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Systems-Wide Prediction of Enzyme Promiscuity Reveals a New Underground Alternative Route for Pyridoxal 5’-Phosphate Production in E. coli
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 PSI-BLAST approach to predict promiscuous acti...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4731195/ https://www.ncbi.nlm.nih.gov/pubmed/26821166 http://dx.doi.org/10.1371/journal.pcbi.1004705 |
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author | 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 |
author_facet | 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 |
author_sort | Oberhardt, Matthew A. |
collection | PubMed |
description | 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 PSI-BLAST 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 B(6)), 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. |
format | Online Article Text |
id | pubmed-4731195 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-47311952016-02-04 Systems-Wide Prediction of Enzyme Promiscuity Reveals a New Underground Alternative Route for Pyridoxal 5’-Phosphate Production in E. coli 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 PLoS Comput Biol Research Article 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 PSI-BLAST 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 B(6)), 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. Public Library of Science 2016-01-28 /pmc/articles/PMC4731195/ /pubmed/26821166 http://dx.doi.org/10.1371/journal.pcbi.1004705 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open-access article distributed under the terms of the Creative Commons Public Domain declaration, which stipulates that, once placed in the public domain, this work may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. |
spellingShingle | Research Article 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 |
title | Systems-Wide Prediction of Enzyme Promiscuity Reveals a New Underground Alternative Route for Pyridoxal 5’-Phosphate Production in E. coli
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title_full | Systems-Wide Prediction of Enzyme Promiscuity Reveals a New Underground Alternative Route for Pyridoxal 5’-Phosphate Production in E. coli
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title_fullStr | Systems-Wide Prediction of Enzyme Promiscuity Reveals a New Underground Alternative Route for Pyridoxal 5’-Phosphate Production in E. coli
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title_full_unstemmed | Systems-Wide Prediction of Enzyme Promiscuity Reveals a New Underground Alternative Route for Pyridoxal 5’-Phosphate Production in E. coli
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title_short | Systems-Wide Prediction of Enzyme Promiscuity Reveals a New Underground Alternative Route for Pyridoxal 5’-Phosphate Production in E. coli
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title_sort | systems-wide prediction of enzyme promiscuity reveals a new underground alternative route for pyridoxal 5’-phosphate production in e. coli |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4731195/ https://www.ncbi.nlm.nih.gov/pubmed/26821166 http://dx.doi.org/10.1371/journal.pcbi.1004705 |
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