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通过表达微阵列数据的小波分解揭示酵母细胞周期的动态结构

Dynamic architecture of the yeast cell cycle uncovered by wavelet decomposition of expression microarray data.

作者信息

Klevecz R R

机构信息

Dynamics Group, Department of Biology, Beckman Research Institute of the City of Hope, 1450 East Duarte Road, Duarte, CA 91010, USA.

出版信息

Funct Integr Genomics. 2000 Nov;1(3):186-92. doi: 10.1007/s101420000027.

Abstract

Wavelet analysis has been applied to yeast cell cycle expression microchip data to reveal large-scale temporal structures and ubiquitous oscillations in mRNA levels. Discrete intervals in time within the cell cycle when expression levels changed were visualized as contour maps in which points of transition in gene expression among all 6178 genes were plotted as a function of cell cycle time. Time-frequency analysis using wavelet transforms supported the direct visualization and led to the conclusion that the predominant period is not the cell cycle but a higher frequency, 40 min, submultiple of the cycle. Each of the 6178 gene expression profiles was dissected by wavelet decomposition into all permitted frequencies from the Nyquist limit to roughly twice the cell cycle length. Transitions associated with maximum up- or down-regulation of mRNA levels appear as bands at circa 40-min intervals, half the length of the cycle, through two cell cycles. More than two thirds of the genes, including many of the cyclins, showed this half-cycle periodicity. Gene expression and events within the yeast cell cycle may be regulated by an attractor whose fundamental period is an emergent property of dynamic interactions within the yeast transcriptome.

摘要

小波分析已应用于酵母细胞周期表达微芯片数据,以揭示mRNA水平上的大规模时间结构和普遍存在的振荡。细胞周期中表达水平发生变化的离散时间间隔被可视化为等高线图,其中所有6178个基因的基因表达转变点被绘制为细胞周期时间的函数。使用小波变换的时频分析支持了这种直接可视化,并得出结论:主要周期不是细胞周期,而是更高频率的40分钟,即周期的约数。通过小波分解,将6178个基因表达谱中的每一个分解为从奈奎斯特极限到大约两倍细胞周期长度的所有允许频率。与mRNA水平最大上调或下调相关的转变表现为大约40分钟间隔的条带,即周期长度的一半,贯穿两个细胞周期。超过三分之二的基因,包括许多细胞周期蛋白,都表现出这种半周期周期性。酵母细胞周期内的基因表达和事件可能受一个吸引子调控,其基本周期是酵母转录组内动态相互作用的一种涌现特性。

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