Toward rationally redesigning bacterial two-component signaling systems using coevolutionary information

被引:98
作者
Cheng, Ryan R. [1 ]
Morcos, Faruck [1 ]
Levine, Herbert [1 ,2 ]
Onuchic, Jose N. [1 ,3 ]
机构
[1] Rice Univ, Ctr Theoret Biol Phys, Houston, TX 77005 USA
[2] Rice Univ, Dept Bioengn, Houston, TX 77005 USA
[3] Rice Univ, Dept Phys & Astron, Houston, TX 77005 USA
基金
美国国家科学基金会;
关键词
statistical inference; signal transduction; information theory; covariation; protein recognition; PROTEIN-PROTEIN INTERACTIONS; DIRECT RESIDUE CONTACTS; RESPONSE REGULATOR; MOLECULAR RECOGNITION; BACILLUS-SUBTILIS; HISTIDINE KINASE; SEQUENCE; SPECIFICITY; TRANSDUCTION; PREDICTION;
D O I
10.1073/pnas.1323734111
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
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
A challenge in molecular biology is to distinguish the key subset of residues that allow two-component signaling (TCS) proteins to recognize their correct signaling partner such that they can transiently bind and transfer signal, i.e., phosphoryl group. Detailed knowledge of this information would allow one to search sequence space formutations that can be used to systematically tune the signal transmission between TCS partners as well as potentially encode a TCS protein to preferentially transfer signals to a nonpartner. Motivated by the notion that this detailed information is found in sequence data, we explore the sequence coevolution between signaling partners to better understand how mutations can positively or negatively alter their ability to transfer signal. Using direct coupling analysis for determining evolutionarily conserved protein-protein interactions, we apply a metric called the direct information score to quantify mutational changes in the interaction between TCS proteins and demonstrate that it accurately correlates with experimental mutagenesis studies probing the mutational change in measured in vitro phosphotransfer. Furthermore, by subtracting from our metric an appropriate null model corresponding to generic, conserved features in TCS signaling pairs, we can isolate the determinants that give rise to interaction specificity and recognition, which are variable among different TCS partners. Our methodology forms a potential framework for the rational design of TCS systems by allowing one to quickly search sequence space for mutations or even entirely new sequences that can increase or decrease our metric, as a proxy for increasing or decreasing phosphotransfer ability between TCS proteins.
引用
收藏
页码:E563 / E571
页数:9
相关论文
共 64 条
[1]
Structural plasticity and catalysis regulation of a thermosensor histidine kinase [J].
Albanesi, Daniela ;
Martin, Mariana ;
Trajtenberg, Felipe ;
Mansilla, Maria C. ;
Haouz, Ahmed ;
Alzari, Pedro M. ;
de Mendoza, Diego ;
Buschiazzo, Alejandro .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (38) :16185-16190
[2]
Update on activities at the Universal Protein Resource (UniProt) in 2013 [J].
Apweiler, Rolf ;
Martin, Maria Jesus ;
O'Donovan, Claire ;
Magrane, Michele ;
Alam-Faruque, Yasmin ;
Alpi, Emanuela ;
Antunes, Ricardo ;
Arganiska, Joanna ;
Casanova, Elisabet Barrera ;
Bely, Benoit ;
Bingley, Mark ;
Bonilla, Carlos ;
Britto, Ramona ;
Bursteinas, Borisas ;
Chan, Wei Mun ;
Chavali, Gayatri ;
Cibrian-Uhalte, Elena ;
Da Silva, Alan ;
De Giorgi, Maurizio ;
Dimmer, Emily ;
Fazzini, Francesco ;
Gane, Paul ;
Fedotov, Alexander ;
Castro, Leyla Garcia ;
Garmiri, Penelope ;
Hatton-Ellis, Emma ;
Hieta, Reija ;
Huntley, Rachael ;
Jacobsen, Julius ;
Jones, Rachel ;
Legge, Duncan ;
Liu, Wudong ;
Luo, Jie ;
MacDougall, Alistair ;
Mutowo, Prudence ;
Nightingale, Andrew ;
Orchard, Sandra ;
Patient, Samuel ;
Pichler, Klemens ;
Poggioli, Diego ;
Pundir, Sangya ;
Pureza, Luis ;
Qi, Guoying ;
Rosanoff, Steven ;
Sawford, Tony ;
Sehra, Harminder ;
Turner, Edward ;
Volynkin, Vladimir ;
Wardell, Tony ;
Watkins, Xavier .
NUCLEIC ACIDS RESEARCH, 2013, 41 (D1) :D43-D47
[3]
Bateman A, 2004, NUCLEIC ACIDS RES, V32, pD138, DOI [10.1093/nar/gkp985, 10.1093/nar/gkh121, 10.1093/nar/gkr1065]
[4]
Long range dynamic effects of point-mutations trap a response regulator in an active conformation [J].
Bobay, Benjamin G. ;
Thompson, Richele J. ;
Hoch, James A. ;
Cavanagh, John .
FEBS LETTERS, 2010, 584 (19) :4203-4207
[5]
INITIATION OF SPORULATION IN BACILLUS-SUBTILIS IS CONTROLLED BY A MULTICOMPONENT PHOSPHORELAY [J].
BURBULYS, D ;
TRACH, KA ;
HOCH, JA .
CELL, 1991, 64 (03) :545-552
[6]
Accurate prediction of protein-protein interactions from sequence alignments using a Bayesian method [J].
Burger, Lukas ;
van Nimwegen, Erik .
MOLECULAR SYSTEMS BIOLOGY, 2008, 4 (1)
[7]
Systematic Dissection and Trajectory-Scanning Mutagenesis of the Molecular Interface That Ensures Specificity of Two-Component Signaling Pathways [J].
Capra, Emily J. ;
Perchuk, Barrett S. ;
Lubin, Emma A. ;
Ashenberg, Orr ;
Skerker, Jeffrey M. ;
Laub, Michael T. .
PLOS GENETICS, 2010, 6 (11)
[8]
The mechanism of signal transduction by two-component systems [J].
Casino, Patricia ;
Rubio, Vicente ;
Marina, Alberto .
CURRENT OPINION IN STRUCTURAL BIOLOGY, 2010, 20 (06) :763-771
[9]
Structural Insight into Partner Specificity and Phosphoryl Transfer in Two-Component Signal Transduction [J].
Casino, Patricia ;
Rubio, Vicente ;
Marina, Alberto .
CELL, 2009, 139 (02) :325-336
[10]
Structural basis of histidine kinase autophosphorylation deduced by integrating genomics, molecular dynamics, and mutagenesis [J].
Dago, Angel E. ;
Schug, Alexander ;
Procaccini, Andrea ;
Hoch, James A. ;
Weigt, Martin ;
Szurmant, Hendrik .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (26) :E1733-E1742