Center for Microbial Biotechnology, DTU Systems Biology, Technical University of Denmark, DK-2800 Kongens Lyngby, Denmark.
G3 (Bethesda). 2013 Nov 6;3(11):1979-95. doi: 10.1534/g3.113.006601.
Lipids play a central role in cellular function as constituents of membranes, as signaling molecules, and as storage materials. Although much is known about the role of lipids in regulating specific steps of metabolism, comprehensive studies integrating genome-wide expression data, metabolite levels, and lipid levels are currently lacking. Here, we map condition-dependent regulation controlling lipid metabolism in Saccharomyces cerevisiae by measuring 5636 mRNAs, 50 metabolites, 97 lipids, and 57 (13)C-reaction fluxes in yeast using a three-factor full-factorial design. Correlation analysis across eight environmental conditions revealed 2279 gene expression level-metabolite/lipid relationships that characterize the extent of transcriptional regulation in lipid metabolism relative to major metabolic hubs within the cell. To query this network, we developed integrative methods for correlation of multi-omics datasets that elucidate global regulatory signatures. Our data highlight many characterized regulators of lipid metabolism and reveal that sterols are regulated more at the transcriptional level than are amino acids. Beyond providing insights into the systems-level organization of lipid metabolism, we anticipate that our dataset and approach can join an emerging number of studies to be widely used for interrogating cellular systems through the combination of mathematical modeling and experimental biology.
脂质在细胞功能中起着核心作用,作为膜的组成部分、信号分子和储存材料。尽管人们对脂质在调节代谢特定步骤中的作用有了很多了解,但目前还缺乏综合基因组表达数据、代谢物水平和脂质水平的全面研究。在这里,我们通过使用三因子完全因子设计测量了 5636 个 mRNA、50 种代谢物、97 种脂质和 57 种(13)C 反应通量,在酵母中绘制了条件依赖性调节控制脂质代谢的图谱。在 8 种环境条件下的相关性分析揭示了 2279 个基因表达水平-代谢物/脂质关系,这些关系描述了转录对脂质代谢相对于细胞内主要代谢枢纽的调节程度。为了查询这个网络,我们开发了用于多组学数据集相关性的综合方法,这些方法阐明了全局调控特征。我们的数据突出了许多特征明确的脂质代谢调节剂,并揭示了甾醇的转录调节程度高于氨基酸。除了深入了解脂质代谢的系统水平组织之外,我们还期望我们的数据集和方法可以加入越来越多的研究,通过数学建模和实验生物学的结合,广泛用于研究细胞系统。