Forward design of a complex enzyme cascade reaction

Enzymatic reaction networks are unique in that one can operate a large number of reactions under the same set of conditions concomitantly in one pot, but the nonlinear kinetics of the enzymes and the resulting system complexity have so far defeated rational design processes for the construction of such complex cascade reactions. Here we demonstrate the forward design of an in vitro 10-membered system using enzymes from highly regulated biological processes such as glycolysis. For this, we adapt the characterization of the biochemical system to the needs of classical engineering systems theory: we combine online mass spectrometry and continuous system operation to apply standard system theory input functions and to use the detailed dynamic system responses to parameterize a model of sufficient quality for forward design. This allows the facile optimization of a 10-enzyme cascade reaction for fine chemical production purposes.

[1]  J. Heijnen,et al.  Quantitative analysis of the microbial metabolome by isotope dilution mass spectrometry using uniformly 13C-labeled cell extracts as internal standards. , 2005, Analytical biochemistry.

[2]  B. Luisi,et al.  Crystal structure of the Escherichia coli RNA degradosome component enolase. , 2001, Journal of molecular biology.

[3]  T. Annesley Ion suppression in mass spectrometry. , 2003, Clinical chemistry.

[4]  Kenji Okano,et al.  In vitro production of n-butanol from glucose. , 2013, Metabolic engineering.

[5]  M. F. White,et al.  The two analogous phosphoglycerate mutases of Escherichia coli , 1999, FEBS letters.

[6]  S. Baldwin,et al.  Purification and characterization of the class-II D-fructose 1,6-bisphosphate aldolase from Escherichia coli (Crookes' strain). , 1978, The Biochemical journal.

[7]  Joseph A. Rollin,et al.  High-yield hydrogen production from biomass by in vitro metabolic engineering: Mixed sugars coutilization and kinetic modeling , 2015, Proceedings of the National Academy of Sciences.

[8]  T G Spring,et al.  The purification and characterization of Escherichia coli enolase. , 1971, The Journal of biological chemistry.

[9]  Volker Sieber,et al.  Biosynthesis “debugged”: Novel bioproduction strategies , 2013 .

[10]  R. Horlacher,et al.  Molecular characterization of glucokinase from Escherichia coli K-12 , 1997, Journal of bacteriology.

[11]  Jeong Wook Lee,et al.  Systems metabolic engineering of microorganisms for natural and non-natural chemicals. , 2012, Nature chemical biology.

[12]  Johannes Harle and Sven Panke Synthetic Biology for Oligosaccharide Production , 2014 .

[13]  Carol S. Woodward,et al.  Enabling New Flexibility in the SUNDIALS Suite of Nonlinear and Differential/Algebraic Equation Solvers , 2020, ACM Trans. Math. Softw..

[14]  R N Perham,et al.  Novel kinetic and structural properties of the class-I D-fructose 1,6-bisphosphate aldolase from Escherichia coli (Crookes' strain). , 1978, The Biochemical journal.

[15]  Michael C Jewett,et al.  An integrated cell-free metabolic platform for protein production and synthetic biology , 2008, Molecular systems biology.

[16]  Ashty S. Karim,et al.  Cell‐free metabolic engineering: Biomanufacturing beyond the cell , 2015, Biotechnology journal.

[17]  Fangfang Sun,et al.  A high-energy-density sugar biobattery based on a synthetic enzymatic pathway , 2014, Nature Communications.

[18]  Muhammad Wajid Ullah,et al.  Yeast cell-free enzyme system for bio-ethanol production at elevated temperatures , 2014 .

[19]  Chun You,et al.  Enzymatic transformation of nonfood biomass to starch , 2013, Proceedings of the National Academy of Sciences.

[20]  Allan Matte,et al.  Crystal Structures of Escherichia coli ATP-Dependent Glucokinase and Its Complex with Glucose , 2004, Journal of bacteriology.

[21]  Joost Groen,et al.  Rational design of functional and tunable oscillating enzymatic networks. , 2015, Nature chemistry.

[22]  D. Schomburg,et al.  BRENDA: a resource for enzyme data and metabolic information. , 2002, Trends in biochemical sciences.

[23]  James R. Swartz,et al.  Transforming biochemical engineering with cell-free biology , 2012 .

[24]  A. Zeng,et al.  Cell‐free synthesis of 1,3‐propanediol from glycerol with a high yield , 2014 .

[25]  H. Garreau,et al.  Regulation of the amount and of the activity of phosphofructokinases and pyruvate kinases in Escherichia coli. , 1975, Biochimica et biophysica acta.

[26]  J. Keasling Manufacturing Molecules Through Metabolic Engineering , 2010, Science.

[27]  G. Whitesides,et al.  Cofactor regeneration for enzyme-catalysed synthesis. , 1988, Biotechnology & genetic engineering reviews.

[28]  R. Bell,et al.  Biosynthesis in Escherichia coli of sn-glycerol 3-phosphate, a precursor of phospholipid. Kinetic characterization of wild type and feedback-resistant forms of the biosynthetic sn-glycerol-3-phosphate dehydrogenase. , 1978, The Journal of biological chemistry.

[29]  Shelley D. Minteer,et al.  Utilization of enzyme cascades for complete oxidation of lactate in an enzymatic biofuel cell , 2011 .

[30]  Chun You,et al.  One-Pot Enzymatic Conversion of Sucrose to Synthetic Amylose by using Enzyme Cascades , 2014 .

[31]  P. Maitra,et al.  A glucokinase from Saccharomyces cerevisiae. , 1970, The Journal of biological chemistry.

[32]  H. Buc,et al.  Kinetics of the allosteric interactions of phosphofructokinase from Escherichia coli. , 1968, Journal of molecular biology.

[33]  Chi-Huey Wong,et al.  Recent advances in aldolase-catalyzed asymmetric synthesis , 2007 .

[34]  August Böck,et al.  Phosphoglucose isomerase from Escherischia coli K10: Purification, properties and formation under aerobic and anaerobic condition , 1980, Archives of Microbiology.

[35]  Nicholas J Turner,et al.  A Regio- and Stereoselective ω-Transaminase/Monoamine Oxidase Cascade for the Synthesis of Chiral 2,5-Disubstituted Pyrrolidines , 2014, Angewandte Chemie.

[36]  F. Travers,et al.  Transient and equilibrium kinetic studies on yeast 3-phosphoglycerate kinase. Evidence that an intermediate containing 1,3-bisphosphoglycerate accumulates in the steady state. , 1995, Biochemistry.

[37]  Sven Panke,et al.  The good of two worlds: increasing complexity in cell-free systems. , 2013, Current opinion in biotechnology.

[38]  Toshifumi Satoh,et al.  Chemo-enzymatic synthesis of polyhydroxyalkanoate (PHA) incorporating 2-hydroxybutyrate by wild-type class I PHA synthase from Ralstonia eutropha , 2011, Applied Microbiology and Biotechnology.

[39]  N. Kaplan,et al.  Kinetics of Escherichia coli B D-lactate dehydrogenase and evidence for pyruvate-controlled change in conformation. , 1968, The Journal of biological chemistry.

[40]  J. Ross,et al.  A Test Case of Correlation Metric Construction of a Reaction Pathway from Measurements , 1997 .

[41]  Maïté Marguet,et al.  Cascade reactions in multicompartmentalized polymersomes. , 2014, Angewandte Chemie.

[42]  David Eisenberg,et al.  A synthetic biochemistry system for the in vitro production of isoprene from glycolysis intermediates , 2014, Protein science : a publication of the Protein Society.

[43]  E. Winfree,et al.  Synthetic in vitro transcriptional oscillators , 2011, Molecular systems biology.

[44]  E. Waygood,et al.  The control of pyruvate kinase of Escherichia coli. Binding of substrate and allosteric effectors to the enzyme activated by fructose 1,6-bisphosphate. , 1976, Biochemistry.

[45]  Sven Panke,et al.  Chemical and enzymatic routes to dihydroxyacetone phosphate , 2007, Applied Microbiology and Biotechnology.

[46]  Frances H. Arnold,et al.  Inverting enantioselectivity by directed evolution of hydantoinase for improved production of l-methionine , 2000, Nature Biotechnology.

[47]  Matthias Heinemann,et al.  Optimization of a blueprint for in vitro glycolysis by metabolic real-time analysis. , 2011, Nature chemical biology.

[48]  Tetsuo Endo,et al.  Microbial Conversion with Cofactor Regeneration using Genetically Engineered Bacteria , 2001 .

[49]  R K Scopes,et al.  Purification of 3-phosphoglycerate kinase from diverse sources by affinity elution chromatography. , 1978, The Biochemical journal.

[50]  G. Stephanopoulos,et al.  Metabolic engineering: past and future. , 2013, Annual review of chemical and biomolecular engineering.

[51]  Christian L. Müller,et al.  Gaussian Adaptation Revisited - An Entropic View on Covariance Matrix Adaptation , 2010, EvoApplications.

[52]  Barbara M. Bakker,et al.  Glycolysis in Bloodstream Form Trypanosoma brucei Can Be Understood in Terms of the Kinetics of the Glycolytic Enzymes* , 1997, The Journal of Biological Chemistry.

[53]  Volker Sieber,et al.  Cell-free metabolic engineering: production of chemicals by minimized reaction cascades. , 2012, ChemSusChem.

[54]  Tsz Kin Tam,et al.  New biotechnology paradigm: cell-free biosystems for biomanufacturing , 2013 .

[55]  Wolf-Dieter Fessner,et al.  Systems Biocatalysis: Development and engineering of cell-free "artificial metabolisms" for preparative multi-enzymatic synthesis. , 2015, New biotechnology.

[56]  Joseph A. Rollin,et al.  High-yield production of dihydrogen from xylose by using a synthetic enzyme cascade in a cell-free system. , 2013, Angewandte Chemie.

[57]  Takeshi Omasa,et al.  Synthetic metabolic engineering-a novel, simple technology for designing a chimeric metabolic pathway , 2012, Microbial Cell Factories.

[58]  A. Berry,et al.  Exploring substrate binding and discrimination in fructose1, 6-bisphosphate and tagatose 1,6-bisphosphate aldolases. , 2000, European journal of biochemistry.

[59]  Sven Panke,et al.  A separation-integrated cascade reaction to overcome thermodynamic limitations in rare-sugar synthesis. , 2015, Angewandte Chemie.

[60]  Dörte Rother,et al.  Two steps in one pot: enzyme cascade for the synthesis of nor(pseudo)ephedrine from inexpensive starting materials. , 2013, Angewandte Chemie.

[61]  E. Waygood,et al.  The control of pyruvate kinases of Escherichia coli. II. Effectors and regulatory properties of the enzyme activated by ribose 5-phosphate. , 1975, Canadian journal of biochemistry.

[62]  Mats Jirstrand,et al.  Systems biology Systems Biology Toolbox for MATLAB : a computational platform for research in systems biology , 2006 .

[63]  Vincent Noireaux,et al.  Programmable on-chip DNA compartments as artificial cells , 2014, Science.

[64]  E. Waygood,et al.  The control of pyruvate kinases of Escherichia coli. I. Physicochemical and regulatory properties of the enzyme activated by fructose 1,6-diphosphate. , 1974, The Journal of biological chemistry.

[65]  C. Chassagnole,et al.  Dynamic modeling of the central carbon metabolism of Escherichia coli. , 2002, Biotechnology and bioengineering.

[66]  H. Mori,et al.  Construction of Escherichia coli K-12 in-frame, single-gene knockout mutants: the Keio collection , 2006, Molecular systems biology.

[67]  S. Marqusee,et al.  Comparison of proteolytic susceptibility in phosphoglycerate kinases from yeast and E. coli: modulation of conformational ensembles without altering structure or stability. , 2007, Journal of molecular biology.

[68]  Henrike Niederholtmeyer,et al.  Implementation of cell-free biological networks at steady state , 2013, Proceedings of the National Academy of Sciences.

[69]  Jian-Jiang Zhong,et al.  Biofuel production by in vitro synthetic enzymatic pathway biotransformation. , 2010, Current opinion in biotechnology.

[70]  Wolfgang Kroutil,et al.  Deracemization By Simultaneous Bio-oxidative Kinetic Resolution and Stereoinversion , 2014, Angewandte Chemie.

[71]  J. Liao,et al.  Synthetic non-oxidative glycolysis enables complete carbon conservation , 2013, Nature.

[72]  Ron Milo,et al.  eQuilibrator—the biochemical thermodynamics calculator , 2011, Nucleic Acids Res..

[73]  Christoph Hold Reaction Model and Experimental Data , 2016 .

[74]  Xixian Chen,et al.  Statistical Experimental Design Guided Optimization of a One-Pot Biphasic Multienzyme Total Synthesis of Amorpha-4,11-diene , 2013, PloS one.

[75]  Yun Chen,et al.  Advances in metabolic pathway and strain engineering paving the way for sustainable production of chemical building blocks. , 2013, Current opinion in biotechnology.