Poudel Saugat, Tsunemoto Hannah, Seif Yara, Sastry Anand V, Szubin Richard, Xu Sibei, Machado Henrique, Olson Connor A, Anand Amitesh, Pogliano Joe, Nizet Victor, Palsson Bernhard O
Department of Bioengineering, University of California San Diego, La Jolla, CA 92093.
Department of Biology, University of California San Diego, La Jolla, CA 92093.
Proc Natl Acad Sci U S A. 2020 Jul 21;117(29):17228-17239. doi: 10.1073/pnas.2008413117. Epub 2020 Jul 2.
The ability of to infect many different tissue sites is enabled, in part, by its transcriptional regulatory network (TRN) that coordinates its gene expression to respond to different environments. We elucidated the organization and activity of this TRN by applying independent component analysis to a compendium of 108 RNA-sequencing expression profiles from two clinical strains (TCH1516 and LAC). ICA decomposed the transcriptome into 29 independently modulated sets of genes (i-modulons) that revealed: 1) High confidence associations between 21 i-modulons and known regulators; 2) an association between an i-modulon and σS, whose regulatory role was previously undefined; 3) the regulatory organization of 65 virulence factors in the form of three i-modulons associated with AgrR, SaeR, and Vim-3; 4) the roles of three key transcription factors (CodY, Fur, and CcpA) in coordinating the metabolic and regulatory networks; and 5) a low-dimensional representation, involving the function of few transcription factors of changes in gene expression between two laboratory media (RPMI, cation adjust Mueller Hinton broth) and two physiological media (blood and serum). This representation of the TRN covers 842 genes representing 76% of the variance in gene expression that provides a quantitative reconstruction of transcriptional modules in , and a platform enabling its full elucidation.
感染多种不同组织部位的能力部分归因于其转录调控网络(TRN),该网络协调基因表达以响应不同环境。我们通过对来自两个临床菌株(TCH1516和LAC)的108个RNA测序表达谱的汇编应用独立成分分析,阐明了该TRN的组织和活性。独立成分分析将转录组分解为29个独立调节的基因集(i-模块),揭示了:1)21个i-模块与已知调节因子之间的高度可信关联;2)一个i-模块与σS之间的关联,其调节作用以前未明确;3)65个毒力因子的调节组织,形式为与AgrR、SaeR和Vim-3相关的三个i-模块;4)三个关键转录因子(CodY、Fur和CcpA)在协调代谢和调节网络中的作用;5)一种低维表示,涉及在两种实验室培养基(RPMI、阳离子调整的穆勒-欣顿肉汤)和两种生理培养基(血液和血清)之间基因表达变化的少数转录因子的功能。这种TRN表示涵盖842个基因,占基因表达方差的76%,提供了转录模块的定量重建,并为全面阐明其功能提供了一个平台。