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通路动力学可以描绘基因表达中转录噪声的来源。

Pathway dynamics can delineate the sources of transcriptional noise in gene expression.

机构信息

School of BioSciences, University of Melbourne, Melbourne, Australia.

Department of Mathematics and Statistics, La Trobe University, Melbourne, Australia.

出版信息

Elife. 2021 Oct 12;10:e69324. doi: 10.7554/eLife.69324.

Abstract

Single-cell expression profiling opens up new vistas on cellular processes. Extensive cell-to-cell variability at the transcriptomic and proteomic level has been one of the stand-out observations. Because most experimental analyses are destructive we only have access to snapshot data of cellular states. This loss of temporal information presents significant challenges for inferring dynamics, as well as causes of cell-to-cell variability. In particular, we typically cannot separate dynamic variability from within cells ('intrinsic noise') from variability across the population ('extrinsic noise'). Here, we make this non-identifiability mathematically precise, allowing us to identify new experimental set-ups that can assist in resolving this non-identifiability. We show that multiple generic reporters from the same biochemical pathways (e.g. mRNA and protein) can infer magnitudes of intrinsic and extrinsic transcriptional noise, identifying sources of heterogeneity. Stochastic simulations support our theory, and demonstrate that 'pathway-reporters' compare favourably to the well-known, but often difficult to implement, dual-reporter method.

摘要

单细胞表达谱分析为细胞过程开辟了新的视野。在转录组和蛋白质组水平上广泛存在的细胞间变异性是一个突出的观察结果。由于大多数实验分析都是破坏性的,我们只能获得细胞状态的静态数据。这种时间信息的缺失给推断动力学以及细胞间变异性的原因带来了重大挑战。特别是,我们通常无法将细胞内的动态变异性(“固有噪声”)与整个群体的变异性(“外在噪声”)区分开来。在这里,我们使这种不可识别性在数学上更加精确,使我们能够确定新的实验方案,以帮助解决这种不可识别性。我们表明,来自相同生化途径的多个通用报告器(例如 mRNA 和蛋白质)可以推断固有和外在转录噪声的幅度,从而确定异质性的来源。随机模拟支持我们的理论,并表明“途径报告器”与著名但通常难以实施的双报告器方法相比具有优势。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7499/8608387/8b403af2df7c/elife-69324-fig1.jpg

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