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Comparative Autoregressive Moving Average Analysis of Kinetochore Microtubule Dynamics in Yeast

机译:酵母动粒微管动力学的比较自回归移动平均分析

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摘要

To elucidate the regulation of kinetochore microtubules (kMTs) by kinetochore proteins in Saccharomyces cerevisiae, we need tools to characterize and compare stochastic kMT dynamics. Here we show that autoregressive moving average (ARMA) models, combined with a statistical framework for testing the significance of differences between ARMA model parameters, provide a sensitive method for identifying the subtle changes in kMT dynamics associated with kinetochore protein mutations. Applying ARMA analysis to G1 kMT dynamics, we found that 1), kMT dynamics in the kinetochore protein mutants okp1-5 and kip3Δ are different from those in wild-type, demonstrating the regulation of kMTs by kinetochore proteins; 2), the kinase Ipl1p regulates kMT dynamics also in G1; and 3), the mutant dam1-1 exhibits three different phenotypes, indicating the central role of Dam1p in maintaining the attachment of kMTs and regulating their dynamics. We also confirmed that kMT dynamics vary with temperature, and are most likely differentially regulated at 37°C. Therefore, when elucidating the role of a protein in kMT regulation using a temperature-sensitive mutant, dynamics in the mutant at its nonpermissive temperature must be compared to those in wild-type at the same temperature, not to those in the mutant at its permissive temperature.
机译:为了阐明酿酒酵母中动线粒蛋白对动线粒微管(kMT)的调控,我们需要工具来表征和比较随机的kMT动态。在这里,我们展示了自回归移动平均(ARMA)模型,结合用于测试ARMA模型参数之间差异显着性的统计框架,提供了一种灵敏的方法来识别与动线粒体蛋白突变相关的kMT动态的细微变化。将ARMA分析应用于G1 kMT动力学,我们发现:1)线粒体蛋白突变体okp1-5和kip3Δ中的kMT动力学与野生型中的不同,证明了线粒体蛋白对kMT的调节; 2),激酶Ipl1p也在G1中调节kMT动态;和3),突变dam1-1表现出三种不同的表型,表明Dam1p在维持kMT的附着和调节其动力学方面的核心作用。我们还证实,kMT动态随温度变化,并且很可能在37°C时受到不同的调节。因此,当阐明使用温度敏感突变体的蛋白质在kMT调节中的作用时,必须将突变体在其非许可温度下的动力学与野生型在相同温度下的动力学进行比较,而不是与突变体在其许可温度下的动力学进行比较。温度。

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