Development of a High Throughput Platform for Screening Glycoside Hydrolases Based on Oxime-NIMS

Cost-effective hydrolysis of biomass into sugars for biofuel production requires high-performance low-cost glycoside hydrolase (GH) cocktails that are active under demanding process conditions. Improving the performance of GH cocktails depends on knowledge of many critical parameters, including individual enzyme stabilities, optimal reaction conditions, kinetics, and specificity of reaction. With this information, rate- and/or yield-limiting reactions can be potentially improved through substitution, synergistic complementation, or protein engineering. Given the wide range of substrates and methods used for GH characterization, it is difficult to compare results across a myriad of approaches to identify high performance and synergistic combinations of enzymes. Here, we describe a platform for systematic screening of GH activities using automatic biomass handling, bioconjugate chemistry, robotic liquid handling, and nanostructure-initiator mass spectrometry (NIMS). Twelve well-characterized substrates spanning the types of glycosidic linkages found in plant cell walls are included in the experimental workflow. To test the application of this platform and substrate panel, we studied the reactivity of three engineered cellulases and their synergy of combination across a range of reaction conditions and enzyme concentrations. We anticipate that large-scale screening using the standardized platform and substrates will generate critical datasets to enable direct comparison of enzyme activities for cocktail design.

[1]  Z. Zolnai,et al.  Expression platforms for producing eukaryotic proteins: a comparison of E. coli cell-based and wheat germ cell-free synthesis, affinity and solubility tags, and cloning strategies , 2015, Journal of Structural and Functional Genomics.

[2]  C. Wyman,et al.  Comparison of Different Biomass Pretreatment Techniques and Their Impact on Chemistry and Structure , 2015, Front. Energy Res..

[3]  Menghui Yu,et al.  The correlation between the enzymatic saccharification and the multidimensional structure of cellulose changed by different pretreatments , 2014, Biotechnology for Biofuels.

[4]  M. Bendall,et al.  Phylogenomically Guided Identification of Industrially Relevant GH1 β-Glucosidases through DNA Synthesis and Nanostructure-Initiator Mass Spectrometry , 2014, ACS chemical biology.

[5]  Fang-Cheng Huang,et al.  Pretreatment Methods for Bioethanol Production , 2014, Applied Biochemistry and Biotechnology.

[6]  A. Malherbe,et al.  Expression and evaluation of enzymes required for the hydrolysis of galactomannan , 2014, Journal of Industrial Microbiology & Biotechnology.

[7]  Taichi E. Takasuka,et al.  Rapid kinetic characterization of glycosyl hydrolases based on oxime derivatization and nanostructure-initiator mass spectrometry (NIMS). , 2014, ACS chemical biology.

[8]  A. Ragauskas,et al.  Assessing the molecular structure basis for biomass recalcitrance during dilute acid and hydrothermal pretreatments , 2013, Biotechnology for Biofuels.

[9]  P. Carbonero,et al.  Softening-up mannan-rich cell walls. , 2012, Journal of experimental botany.

[10]  Piotr Oleskowicz-Popiel,et al.  The challenge of enzyme cost in the production of lignocellulosic biofuels. , 2012, Biotechnology and bioengineering.

[11]  J. Keasling,et al.  Encoding substrates with mass tags to resolve stereospecific reactions using Nimzyme. , 2012, Rapid communications in mass spectrometry : RCM.

[12]  Gary Siuzdak,et al.  Acoustic deposition with NIMS as a high-throughput enzyme activity assay , 2012, Analytical and Bioanalytical Chemistry.

[13]  María Martín,et al.  Ongoing and future developments at the Universal Protein Resource , 2010, Nucleic Acids Res..

[14]  J. Walton,et al.  Rapid optimization of enzyme mixtures for deconstruction of diverse pretreatment/biomass feedstock combinations , 2010, Biotechnology for biofuels.

[15]  B. Simmons,et al.  Comparison of dilute acid and ionic liquid pretreatment of switchgrass: Biomass recalcitrance, delignification and enzymatic saccharification. , 2010, Bioresource technology.

[16]  Michael E Himmel,et al.  Cellulose crystallinity index: measurement techniques and their impact on interpreting cellulase performance , 2010, Biotechnology for biofuels.

[17]  Bryan Bals,et al.  Evaluation of ammonia fibre expansion (AFEX) pretreatment for enzymatic hydrolysis of switchgrass harvested in different seasons and locations , 2010, Biotechnology for biofuels.

[18]  Stephen R. Decker,et al.  High-Throughput Screening Techniques for Biomass Conversion , 2009, BioEnergy Research.

[19]  Deepak R. Keshwani,et al.  Switchgrass for bioethanol and other value-added applications: a review. , 2009, Bioresource technology.

[20]  Gary Siuzdak,et al.  A nanostructure-initiator mass spectrometry-based enzyme activity assay , 2008, Proceedings of the National Academy of Sciences.

[21]  Lee R Lynd,et al.  A transition from cellulose swelling to cellulose dissolution by o-phosphoric acid: evidence from enzymatic hydrolysis and supramolecular structure. , 2006, Biomacromolecules.

[22]  Michael C. Wendl,et al.  Argonaute—a database for gene regulation by mammalian microRNAs , 2005, BMC Bioinformatics.

[23]  K. Sharrock Cellulase assay methods: a review. , 1988, Journal of biochemical and biophysical methods.

[24]  H. van Tilbeurgh,et al.  The use of 4‐methylumbelliferyl and other chromophoric glycosides in the study of cellulolytic enzymes , 1982 .

[25]  Taichi E. Takasuka,et al.  Cell-free translation of biofuel enzymes. , 2014, Methods in molecular biology.

[26]  E. Bayer,et al.  Interactions between family 3 carbohydrate binding modules (CBMs) and cellulosomal linker peptides. , 2012, Methods in enzymology.

[27]  M. Buckeridge Update on Storage Cell Wall Biosynthesis and Degradation Seed Cell Wall Storage Polysaccharides: Models to Understand Cell Wall Biosynthesis and Degradation , 2010 .

[28]  Chris Somerville,et al.  Cellulosic biofuels. , 2009, Annual review of plant biology.

[29]  M. E. Beall U.S. patent and trademark office , 1997 .

[30]  T. Wood,et al.  METHODS FOR MEASURING CELLULASE ACTIVITIES , 1988 .

[31]  T. Wood Preparation of crystalline, amorphous, and dyed cellulase substrates , 1988 .

[32]  Journal of Visualized Experiments www.jove.com Video Article GENPLAT: an Automated Platform for Biomass Enzyme Discovery and Cocktail Optimization , 2022 .