ArticleJournal of biotechnology2012
Directed evolution to re-adapt a co-evolved network within an enzyme.
Article in Journal of biotechnology, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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Who cites it
13 citing papers in PubMed, 34 citations in OpenAlex.
- Exploring the biocatalytic potential of wild-type split transketolases.RSC chemical biology · 2026Article
- Electrostatic Engineering of Phosphoketolase Enhances Activity on Small Nonphosphorylated Sugars and Improves Cell-Free ATP Regeneration from Inexpensive C2-Substrates.The journal of physical chemistry. B · 2026Article
- Cell-Free Reaction System for ATP Regeneration from d-Fructose.ACS synthetic biology · 2025Article
- Enzyme stabilisation due to incorporation of a fluorinated non-natural amino acid at the protein surface.Scientific reports · 2024Article
- Two-substrate enzyme engineering using small libraries that combine the substrate preferences from two different variant lineages.Scientific reports · 2024Article
- Directed evolution for soluble and active periplasmic expression of bovine enterokinase in Escherichia coli.Scientific reports · 2022Article
- Therapeutic enzyme engineering using a generative neural network.Scientific reports · 2022Article
- Biophysical characterization of the inactivation of E. coli transketolase by aqueous co-solvents.Scientific reports · 2021Article
- Exploiting correlated molecular-dynamics networks to counteract enzyme activity-stability trade-off.Proceedings of the National Academy of Sciences of the United States of America · 2018Article
- Correlated positions in protein evolution and engineering.Journal of industrial microbiology & biotechnology · 2017Review
- Structural Analysis of an Evolved Transketolase Reveals Divergent Binding Modes.Scientific reports · 2016Article
- Synthetic biology for the directed evolution of protein biocatalysts: navigating sequence space intelligently.Chemical Society reviews · 2015Review
- Patch cloning method for multiple site-directed and saturation mutagenesis.BMC biotechnology · 2013Article
Corrections and comments
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Authors and funding
10 authors at 3 institutions in 1 country.
Funding
Abstract
We have previously used targeted active-site saturation mutagenesis to identify a number of transketolase single mutants that improved activity towards either glycolaldehyde (GA), or the non-natural substrate propionaldehyde (PA). Here, all attempts to recombine the singles into double mutants led to unexpected losses of specific activity towards both substrates. A typical trade-off occurred between soluble expression levels and specific activity for all single mutants, but many double mutants decreased both properties more severely suggesting a critical loss of protein stability or native folding. Statistical coupling analysis (SCA) of a large multiple sequence alignment revealed a network of nine co-evolved residues that affected all but one double mutant. Such networks maintain important functional properties such as activity, specificity, folding, stability, and solubility and may be rapidly disrupted by introducing one or more non-naturally occurring mutations. To identify variants of this network that would accept and improve upon our best D469 mutants for activity towards PA, we created a library of random single, double and triple mutants across seven of the co-evolved residues, combining our D469 variants with only naturally occurring mutations at the remaining sites. A triple mutant cluster at D469, E498 and R520 was found to behave synergistically for the specific activity towards PA. Protein expression was severely reduced by E498D and improved by R520Q, yet variants containing both mutations led to improved specific activity and enzyme expression, but with loss of solubility and the formation of inclusion bodies. D469S and R520Q combined synergistically to improve k(cat) 20-fold for PA, more than for any previous transketolase mutant. R520Q also doubled the specific activity of the previously identified D469T to create our most active transketolase mutant to date. Our results show that recombining active-site mutants obtained by saturation mutagenesis can rapidly destabilise critical networks of co-evolved residues, whereas beneficial single mutants can be retained and improved upon by randomly recombining them with natural variants at other positions in the network.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.