Systems-Wide Prediction of Enzyme Promiscuity Reveals a New Underground Alternative Route for Pyridoxal 5’-Phosphate Production in E. coli
Abstract
Recent insights suggest that non-specific and/or promiscuous enzymes are common and active across life. Understanding the role of such enzymes is an important open question in biology. Here we develop a genome-wide method, PROPER, that uses a permissive PSIBLAST approach to predict promiscuous activities of metabolic genes. Enzyme promiscuity is typically studied experimentally using multicopy suppression, in which over-expression of a promiscuous ‘replacer’ gene rescues lethality caused by inactivation of a ‘target’ gene. We use PROPER to predict multicopy suppression in Escherichia coli, achieving highly significant overlap with published cases (hypergeometric p = 4.4e-13). We then validate three novel predicted target-replacer gene pairs in new multicopy suppression experiments. We next go beyond PROPER and develop a network-based approach, GEM-PROPER, that integrates PROPER with genome-scale metabolic modeling to predict promiscuous replacements via alternative metabolic pathways. GEM-PROPER predicts a new indirect replacer (thiG) for an essential enzyme (pdxB) in production of pyridoxal 5’-phosphate (the active form of Vitamin B6), which we validate experimentally via multicopy suppression. We perform a structural analysis of thiG to determine its potential promiscuous active site, which we validate experimentally by inactivating the pertaining residues and showing a loss of replacer activity. Thus, this study is a successfulmore »
- Authors:
-
- Tel Aviv Univ., Tel Aviv (Israel); Univ. of Maryland, College Park, MD (United States)
- Tel Aviv Univ., Tel Aviv (Israel)
- Univ. of Maryland, College Park, MD (United States)
- Argonne National Lab. (ANL), Argonne, IL (United States)
- Inst. for Research in Biomedicine (IRB), Barcelona (Spain)
- Univ. of Maryland, College Park, MD (United States). Maryland Pathogen Research Institute
- Publication Date:
- Research Org.:
- Argonne National Lab. (ANL), Argonne, IL (United States)
- Sponsoring Org.:
- USDOE; European Union (EU)
- OSTI Identifier:
- 1258643
- Alternate Identifier(s):
- OSTI ID: 1393162
- Grant/Contract Number:
- AC02-06CH11357
- Resource Type:
- Accepted Manuscript
- Journal Name:
- PLoS Computational Biology (Online)
- Additional Journal Information:
- Journal Name: PLoS Computational Biology (Online); Journal Volume: 12; Journal Issue: 1; Journal ID: ISSN 1553-7358
- Publisher:
- Public Library of Science
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 60 APPLIED LIFE SCIENCES
Citation Formats
Oberhardt, Matthew A., Zarecki, Raphy, Reshef, Leah, Xia, Fangfang, Duran-Frigola, Miquel, Schreiber, Rachel, Henry, Christopher S., Ben-Tal, Nir, Dwyer, Daniel J., Gophna, Uri, and Ruppin, Eytan. Systems-Wide Prediction of Enzyme Promiscuity Reveals a New Underground Alternative Route for Pyridoxal 5’-Phosphate Production in E. coli. United States: N. p., 2016.
Web. doi:10.1371/journal.pcbi.1004705.
Oberhardt, Matthew A., Zarecki, Raphy, Reshef, Leah, Xia, Fangfang, Duran-Frigola, Miquel, Schreiber, Rachel, Henry, Christopher S., Ben-Tal, Nir, Dwyer, Daniel J., Gophna, Uri, & Ruppin, Eytan. Systems-Wide Prediction of Enzyme Promiscuity Reveals a New Underground Alternative Route for Pyridoxal 5’-Phosphate Production in E. coli. United States. https://doi.org/10.1371/journal.pcbi.1004705
Oberhardt, Matthew A., Zarecki, Raphy, Reshef, Leah, Xia, Fangfang, Duran-Frigola, Miquel, Schreiber, Rachel, Henry, Christopher S., Ben-Tal, Nir, Dwyer, Daniel J., Gophna, Uri, and Ruppin, Eytan. Thu .
"Systems-Wide Prediction of Enzyme Promiscuity Reveals a New Underground Alternative Route for Pyridoxal 5’-Phosphate Production in E. coli". United States. https://doi.org/10.1371/journal.pcbi.1004705. https://www.osti.gov/servlets/purl/1258643.
@article{osti_1258643,
title = {Systems-Wide Prediction of Enzyme Promiscuity Reveals a New Underground Alternative Route for Pyridoxal 5’-Phosphate Production in E. coli},
author = {Oberhardt, Matthew A. and Zarecki, Raphy and Reshef, Leah and Xia, Fangfang and Duran-Frigola, Miquel and Schreiber, Rachel and Henry, Christopher S. and Ben-Tal, Nir and Dwyer, Daniel J. and Gophna, Uri and Ruppin, Eytan},
abstractNote = {Recent insights suggest that non-specific and/or promiscuous enzymes are common and active across life. Understanding the role of such enzymes is an important open question in biology. Here we develop a genome-wide method, PROPER, that uses a permissive PSIBLAST approach to predict promiscuous activities of metabolic genes. Enzyme promiscuity is typically studied experimentally using multicopy suppression, in which over-expression of a promiscuous ‘replacer’ gene rescues lethality caused by inactivation of a ‘target’ gene. We use PROPER to predict multicopy suppression in Escherichia coli, achieving highly significant overlap with published cases (hypergeometric p = 4.4e-13). We then validate three novel predicted target-replacer gene pairs in new multicopy suppression experiments. We next go beyond PROPER and develop a network-based approach, GEM-PROPER, that integrates PROPER with genome-scale metabolic modeling to predict promiscuous replacements via alternative metabolic pathways. GEM-PROPER predicts a new indirect replacer (thiG) for an essential enzyme (pdxB) in production of pyridoxal 5’-phosphate (the active form of Vitamin B6), which we validate experimentally via multicopy suppression. We perform a structural analysis of thiG to determine its potential promiscuous active site, which we validate experimentally by inactivating the pertaining residues and showing a loss of replacer activity. Thus, this study is a successful example where a computational investigation leads to a network-based identification of an indirect promiscuous replacement of a key metabolic enzyme, which would have been extremely difficult to identify directly.},
doi = {10.1371/journal.pcbi.1004705},
journal = {PLoS Computational Biology (Online)},
number = 1,
volume = 12,
place = {United States},
year = {2016},
month = {1}
}
Web of Science
Works referenced in this record:
Glycerol Dehydrogenase Plays a Dual Role in Glycerol Metabolism and 2,3-Butanediol Formation in Klebsiella pneumoniae
journal, January 2014
- Wang, Yu; Tao, Fei; Xu, Ping
- Journal of Biological Chemistry, Vol. 289, Issue 9
The 'evolvability' of promiscuous protein functions
journal, November 2004
- Aharoni, Amir; Gaidukov, Leonid; Khersonsky, Olga
- Nature Genetics, Vol. 37, Issue 1
Artificial gene amplification reveals an abundance of promiscuous resistance determinants in Escherichia coli
journal, December 2010
- Soo, V. W. C.; Hanson-Manful, P.; Patrick, W. M.
- Proceedings of the National Academy of Sciences, Vol. 108, Issue 4
Three serendipitous pathways in E. coli can bypass a block in pyridoxal‐5′‐phosphate synthesis
journal, January 2010
- Kim, Juhan; Kershner, Jamie P.; Novikov, Yehor
- Molecular Systems Biology, Vol. 6, Issue 1
Identification of promiscuous ene-reductase activity by mining structural databases using active site constellations
journal, June 2014
- Steinkellner, Georg; Gruber, Christian C.; Pavkov-Keller, Tea
- Nature Communications, Vol. 5, Issue 1
A Measure of the Promiscuity of Proteins and Characteristics of Residues in the Vicinity of the Catalytic Site That Regulate Promiscuity
journal, February 2012
- Chakraborty, Sandeep; Rao, Basuthkar J.
- PLoS ONE, Vol. 7, Issue 2
Molecular signatures-based prediction of enzyme promiscuity
journal, June 2010
- Carbonell, Pablo; Faulon, Jean-Loup
- Bioinformatics, Vol. 26, Issue 16
Network-level architecture and the evolutionary potential of underground metabolism
journal, July 2014
- Notebaart, R. A.; Szappanos, B.; Kintses, B.
- Proceedings of the National Academy of Sciences, Vol. 111, Issue 32
Model-driven discovery of underground metabolic functions in Escherichia coli
journal, January 2015
- Guzmán, Gabriela I.; Utrilla, José; Nurk, Sergey
- Proceedings of the National Academy of Sciences, Vol. 112, Issue 3
Multicopy Suppression Underpins Metabolic Evolvability
journal, June 2007
- Patrick, W. M.; Quandt, E. M.; Swartzlander, D. B.
- Molecular Biology and Evolution, Vol. 24, Issue 12
Connecting genotype to phenotype in the era of high-throughput sequencing
journal, October 2011
- Henry, Christopher S.; Overbeek, Ross; Xia, Fangfang
- Biochimica et Biophysica Acta (BBA) - General Subjects, Vol. 1810, Issue 10
High-throughput generation, optimization and analysis of genome-scale metabolic models
journal, August 2010
- Henry, Christopher S.; DeJongh, Matthew; Best, Aaron A.
- Nature Biotechnology, Vol. 28, Issue 9
A genome‐scale metabolic reconstruction for Escherichia coli K‐12 MG1655 that accounts for 1260 ORFs and thermodynamic information
journal, January 2007
- Feist, Adam M.; Henry, Christopher S.; Reed, Jennifer L.
- Molecular Systems Biology, Vol. 3, Issue 1
Sensitive Genome-Wide Screen for Low Secondary Enzymatic Activities: The YjbQ Family Shows Thiamin Phosphate Synthase Activity
journal, February 2008
- Morett, Enrique; Saab-Rincón, Gloria; Olvera, Leticia
- Journal of Molecular Biology, Vol. 376, Issue 3
Three-dimensional Structure of YaaE from Bacillus subtilis , a Glutaminase Implicated in Pyridoxal-5′-phosphate Biosynthesis
journal, October 2003
- Bauer, Jacob A.; Bennett, Eric M.; Begley, Tadhg P.
- Journal of Biological Chemistry, Vol. 279, Issue 4
yaaD and yaaE Are Involved in Vitamin B6 Biosynthesis in Bacillus subtilis
journal, January 2002
- Sakai, Akihiro; Kita, Makoto; Katsuragi, Tohoru
- Journal of Bioscience and Bioengineering, Vol. 93, Issue 3
Thiamin Biosynthesis in Bacillus subtilis : Structure of the Thiazole Synthase/Sulfur Carrier Protein Complex † , ‡
journal, September 2004
- Settembre, Ethan C.; Dorrestein, Pieter C.; Zhai, Huili
- Biochemistry, Vol. 43, Issue 37
Ohno's dilemma: Evolution of new genes under continuous selection
journal, October 2007
- Bergthorsson, U.; Andersson, D. I.; Roth, J. R.
- Proceedings of the National Academy of Sciences, Vol. 104, Issue 43
A comprehensive genome‐scale reconstruction of Escherichia coli metabolism—2011
journal, January 2011
- Orth, Jeffrey D.; Conrad, Tom M.; Na, Jessica
- Molecular Systems Biology, Vol. 7, Issue 1
FastTree: Computing Large Minimum Evolution Trees with Profiles instead of a Distance Matrix
journal, April 2009
- Price, M. N.; Dehal, P. S.; Arkin, A. P.
- Molecular Biology and Evolution, Vol. 26, Issue 7
What is flux balance analysis?
journal, March 2010
- Orth, Jeffrey D.; Thiele, Ines; Palsson, Bernhard Ø
- Nature Biotechnology, Vol. 28, Issue 3
Construction of Escherichia coli K-12 in-frame, single-gene knockout mutants the Keio collection
journal, February 2006
- Baba, Tomoya; Ara, Takeshi; Hasegawa, Miki
- Molecular Systems Biology, Vol. 2, Article No. 2006.0008
Complete set of ORF clones of Escherichia coli ASKA library (A Complete Set of E. coli K-12 ORF Archive): Unique Resources for Biological Research
journal, January 2006
- Kitagawa, M.; Ara, T.; Arifuzzaman, M.
- DNA Research, Vol. 12, Issue 5
Structure of a bacterial pyridoxal 5'-phosphate synthase complex
journal, December 2006
- Strohmeier, M.; Raschle, T.; Mazurkiewicz, J.
- Proceedings of the National Academy of Sciences, Vol. 103, Issue 51
SWISS-MODEL: modelling protein tertiary and quaternary structure using evolutionary information
journal, April 2014
- Biasini, Marco; Bienert, Stefan; Waterhouse, Andrew
- Nucleic Acids Research, Vol. 42, Issue W1
Computational evaluation of cellular metabolic costs successfully predicts genes whose expression is deleterious
journal, November 2013
- Wagner, A.; Zarecki, R.; Reshef, L.
- Proceedings of the National Academy of Sciences, Vol. 110, Issue 47
Antibody Multispecificity Mediated by Conformational Diversity
journal, February 2003
- James, L. C.
- Science, Vol. 299, Issue 5611
Mutational Analysis of a Fatty Acyl-Coenzyme A Synthetase Signature Motif Identifies Seven Amino Acid Residues That Modulate Fatty Acid Substrate Specificity
journal, February 1997
- Black, Paul N.; Zhang, Qing; Weimar, James D.
- Journal of Biological Chemistry, Vol. 272, Issue 8
Acquisition of new metabolic capabilities: multicopy suppression by cloned transaminase genes in Escherichia coli K-12
journal, May 1988
- Berg, Claire M.; Wang, Ming-der; Vartak, Narendra B.
- Gene, Vol. 65, Issue 2
A retrosynthetic biology approach to metabolic pathway design for therapeutic production
journal, January 2011
- Carbonell, Pablo; Planson, Anne-Gaëlle; Fichera, Davide
- BMC Systems Biology, Vol. 5, Issue 1
An in silico platform for the design of heterologous pathways in nonnative metabolite production
journal, January 2012
- Chatsurachai, Sunisa; Furusawa, Chikara; Shimizu, Hiroshi
- BMC Bioinformatics, Vol. 13, Issue 1
Network Context and Selection in the Evolution to Enzyme Specificity
journal, August 2012
- Nam, H.; Lewis, N. E.; Lerman, J. A.
- Science, Vol. 337, Issue 6098
Protein Dynamism and Evolvability
journal, April 2009
- Tokuriki, N.; Tawfik, D. S.
- Science, Vol. 324, Issue 5924
Physical and Enzymological Interaction of Bacillus subtilis Proteins Required for De Novo Pyridoxal 5'-Phosphate Biosynthesis
journal, February 2004
- Belitsky, B. R.
- Journal of Bacteriology, Vol. 186, Issue 4
yaaD and yaaE are involved in vitamin B6 biosynthesis in Bacillus subtilis
journal, March 2002
- Sakai, Akihiro; Kita, Makoto; Katsuragi, Tohoru
- Journal of Bioscience and Bioengineering, Vol. 93, Issue 3
PathPred: an enzyme-catalyzed metabolic pathway prediction server
journal, April 2010
- Moriya, Y.; Shigemizu, D.; Hattori, M.
- Nucleic Acids Research, Vol. 38, Issue Web Server
ConSurf 2010: calculating evolutionary conservation in sequence and structure of proteins and nucleic acids
journal, May 2010
- Ashkenazy, H.; Erez, E.; Martz, E.
- Nucleic Acids Research, Vol. 38, Issue Web Server
Production of bulk chemicals via novel metabolic pathways in microorganisms
journal, November 2013
- Shin, Jae Ho; Kim, Hyun Uk; Kim, Dong In
- Biotechnology Advances, Vol. 31, Issue 6
Protein Structure Prediction and Structural Genomics
journal, October 2001
- Baker, D.
- Science, Vol. 294, Issue 5540
Works referencing / citing this record:
Current status and applications of genome-scale metabolic models
journal, June 2019
- Gu, Changdai; Kim, Gi Bae; Kim, Won Jun
- Genome Biology, Vol. 20, Issue 1
A Survey of Pyridoxal 5′-Phosphate-Dependent Proteins in the Gram-Positive Model Bacterium Bacillus subtilis
journal, May 2019
- Richts, Björn; Rosenberg, Jonathan; Commichau, Fabian M.
- Frontiers in Molecular Biosciences, Vol. 6