Abstract:SUMMARYPlant evolution has produced enzymes that may not be optimal for maximizing yield and quality in today’s agricultural environments and plant biotechnology applications. By improving enzyme performance, it should be possible to alleviate constraints on yield and quality currently imposed by kinetic properties or enzyme instability. Enzymes can be optimized faster than naturally possible by applying directed evolution, which entails mutating a target gene in vitro and screening or selecting the mutated ge… Show more
“…Function in minimal medium. As eMutaT7 has so far been used only in rich media 4,11 and might be metabolically burdensome enough to prevent growth in minimal media, 5 we first tested its operation in MOPS minimal medium. A ∆ung strain was used as platform; the target was the gene encoding PheS A294G, a tRNA ligase that sensitizes E. coli to p-chlorophenylalanine.…”
Section: Resultsmentioning
confidence: 99%
“…3,4 Classical directed evolution campaigns can thus only handle relatively few evolutionary cycles and independent evolving populations, and tend to incrementally climb local adaptive peaks rather than explore the fitness landscape more widely because they lack the mutational power needed to cross fitness valleys. [3][4][5] Continuous directed evolution (CDE) systems overcome these limitations of depth and scale by hypermutating the target gene in vivo and, for enzymes, by coupling activity of the target gene to growth of the platform cell. 3,4 CDE systems thus require only serial subculturing because they work by selecting for growth alone, and in principle they can run indefinitely.…”
Section: Introductionmentioning
confidence: 99%
“…3,4 CDE systems thus require only serial subculturing because they work by selecting for growth alone, and in principle they can run indefinitely. [3][4][5] So far, CDE systems 2 are largely confined to Escherichia coli and yeast, 4 and while progress in CDE in mammalian cells 6 and plants 7 continues, long generation times and small library sizes are enduring obstacles.…”
Section: Introductionmentioning
confidence: 99%
“…9 This strategy is still at the concept stage. Further, for the E. coli systems, the differences between conditions in plant and prokaryote cells (e.g., metabolic pathway architecture, metabolite levels, redox poise, protein-folding and degradation systems 8 ) and the uncertain durability of the hypermutation machinery in long evolution campaigns 4,5,8 are potential roadblocks. Nor is it clear that E. coli CDE systems work in minimal media, which is critical because many selection schemes require auxotrophs.…”
Section: Introductionmentioning
confidence: 99%
“…Nor is it clear that E. coli CDE systems work in minimal media, which is critical because many selection schemes require auxotrophs. 5 We therefore undertook a proof-of-concept study in E. coli to evolve a plant arogenate dehydratase (ADT) (EC 4.2.1.91) for resistance to feedback inhibition by phenylalanine. We used eMutaT7, 11 one of several CDE systems whose mutagenesis machinery is a T7RNA polymerase (T7RNAP)-nucleobase deaminase fusion that is directed to the target gene by a T7 promoter.…”
Continuous directed evolution (CDE) is a powerful tool for enzyme engineering due to the depth and scale of evolutionary search that it enables. If suitably controlled and calibrated, CDE could be widely applied in plant breeding and biotechnology to improve plant enzymes ex planta. We tested this concept by evolving Arabidopsis arogenate dehydratase (AtADT2) for resistance to feedback inhibition. We used an Escherichia coli platform with a phenylalanine biosynthesis pathway reconfigured (plantized) to mimic the plant pathway, a T7RNA polymerase-base deaminase hyper-mutation system (eMutaT7), and 4-fluorophenylalanine as selective agent. Selection schemes were pre-validated using a known feedback-resistant AtADT2 variant. We obtained variants that had 4-fluorophenylalanine resistance at least matching the known variant and that carried mutations in the ACT domain responsible for feedback inhibition. We conclude that ex planta CDE of plant enzymes in a microbial platform is a viable way to tailor characteristics that involve interaction with small molecules.
“…Function in minimal medium. As eMutaT7 has so far been used only in rich media 4,11 and might be metabolically burdensome enough to prevent growth in minimal media, 5 we first tested its operation in MOPS minimal medium. A ∆ung strain was used as platform; the target was the gene encoding PheS A294G, a tRNA ligase that sensitizes E. coli to p-chlorophenylalanine.…”
Section: Resultsmentioning
confidence: 99%
“…3,4 Classical directed evolution campaigns can thus only handle relatively few evolutionary cycles and independent evolving populations, and tend to incrementally climb local adaptive peaks rather than explore the fitness landscape more widely because they lack the mutational power needed to cross fitness valleys. [3][4][5] Continuous directed evolution (CDE) systems overcome these limitations of depth and scale by hypermutating the target gene in vivo and, for enzymes, by coupling activity of the target gene to growth of the platform cell. 3,4 CDE systems thus require only serial subculturing because they work by selecting for growth alone, and in principle they can run indefinitely.…”
Section: Introductionmentioning
confidence: 99%
“…3,4 CDE systems thus require only serial subculturing because they work by selecting for growth alone, and in principle they can run indefinitely. [3][4][5] So far, CDE systems 2 are largely confined to Escherichia coli and yeast, 4 and while progress in CDE in mammalian cells 6 and plants 7 continues, long generation times and small library sizes are enduring obstacles.…”
Section: Introductionmentioning
confidence: 99%
“…9 This strategy is still at the concept stage. Further, for the E. coli systems, the differences between conditions in plant and prokaryote cells (e.g., metabolic pathway architecture, metabolite levels, redox poise, protein-folding and degradation systems 8 ) and the uncertain durability of the hypermutation machinery in long evolution campaigns 4,5,8 are potential roadblocks. Nor is it clear that E. coli CDE systems work in minimal media, which is critical because many selection schemes require auxotrophs.…”
Section: Introductionmentioning
confidence: 99%
“…Nor is it clear that E. coli CDE systems work in minimal media, which is critical because many selection schemes require auxotrophs. 5 We therefore undertook a proof-of-concept study in E. coli to evolve a plant arogenate dehydratase (ADT) (EC 4.2.1.91) for resistance to feedback inhibition by phenylalanine. We used eMutaT7, 11 one of several CDE systems whose mutagenesis machinery is a T7RNA polymerase (T7RNAP)-nucleobase deaminase fusion that is directed to the target gene by a T7 promoter.…”
Continuous directed evolution (CDE) is a powerful tool for enzyme engineering due to the depth and scale of evolutionary search that it enables. If suitably controlled and calibrated, CDE could be widely applied in plant breeding and biotechnology to improve plant enzymes ex planta. We tested this concept by evolving Arabidopsis arogenate dehydratase (AtADT2) for resistance to feedback inhibition. We used an Escherichia coli platform with a phenylalanine biosynthesis pathway reconfigured (plantized) to mimic the plant pathway, a T7RNA polymerase-base deaminase hyper-mutation system (eMutaT7), and 4-fluorophenylalanine as selective agent. Selection schemes were pre-validated using a known feedback-resistant AtADT2 variant. We obtained variants that had 4-fluorophenylalanine resistance at least matching the known variant and that carried mutations in the ACT domain responsible for feedback inhibition. We conclude that ex planta CDE of plant enzymes in a microbial platform is a viable way to tailor characteristics that involve interaction with small molecules.
SummaryDirected evolution is a powerful method to optimize proteins and metabolic reactions towards user-defined goals. It usually involves subjecting genes or pathways to iterative rounds of mutagenesis, selection, and amplification. While powerful, systematic searches through large sequence-spaces is a labor-intensive task, and can be further limited by a priori knowledge about the optimal initial search space, and/or limits in terms of screening throughput. Here we demonstrate an integrated directed evolution workflow for metabolic pathway enzymes that continuously generates enzyme variants using the recently developed orthogonal replication system, OrthoRep, and screens for optimal performance in high-throughput using a transcription factor-based biosensor. We demonstrate the strengths of this workflow by evolving a ratelimiting enzymatic reaction of the biosynthetic pathway for cis,cis-muconic acid (CCM), a precursor used for bioplastic and coatings, in Saccharomyces cerevisiae. After two weeks of simply iterating between passaging of cells to generate variant enzymes via OrthoRep and high-throughput sorting of best-performing variants using a transcription factor-based biosensor for CCM, we ultimately identified variant enzymes improving CCM titers >13-fold compared to reference enzymes. Taken together, the combination of synthetic biology tools as adopted in this study, is an efficient approach to debottleneck repetitive workflows associated with directed evolution of metabolic enzymes.
Sulfide-dependent THI4 thiazole synthases could potentially be used to replace plant cysteine-dependent suicide THI4s, whose high protein turnover rates make thiamin synthesis exceptionally energy expensive. However, sulfide-dependent THI4s are anaerobic or microoxic enzymes and hence unadapted to the aerobic conditions in plants; they are also slow enzymes (kcat <1 h-1). To improve aerotolerance and activity, we applied continuous directed evolution under aerobic conditions in the yeast OrthoRep system to two sulfide-dependent bacterial THI4s. Six beneficial single mutations were identified, of which five lie in the active-site cleft predicted by structural modeling and two recapitulate features of naturally aerotolerant THI4s. That single mutations gave substantial improvements suggests that further advance under selection will be possible by stacking mutations. This proof-of-concept study established that the performance of sulfide-dependent THI4s in aerobic conditions is evolvable and, more generally, that yeast OrthoRep provides a plant-like bridge to adapt nonplant enzymes to work better in plants.
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