Integrating Phosphorylation Network with Transcriptional Network Reveals Novel Functional Relationships

被引:48
作者
Wang, Lin [1 ]
Hou, Lin [2 ]
Qian, Minping [1 ,2 ]
Deng, Minghua [1 ,2 ,3 ]
机构
[1] Peking Univ, Ctr Theoret Biol, Beijing 100871, Peoples R China
[2] Peking Univ, Sch Math Sci, Key Lab Math & Appl Math, Beijing 100871, Peoples R China
[3] Peking Univ, Ctr Stat Sci, Beijing 100871, Peoples R China
来源
PLOS ONE | 2012年 / 7卷 / 03期
基金
中国国家自然科学基金;
关键词
SACCHAROMYCES-CEREVISIAE; REGULATORY ASSOCIATIONS; SIGNAL-TRANSDUCTION; PROTEIN-KINASE; PATHWAY; KSS1; STRESS; MAPK; TOOL;
D O I
10.1371/journal.pone.0033160
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Phosphorylation and transcriptional regulation events are critical for cells to transmit and respond to signals. In spite of its importance, systems-level strategies that couple these two networks have yet to be presented. Here we introduce a novel approach that integrates the physical and functional aspects of phosphorylation network together with the transcription network in S. cerevisiae, and demonstrate that different network motifs are involved in these networks, which should be considered in interpreting and integrating large scale datasets. Based on this understanding, we introduce a HeRS score (hetero-regulatory similarity score) to systematically characterize the functional relevance of kinase/phosphatase involvement with transcription factor, and present an algorithm that predicts hetero-regulatory modules. When extended to signaling network, this approach confirmed the structure and cross talk of MAPK pathways, inferred a novel functional transcription factor Sok2 in high osmolarity glycerol pathway, and explained the mechanism of reduced mating efficiency upon Fus3 deletion. This strategy is applicable to other organisms as large-scale datasets become available, providing a means to identify the functional relationships between kinases/phosphatases and transcription factors.
引用
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页数:11
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