取决于反应部位的架构及其在体积变更时的变化,如果它具有显着影响,并且不仅仅是通过查看原始模型设置而产生重大影响。此外,缩放的速率可能呈现更多或更少控制系统的行为,因此,相应地,不正确的缩放将更多或更少的影响。使用多隔间反应,需要仔细考虑在更改所涉及的隔间的卷时进行速率的正确缩放。缩放不正确的错误 - 通常通过缩放与各个隔室的音量来完成的,这可能导致模型行为的显着像差。

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