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Oscillatory signatures underlie growth regimes in Arabidopsis pollen tubes: computational methods to estimate tip location periodicity and synchronization in growing cells

机译:拟南芥花粉管中的生长机制是振荡信号的基础:估算生长中细胞尖端位置周期性和同步性的计算方法

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摘要

Oscillations in pollen tubes have been reported for many cellular processes, including growth, extracellular ion fluxes, and cytosolic ion concentrations. However, there is a shortage of quantitative methods to measure and characterize the different dynamic regimes observed. Herein, a suite of open-source computational methods and original algorithms were integrated into an automated analysis pipeline that we employed to characterize specific oscillatory signatures in pollen tubes of Arabidopsis thaliana (Col-0). Importantly, it enabled us to detect and quantify a Ca2+ spiking behaviour upon growth arrest and synchronized oscillations involving growth, extracellular H+ fluxes, and cytosolic Ca2+, providing the basis for novel hypotheses. Our computational approach includes a new tip detection method with subpixel resolution using linear regression, showing improved ability to detect oscillations when compared to currently available methods. We named this data analysis pipeline ‘Computational Heuristics for Understanding Kymographs and aNalysis of Oscillations Relying on Regression and Improved Statistics’, or CHUKNORRIS. It can integrate diverse data types (imaging, electrophysiology), extract quantitative and time-explicit estimates of oscillatory characteristics from isolated time series (period and amplitude) or pairs (phase relationships and delays), and evaluate their synchronization state. Here, its performance is tested with ratiometric and single channel kymographs, ion flux data, and growth rate analysis.
机译:已经报道了许多细胞过程中花粉管中的振荡,包括生长,细胞外离子通量和胞质离子浓度。但是,缺乏定量方法来测量和表征观察到的不同动态范围。在这里,一套开源的计算方法和原始算法被集成到一个自动分析管道中,我们用来表征拟南芥(Col-0)花粉管中的特定振荡信号。重要的是,它使我们能够在生长停滞和涉及生长,细胞外H + 通量和胞质Ca 2的同步振荡时检测并量化Ca 2 + 尖峰行为。 + ,为新颖的假设提供基础。我们的计算方法包括一种新的尖端检测方法,该方法具有使用线性回归的亚像素分辨率,与当前可用的方法相比,显示出增强的检测振动的能力。我们将此数据分析管道命名为“基于计算的启发式算法,以了解测速器和对依赖于回归和改进统计的振荡进行分析”,或CHUKNORRIS。它可以集成各种数据类型(成像,电生理学),从孤立的时间序列(周期和幅度)或对(相位关系和延迟)中提取定量和时间明确的振荡特征估计,并评估它们的同步状态。在这里,它的性能通过比率和单通道运动记录仪,离子通量数据和增长率分析进行了测试。

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