人类蛋白质组的高阶模块化调节。

IF 8.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY
Georg Kustatscher, Martina Hödl, Edward Rullmann, Piotr Grabowski, Emmanuel Fiagbedzi, Anja Groth, Juri Rappsilber
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引用次数: 2

摘要

操纵子是允许细菌通过协调表达相关基因集来适应环境变化的转录模块。在人类中,生物途径及其调控更为复杂。人类细胞是否以及如何协调整个生物过程的表达尚不清楚。在这里,我们通过对蛋白质组学数据的监督机器学习,捕获了31个高阶共调节模块,我们称之为原子。前体由数十到数百种蛋白质组成,它们共同介导核心细胞功能。它们并不局限于物理交互或共同定位。原基因丰度的变化主要控制在蛋白质合成和降解水平。作为一个web应用程序在www.proteomehd.net/progulonFinder上实现,我们的方法可以有针对性地搜索特定细胞过程的原核。我们用它来鉴定DNA复制原子,并揭示了多个新的复制因子,通过广泛的sirna诱导的敲低表型验证。前驱龙为了解生物过程的分子机制提供了一个新的切入点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Higher-order modular regulation of the human proteome.

Higher-order modular regulation of the human proteome.

Higher-order modular regulation of the human proteome.

Higher-order modular regulation of the human proteome.

Operons are transcriptional modules that allow bacteria to adapt to environmental changes by coordinately expressing the relevant set of genes. In humans, biological pathways and their regulation are more complex. If and how human cells coordinate the expression of entire biological processes is unclear. Here, we capture 31 higher-order co-regulation modules, which we term progulons, by help of supervised machine-learning on proteomics data. Progulons consist of dozens to hundreds of proteins that together mediate core cellular functions. They are not restricted to physical interactions or co-localisation. Progulon abundance changes are primarily controlled at the level of protein synthesis and degradation. Implemented as a web app at www.proteomehd.net/progulonFinder, our approach enables the targeted search for progulons of specific cellular processes. We use it to identify a DNA replication progulon and reveal multiple new replication factors, validated by extensive phenotyping of siRNA-induced knockdowns. Progulons provide a new entry point into the molecular understanding of biological processes.

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来源期刊
Molecular Systems Biology
Molecular Systems Biology 生物-生化与分子生物学
CiteScore
18.50
自引率
1.00%
发文量
62
审稿时长
6-12 weeks
期刊介绍: Systems biology is a field that aims to understand complex biological systems by studying their components and how they interact. It is an integrative discipline that seeks to explain the properties and behavior of these systems. Molecular Systems Biology is a scholarly journal that publishes top-notch research in the areas of systems biology, synthetic biology, and systems medicine. It is an open access journal, meaning that its content is freely available to readers, and it is peer-reviewed to ensure the quality of the published work.
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