Automated Structure- and Sequence-Based Design of Proteins for High Bacterial Expression and Stability

Summary Upon heterologous overexpression, many proteins misfold or aggregate, thus resulting in low functional yields. Human acetylcholinesterase (hAChE), an enzyme mediating synaptic transmission, is a typical case of a human protein that necessitates mammalian systems to obtain functional expression. We developed a computational strategy and designed an AChE variant bearing 51 mutations that improved core packing, surface polarity, and backbone rigidity. This variant expressed at ∼2,000-fold higher levels in E. coli compared to wild-type hAChE and exhibited 20°C higher thermostability with no change in enzymatic properties or in the active-site configuration as determined by crystallography. To demonstrate broad utility, we similarly designed four other human and bacterial proteins. Testing at most three designs per protein, we obtained enhanced stability and/or higher yields of soluble and active protein in E. coli. Our algorithm requires only a 3D structure and several dozen sequences of naturally occurring homologs, and is available at http://pross.weizmann.ac.il.

[1]  Dan S. Tawfik,et al.  Directed evolution of phosphotriesterase from Pseudomonas diminuta for heterologous expression in Escherichia coli results in stabilization of the metal-free state. , 2005, Protein engineering, design & selection : PEDS.

[2]  Ziv Bar-Joseph,et al.  The sirtuin SIRT6 regulates lifespan in male mice , 2012, Nature.

[3]  D. Vollrath,et al.  Rescue of glaucoma-causing mutant myocilin thermal stability by chemical chaperones. , 2010, ACS chemical biology.

[4]  R. Mostoslavsky,et al.  Chromatin and beyond: the multitasking roles for SIRT6. , 2014, Trends in biochemical sciences.

[5]  S. Steinbacher,et al.  Sequence statistics reliably predict stabilizing mutations in a protein domain. , 1994, Journal of molecular biology.

[6]  Timothy A. Whitehead,et al.  Computational Design of Proteins Targeting the Conserved Stem Region of Influenza Hemagglutinin , 2011, Science.

[7]  W. Kabsch,et al.  Dictionary of protein secondary structure: Pattern recognition of hydrogen‐bonded and geometrical features , 1983, Biopolymers.

[8]  Vincent B. Chen,et al.  Correspondence e-mail: , 2000 .

[9]  Robert C. Edgar,et al.  MUSCLE: multiple sequence alignment with high accuracy and high throughput. , 2004, Nucleic acids research.

[10]  Matthew J. O’Meara,et al.  Combined covalent-electrostatic model of hydrogen bonding improves structure prediction with Rosetta. , 2015, Journal of chemical theory and computation.

[11]  Thomas J Magliery,et al.  Protein stability: computation, sequence statistics, and new experimental methods. , 2015, Current opinion in structural biology.

[12]  A. Goldman,et al.  Atomic structure of acetylcholinesterase from Torpedo californica: a prototypic acetylcholine-binding protein , 1991, Science.

[13]  D. Wegener,et al.  A fluorogenic histone deacetylase assay well suited for high-throughput activity screening. , 2003, Chemistry & biology.

[14]  E. Myers,et al.  Basic local alignment search tool. , 1990, Journal of molecular biology.

[15]  J. Roth,et al.  Aggregated myocilin induces russell bodies and causes apoptosis: implications for the pathogenesis of myocilin-caused primary open-angle glaucoma. , 2007, The American journal of pathology.

[16]  Weixian Lu,et al.  A time- and cost-efficient system for high-level protein production in mammalian cells. , 2006, Acta crystallographica. Section D, Biological crystallography.

[17]  F. Raushel,et al.  Variants of Phosphotriesterase for the Enhanced Detoxification of the Chemical Warfare Agent VR. , 2015, Biochemistry.

[18]  A. Jeltsch,et al.  Enzymatic properties of recombinant Dnmt3a DNA methyltransferase from mouse: the enzyme modifies DNA in a non-processive manner and also methylates non-CpA sites 1 1 Edited by J. Karn , 2001 .

[19]  F. Raushel,et al.  High resolution X-ray structures of different metal-substituted forms of phosphotriesterase from Pseudomonas diminuta. , 2001, Biochemistry.

[20]  P. Evans,et al.  Scaling and assessment of data quality. , 2006, Acta crystallographica. Section D, Biological crystallography.

[21]  K. Courtney,et al.  A new and rapid colorimetric determination of acetylcholinesterase activity. , 1961, Biochemical pharmacology.

[22]  S. L. Mayo,et al.  De novo protein design: fully automated sequence selection. , 1997, Science.

[23]  G. Schreiber,et al.  Assessing computational methods for predicting protein stability upon mutation: good on average but not in the details. , 2009, Protein engineering, design & selection : PEDS.

[24]  M. Lehmann,et al.  The consensus concept for thermostability engineering of proteins. , 2000, Biochimica et biophysica acta.

[25]  F. Arnold,et al.  Engineered thermostable fungal cellulases exhibit efficient synergistic cellulose hydrolysis at elevated temperatures , 2014, Biotechnology and Bioengineering.

[26]  S. Hill,et al.  Molecular Details of Olfactomedin Domains Provide Pathway to Structure-Function Studies , 2015, PloS one.

[27]  S. French,et al.  On the treatment of negative intensity observations , 1978 .

[28]  A. Jeltsch,et al.  Biotin-Avidin Microplate Assay for the Quantitative Analysis of Enzymatic Methylation of DNA by DNA Methyltransferases , 2000, Biological chemistry.

[29]  J L Sussman,et al.  Purification and crystallization of a dimeric form of acetylcholinesterase from Torpedo californica subsequent to solubilization with phosphatidylinositol-specific phospholipase C. , 1988, Journal of molecular biology.

[30]  David Baker,et al.  Optimization of the In-silico-designed Kemp Eliminase Ke70 by Computational Design and Directed Evolution Journal of Molecular Biology , 2022 .

[31]  Airlie J. McCoy,et al.  Solving structures of protein complexes by molecular replacement with Phaser , 2006, Acta crystallographica. Section D, Biological crystallography.

[32]  B. Kuhlman,et al.  Computational protein design with explicit consideration of surface hydrophobic patches , 2012, Proteins.

[33]  Meir Fischer,et al.  Expression and reconstitution of biologically active human acetylcholinesterase fromEscherichia coli , 1993, Cellular and Molecular Neurobiology.

[34]  Hein J. Wijma,et al.  Computationally designed libraries for rapid enzyme stabilization , 2014, Protein engineering, design & selection : PEDS.

[35]  H. Berman,et al.  Chiral reactions of acetylcholinesterase probed with enantiomeric methylphosphonothioates. Noncovalent determinants of enzyme chirality. , 1989, The Journal of biological chemistry.

[36]  C. Rensing,et al.  ZitB (YbgR), a Member of the Cation Diffusion Facilitator Family, Is an Additional Zinc Transporter inEscherichia coli , 2001, Journal of bacteriology.

[37]  Alejandro A. Schäffer,et al.  PSI-BLAST pseudocounts and the minimum description length principle , 2008, Nucleic acids research.

[38]  Timothy A. Whitehead,et al.  Optimization of affinity, specificity and function of designed influenza inhibitors using deep sequencing , 2012, Nature Biotechnology.

[39]  François Stricher,et al.  How Protein Stability and New Functions Trade Off , 2008, PLoS Comput. Biol..

[40]  Jack Snoeyink,et al.  Scientific benchmarks for guiding macromolecular energy function improvement. , 2013, Methods in enzymology.

[41]  G. Murshudov,et al.  Refinement of macromolecular structures by the maximum-likelihood method. , 1997, Acta crystallographica. Section D, Biological crystallography.

[42]  Adam Godzik,et al.  Cd-hit: a fast program for clustering and comparing large sets of protein or nucleotide sequences , 2006, Bioinform..

[43]  B. Stoddard,et al.  Computational Thermostabilization of an Enzyme , 2005, Science.

[44]  Katherine C. Turnage,et al.  The Glaucoma-associated Olfactomedin Domain of Myocilin Is a Novel Calcium Binding Protein* , 2012, The Journal of Biological Chemistry.

[45]  F. Arnold,et al.  Directed evolution converts subtilisin E into a functional equivalent of thermitase. , 1999, Protein engineering.

[46]  M. Rudolph,et al.  Structures of human acetylcholinesterase in complex with pharmacologically important ligands. , 2012, Journal of medicinal chemistry.

[47]  J. Sussman,et al.  Active-site gorge and buried water molecules in crystal structures of acetylcholinesterase from Torpedo californica. , 2000, Journal of molecular biology.

[48]  David R. Liu,et al.  Supercharging proteins can impart unusual resilience. , 2007, Journal of the American Chemical Society.

[49]  R. L. Lieberman,et al.  The stability of myocilin olfactomedin domain variants provides new insight into glaucoma as a protein misfolding disorder. , 2011, Biochemistry.

[50]  James J Havranek,et al.  Automated selection of stabilizing mutations in designed and natural proteins , 2012, Proceedings of the National Academy of Sciences.

[51]  Venuka Durani,et al.  Stabilizing proteins from sequence statistics: the interplay of conservation and correlation in triosephosphate isomerase stability. , 2012, Journal of molecular biology.

[52]  F. Arnold,et al.  Protein stability promotes evolvability. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[53]  Dan S. Tawfik,et al.  Engineering V-type nerve agents detoxifying enzymes using computationally focused libraries. , 2013, ACS chemical biology.

[54]  Kevin Cowtan,et al.  research papers Acta Crystallographica Section D Biological , 2005 .

[55]  N. Ariel,et al.  Contribution of Aromatic Moieties of Tyrosine 133 and of the Anionic Subsite Tryptophan 86 to Catalytic Efficiency and Allosteric Modulation of Acetylcholinesterase (*) , 1995, The Journal of Biological Chemistry.