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The next-generation sequencing—chess problem

机译:下一代测序 — 国际象棋问题

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摘要

The development of next-generation sequencing (NGS) technologies paved the way for studying the spatiotemporal coordination of cellular processes along the genome. However, data sets are commonly limited to a few time points, and missing information needs to be interpolated. Most models assume that the studied dynamics are similar between individual cells, so that a homogeneous cell culture can be represented by a population-wide average. Here, we demonstrate that this understanding can be inappropriate. We developed a thought experiment—which we call the NGS chess problem—in which we compare the temporal sequencing data analysis to observing a superimposed picture of many independent games of chess at a time. The analysis of the spatiotemporal kinetics advocates for a new methodology that considers DNA-particle interactions in each cell independently even for a homogeneous cell population.
机译:新一代测序 (NGS) 技术的发展为研究基因组中细胞过程的时空协调铺平了道路。但是,数据集通常仅限于几个时间点,并且需要对缺失的信息进行插值。大多数模型假设单个细胞之间研究的动力学相似,因此均匀的细胞培养物可以用整个细胞群的平均值来表示。在这里,我们证明了这种理解可能是不合适的。我们开发了一个思想实验,我们称之为 NGS 国际象棋问题,在该实验中,我们将时间排序数据分析与同时观察许多独立国际象棋游戏的叠加图片进行比较。时空动力学分析提倡一种新方法,该方法独立考虑每个细胞中的 DNA-粒子相互作用,即使对于同质细胞群也是如此。

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