Systems and Synthetic Biology Research Center, Korea Research Institute of Bioscience and Biotechnology, Yuseong, Daejeon 305-806, Korea.
Genome Biol. 2012 May 25;13(5):R37. doi: 10.1186/gb-2012-13-5-r37.
Elucidation of a genotype-phenotype relationship is critical to understand an organism at the whole-system level. Here, we demonstrate that comparative analyses of multi-omics data combined with a computational modeling approach provide a framework for elucidating the phenotypic characteristics of organisms whose genomes are sequenced.
We present a comprehensive analysis of genome-wide measurements incorporating multifaceted holistic data - genome, transcriptome, proteome, and phenome - to determine the differences between Escherichia coli B and K-12 strains. A genome-scale metabolic network of E. coli B was reconstructed and used to identify genetic bases of the phenotypes unique to B compared with K-12 through in silico complementation testing. This systems analysis revealed that E. coli B is well-suited for production of recombinant proteins due to a greater capacity for amino acid biosynthesis, fewer proteases, and lack of flagella. Furthermore, E. coli B has an additional type II secretion system and a different cell wall and outer membrane composition predicted to be more favorable for protein secretion. In contrast, E. coli K-12 showed a higher expression of heat shock genes and was less susceptible to certain stress conditions.
This integrative systems approach provides a high-resolution system-wide view and insights into why two closely related strains of E. coli, B and K-12, manifest distinct phenotypes. Therefore, systematic understanding of cellular physiology and metabolism of the strains is essential not only to determine culture conditions but also to design recombinant hosts.
阐明基因型-表型关系对于从整体系统水平理解生物体至关重要。在这里,我们证明了多组学数据的比较分析与计算建模方法的结合为阐明基因组测序生物体的表型特征提供了一个框架。
我们对包括基因组、转录组、蛋白质组和表型组在内的全基因组测量进行了全面分析,以确定大肠杆菌 B 和 K-12 菌株之间的差异。重建了大肠杆菌 B 的基因组规模代谢网络,并通过计算机模拟互补测试来确定 B 与 K-12 相比具有独特表型的遗传基础。该系统分析表明,由于具有更大的氨基酸生物合成能力、更少的蛋白酶和缺乏鞭毛,大肠杆菌 B 更适合生产重组蛋白。此外,大肠杆菌 B 具有额外的 II 型分泌系统和不同的细胞壁和外膜组成,预计更有利于蛋白质分泌。相比之下,大肠杆菌 K-12 表现出更高的热休克基因表达水平,并且对某些应激条件的敏感性较低。
这种综合系统方法提供了对为什么两种密切相关的大肠杆菌菌株 B 和 K-12 表现出不同表型的高分辨率系统级视图和深入了解。因此,对菌株的细胞生理学和代谢的系统理解不仅对于确定培养条件至关重要,而且对于设计重组宿主也至关重要。