Wellcome Centre for Cell Biology, University of Edinburgh, Edinburgh, UK.
Biotech Research and Innovation Centre (BRIC), Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
Mol Syst Biol. 2023 May 9;19(5):e9503. doi: 10.15252/msb.20209503. Epub 2023 Mar 9.
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.
操纵子是转录模块,使细菌能够通过协调表达相关的一组基因来适应环境变化。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进行有监督的机器学习,捕获了 31 个更高阶的共同调控模块,我们称之为 progulons。progulons 由数十到数百种蛋白质组成,这些蛋白质共同介导核心细胞功能。它们不仅限于物理相互作用或共定位。progulon 丰度的变化主要受蛋白质合成和降解水平的控制。该方法作为一个网络应用程序在 www.proteomehd.net/progulonFinder 上实现,我们可以针对特定细胞过程的 progulons 进行有针对性的搜索。我们使用它来识别一个 DNA 复制 progulon,并揭示多个新的复制因子,这些因子通过广泛的 siRNA 诱导敲低的表型验证。progulons 为深入了解生物过程提供了一个新的切入点。