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解析生长细胞中的内在和外在基因表达噪声。

Disentangling Intrinsic and Extrinsic Gene Expression Noise in Growing Cells.

机构信息

Center for Quantitative Biology and Peking-Tsinghua Center for Life Sciences, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China.

John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts 02138, USA.

出版信息

Phys Rev Lett. 2021 Feb 19;126(7):078101. doi: 10.1103/PhysRevLett.126.078101.

Abstract

Gene expression is a stochastic process. Despite the increase of protein numbers in growing cells, the protein concentrations are often found to be confined within small ranges throughout the cell cycle. Generally, the noise in protein concentration can be decomposed into an intrinsic and an extrinsic component, where the former vanishes for high expression levels. Considering the time trajectory of protein concentration as a random walker in the concentration space, an effective restoring force (with a corresponding "spring constant") must exist to prevent the divergence of concentration due to random fluctuations. In this work, we prove that the magnitude of the effective spring constant is directly related to the fraction of intrinsic noise in the total protein concentration noise. We show that one can infer the magnitude of intrinsic, extrinsic, and measurement noises of gene expression solely based on time-resolved data of protein concentration, without any a priori knowledge of the underlying gene expression dynamics. We apply this method to experimental data of single-cell bacterial gene expression. The results allow us to estimate the average copy numbers and the translation burst parameters of the studied proteins.

摘要

基因表达是一个随机过程。尽管在生长细胞中蛋白质数量增加,但在整个细胞周期中,蛋白质浓度通常被发现局限在小范围内。一般来说,蛋白质浓度的噪声可以分解为内在和外在成分,前者在高表达水平时消失。考虑到蛋白质浓度的时间轨迹作为浓度空间中的随机游动者,必须存在有效的恢复力(具有相应的“弹簧常数”)来防止由于随机波动导致的浓度发散。在这项工作中,我们证明了有效弹簧常数的大小与总蛋白质浓度噪声中内在噪声的分数直接相关。我们表明,仅基于蛋白质浓度的时变数据,无需任何潜在基因表达动力学的先验知识,就可以推断基因表达的内在、外在和测量噪声的大小。我们将该方法应用于单细胞细菌基因表达的实验数据。结果使我们能够估计所研究蛋白质的平均拷贝数和翻译突发参数。

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