ArticlePLoS computational biology2016
Systems-Wide Prediction of Enzyme Promiscuity Reveals a New Underground Alternative Route for Pyridoxal 5'-Phosphate Production in E. coli.
Article in PLoS computational biology, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed, 33 citations in OpenAlex.
- Systematic discovery of enzyme promiscuity in Escherichia coli using in vitro metabolomics.Communications biology · 2026Article
- Enzyme promiscuity in the field of synthetic biology applied to white biotechnology: Opportunities and weaknesses.Biodesign research · 2025Review
- A Pair of Promiscuous Surrogates forBiochemistry · 2025Article
- Protein-constrained models pinpoints the role of underground metabolism in robustness of metabolic phenotypes.iScience · 2025Article
- Cancer to Cataracts: The Mechanistic Impact of Aldo-Keto Reductases in Chronic Diseases.The Yale journal of biology and medicine · 2024Review
- Approaches for completing metabolic networks through metabolite damage and repair discovery.Current opinion in systems biology · 2021Review
- Underground metabolism facilitates the evolution of novel pathways for vitamin B6 biosynthesis.Applied microbiology and biotechnology · 2021Review
- The Expanding Computational Toolbox for Engineering Microbial Phenotypes at the Genome Scale.Microorganisms · 2020Review
- Underground isoleucine biosynthesis pathways ineLife · 2020Article
- Current status and applications of genome-scale metabolic models.Genome biology · 2019Review
- A Survey of Pyridoxal 5'-Phosphate-Dependent Proteins in the Gram-Positive Model BacteriumFrontiers in molecular biosciences · 2019Review
Corrections and comments
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Authors and funding
11 authors at 4 institutions in 3 countries.
Funding
No grant is acknowledged in the PubMed record.
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 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 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.
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