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Genetic vehicle comprising majority of lowly expressed genes guides cell fate decision

机译:包含大多数低表达基因的遗传载体指导细胞命运的决定

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摘要

Cells remarkably take a specific differentiation path among the multiple possibilities that can arise through the multi-dimensional regulation of genome activities. Such deterministic processes suggest the existence of cellular attractors. However, the origins and drivers of the attractors still remain elusive. Here we analyzed the temporal neutrophil differentiation microarray data for two different stimuli, dimethyl sulfoxide (DMSO) and all-trans-retinoic acid (atRA), and expressed their collective dynamics by temporal Pearson correlation and mutual information coordinates. We constructed ensemble of the genes which showed reduction of correlation fluctuations following the inverse square root law. Evaluating their temporal probability density distributions resulted in the emergence of distinct high density localizations from non-localized low density spread distributions, forming attractor cores for both atRA and DMSO. These attractor cores overlapped, pointing to the existence of a neutrophil cell fate attractor. Notably, we found the localizations of correlation distributions for the majority of lowly expressed genes (LEGs) ensembles overlapped with the whole genome attractor cores, while the remaining genomes’ localizations did not overlap. Therefore, we postulate the existence of genetic vehicle, made up mainly of LEGs, for the guidance of cell fate.
机译:在通过基因组活动的多维调节而可能出现的多种可能性中,细胞显着地采取了特定的分化途径。这种确定性过程表明细胞吸引子的存在。但是,吸引子的起源和驱动因素仍然难以捉摸。在这里,我们分析了两种不同刺激的二甲基亚砜(DMSO)和全反式维甲酸(atRA)的时间中性粒细胞分化微阵列数据,并通过时间Pearson相关性和互信息坐标表示了它们的集体动力学。我们构建了根据反平方根定律显示出相关波动减少的基因的集合。对它们的时间概率密度分布进行评估导致出现了与非局部低密度扩散分布不同的高密度局部化现象,从而形成了atRA和DMSO的吸引子核心。这些吸引子核心重叠,表明存在中性粒细胞命运吸引子。值得注意的是,我们发现大多数低表达基因(LEG)集合的相关分布的定位与整个基因组吸引子核心重叠,而其余的基因组定位则不重叠。因此,我们推测存在主要由LEG组成的遗传载体,以指导细胞命运。

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