University of Würzburg, Department of Bioinformatics, Biocenter/Am Hubland 97074, Würzburg, Germany.
Septomics Research Center, Friedrich Schiller University and Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Jena, Germany.
Front Cell Infect Microbiol. 2023 Apr 3;13:1108235. doi: 10.3389/fcimb.2023.1108235. eCollection 2023.
Fungal infections are a major global health burden where is among the most common fungal pathogen in humans and is a common cause of invasive candidiasis. Fungal phenotypes, such as those related to morphology, proliferation and virulence are mainly driven by gene expression, which is primarily regulated by kinase signaling cascades. Serine-arginine (SR) protein kinases are highly conserved among eukaryotes and are involved in major transcriptional processes in human and . harbors two SR protein kinases, while Sky2 is important for metabolic adaptation, Sky1 has similar functions as in . To investigate the role of these SR kinases for the regulation of transcriptional responses in , we performed RNA sequencing of Δ and Δ and integrated a comprehensive phosphoproteome dataset of these mutants. Using a Systems Biology approach, we study transcriptional regulation in the context of kinase signaling networks. Transcriptomic enrichment analysis indicates that pathways involved in the regulation of gene expression are downregulated and mitochondrial processes are upregulated in Δ. In Δ, primarily metabolic processes are affected, especially for arginine, and we observed that arginine-induced hyphae formation is impaired in Δ. In addition, our analysis identifies several transcription factors as potential drivers of the transcriptional response. Among these, a core set is shared between both kinase knockouts, but it appears to regulate different subsets of target genes. To elucidate these diverse regulatory patterns, we created network modules by integrating the data of site-specific protein phosphorylation and gene expression with kinase-substrate predictions and protein-protein interactions. These integrated signaling modules reveal shared parts but also highlight specific patterns characteristic for each kinase. Interestingly, the modules contain many proteins involved in fungal morphogenesis and stress response. Accordingly, experimental phenotyping shows a higher resistance to Hygromycin B for Δ. Thus, our study demonstrates that a combination of computational approaches with integration of experimental data can offer a new systems biological perspective on the complex network of signaling and transcription. With that, the investigation of the interface between signaling and transcriptional regulation in provides a deeper insight into how cellular mechanisms can shape the phenotype.
真菌感染是全球主要的健康负担之一,念珠菌属是人类最常见的真菌病原体之一,也是侵袭性念珠菌病的常见病因。真菌表型,如与形态、增殖和毒力相关的表型,主要由基因表达驱动,而基因表达主要受激酶信号级联调节。丝氨酸-精氨酸(SR)蛋白激酶在真核生物中高度保守,参与人和 的主要转录过程。 含有两种 SR 蛋白激酶,而 Sky2 对代谢适应很重要,Sky1 在 中的功能与 Sky1 相似。为了研究这些 SR 激酶在 中调节转录反应的作用,我们对Δ和Δ进行了 RNA 测序,并整合了这些突变体的综合磷酸化蛋白质组数据集。我们使用系统生物学方法,在激酶信号网络的背景下研究转录调控。转录组富集分析表明,参与基因表达调控的途径下调,Δ中的线粒体过程上调。在Δ中,主要是代谢过程受到影响,特别是精氨酸,我们观察到Δ中诱导的菌丝形成受损。此外,我们的分析确定了几个转录因子作为转录反应的潜在驱动因素。其中,核心集在两个激酶敲除中共享,但似乎调节不同的靶基因子集。为了阐明这些不同的调节模式,我们通过整合特定蛋白质磷酸化和基因表达数据与激酶-底物预测和蛋白质-蛋白质相互作用,创建了网络模块。这些整合的信号模块揭示了共享部分,但也突出了每个激酶特有的特定模式。有趣的是,这些模块包含许多参与真菌形态发生和应激反应的蛋白质。因此,实验表型显示Δ对 Hygromycin B 的抗性更高。因此,我们的研究表明,计算方法与实验数据的整合可以为信号和转录的复杂网络提供新的系统生物学视角。通过这种方式,对 中信号和转录调节之间的接口的研究提供了对细胞机制如何塑造表型的更深入了解。