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High-Throughput Screening Techniques for Biomass Conversion

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Abstract

High-throughput (HTP) screening of biomass or biomass-degrading enzymes, regardless of the desired outcome, is fraught with obstacles and challenges not typically faced in more traditional biotechnology. The enzyme systems are complex and synergistic and the substrate is highly heterogeneous, insoluble, and difficult to dispense. Digestions are often carried out for days at temperatures of 50°C or higher, leading to significant challenges regarding evaporation control in small well volumes. Furthermore, it is often desirable to condition or “pretreat” the biomass at extreme temperatures and/or pH to enhance enzyme digestibility. Once the substrate has been saccharified, evaluation of the extent and efficiency of conversion is made more difficult by time-consuming and tedious techniques used to measure the sugar products. Over the past decade or so, biomass researchers have creatively addressed these challenges by developing techniques to reduce biomass heterogeneity, uniformly distribute biomass samples at the small scale, pretreat the biomass at the small scale, quantitatively load these samples with enzymes, control evaporation of small reaction volumes for multiday incubations, and rapidly quantify the products. Other aspects of these measurements remain problematic and are being addressed. This review will address some of these challenges in detail, but more importantly, we will endeavor to educate the reader about the trials, tribulations, and pitfalls of carrying out HTP screening in biomass conversion research.

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Abbreviations

BESC:

BioEnergy Science Center

NREL:

National Renewable Energy Laboratory

HTP:

high throughput

US DOE:

United States Department of Energy

MS:

mass spectrometry

GC:

gas chromatography

HPLC:

high-performance liquid chromatography

UPLC:

ultra-performance liquid chromatography

SBS:

Society for Biomolecular Screening

AFEX:

ammonium fiber expansion

DNS:

dinitrosalicylic Acid

BCA:

bicinchoninic Acid

MBTH:

3-methyl-2-benzothiazolinonehydrazone

RI:

refractive index

PAD:

pulsed amperometric detection

References

  1. Aden A, Foust T (2009) Technoeconomic analysis of the dilute sulfuric acid and enzymatic hydrolysis process for the conversion of biomass to ethanol. Cellulose 16:535–545

    Article  CAS  Google Scholar 

  2. Yang B, Wyman CE (2008) Pretreatment: the key to unlocking low-cost cellulosic ethanol. Biofuels, Bioproducts, and Biorefining 2:26–40

    Article  CAS  Google Scholar 

  3. Dasari RK, Berson RE (2007) The effect of particle size on hydrolysis reaction rates and rheological properties in cellulosic slurries. Appl Biochem Biotechnol 137:289–299

    Article  PubMed  Google Scholar 

  4. Chundawat SPS, Venkatesh B, Dale BE (2007) Effect of particle size based separation of milled corn stover on AFEX pretreatment and enzymatic digestibility. Biotechnol Bioeng 96:219–231

    Article  PubMed  CAS  Google Scholar 

  5. Zhu JY, Wang GS, Pan XJ, Gleisner R (2009) Specific surface to evaluate the efficiencies of milling and pretreatment of wood for enzymatic saccharification. Chem Eng Sci 64:474–485

    Article  CAS  Google Scholar 

  6. Mais U, Esteghlalian AR, Saddler JN, Mansfield SD (2002) Enhancing the enzymatic hydrolysis of cellulosic materials using simultaneous ball milling. Appl Biochem Biotechnol 98:815–832

    Article  PubMed  Google Scholar 

  7. Jung HJG, Jorgensen MA, Linn JG, Engels FM (2000) Impact of accessibility and chemical composition on cell wall polysaccharide degradability of maize and lucerne stems. J Sci Food Agric 80:419–427

    Article  CAS  Google Scholar 

  8. Selig MJ, Adney WS, Himmel ME, Decker SR (2009) The impact of cell wall acetylation on corn stover hydrolysis by cellulolytic and xylanolytic enzymes. Cellulose 16:711–722

    Article  CAS  Google Scholar 

  9. Berlin A, Maximenko V, Bura R, Kang KY, Gilkes N, Saddler J (2006) A rapid microassay to evaluate enzymatic hydrolysis of lignocellulosic substrates. Biotechnol Bioeng 93:880–886

    Article  PubMed  CAS  Google Scholar 

  10. Esteghlalian AR, Bilodeau M, Mansfield SD, Saddler JN (2001) Do enzymatic hydrolyzability and Simons’ stain reflect the changes in the accessibility of lignocellulosic substrates to cellulase enzymes? Biotechnol Prog 17:1049–1054

    Article  PubMed  CAS  Google Scholar 

  11. Sun FB, Chen HZ (2008) Enhanced enzymatic hydrolysis of wheat straw by aqueous glycerol pretreatment. Bioresour Technol 99:6156–6161

    Article  PubMed  CAS  Google Scholar 

  12. Chundawat SP, Balan V, Dale BE (2008) High-throughput microplate technique for enzymatic hydrolysis of lignocellulosic biomass. Biotechnol Bioeng 99:1281–1294

    Article  PubMed  CAS  Google Scholar 

  13. Decker SR, Adney WS, Jennings E, Vinzant TB, Himmel ME (2003) Automated filter paper assay for determination of cellulase activity. Appl Biochem Biotechnol 105–108:689–703

    Article  PubMed  Google Scholar 

  14. Saeman JF (1945) Kinetics of wood saccharification: hydrolysis of cellulose and decomposition of sugars in dilute acid at high temperature. Ind Eng Chem 37:43–52

    Article  CAS  Google Scholar 

  15. Baugh KD, Mccarty PL (1988) Thermochemical pretreatment of lignocellulose to enhance methane fermentation.1. Monosaccharide and furfurals hydrothermal decomposition and product formation rates. Biotechnol Bioeng 31:50–61

    Article  PubMed  CAS  Google Scholar 

  16. Chen RF, Lee YY, Torget R (1996) Kinetic and modeling investigation on two-stage reverse-flow reactor as applied to dilute-acid pretreatment of agricultural residues. Appl Biochem Biotechnol 57–8:133–146

    Article  Google Scholar 

  17. Selig MJ, Viamajala S, Decker SR, Tucker MP, Himmel ME, Vinzant TB (2007) Deposition of lignin droplets produced during dilute acid pretreatment of maize stems retards enzymatic hydrolysis of cellulose. Biotechnol Prog 23:1333–1339

    Article  PubMed  CAS  Google Scholar 

  18. Montane D, Salvado J, Farriol X, Chornet E (1993) The fractionation of almond shells by thermomechanical aqueous-phase (TM-AV) pretreatment. Biomass Bioenergy 4:427–437

    Article  CAS  Google Scholar 

  19. Grohmann K, Torget R, Himmel ME (1986) Dilute acid pretreatment of biomass at high solids concentration. Biotechnol Bioeng Symp 17:135–151

    CAS  Google Scholar 

  20. Lloyd T, Wyman CE (2003) Application of a depolymerization model for predicting thermochemical hydrolysis of hemicellulose. Appl Biochem Biotechnol 105:53–67

    Article  PubMed  Google Scholar 

  21. Michel FC, Nagle NJ, Weiss N, Elander RT (2006) Pretreatment screening protocol for bioethanol production from lignocellulosics. Paper presented at the Asabe Annual International Meeting, Portland, Oregon, July 9–12

  22. Ximenes, EA, Kim, Y, Li, X, Meilan, R, Ladish, M, and Chapple, C. (2009) New method for fast detection of improved biodegradability in genetically modified plants. Paper presented at the 31st Symposium on Biotechnology for Fuels and Chemicals, San Francisco, CA, May 3–6

  23. Zavrel M, Bross D, Funke M, Buchs J, Spiess AC (2009) High-throughput screening for ionic liquids dissolving (ligno-)cellulose. Bioresour Technol 100:2580–2587

    Article  PubMed  CAS  Google Scholar 

  24. Studer M, DeMartini JD, McKenzie HL, Wyman CE (2008) Integrated high throughput pretreatment and enzymatic hydrolysis in 96 well plates. Paper presented at the AIChE Annual Meeting, Philadelphia, PA

  25. Selig MJ, Tucker MP, Brunecky R, Himmel ME, Decker SR (2009) Parallel plate processing for high-throughput pretreatment and enzymatic saccharification of lignocellulosic materials. Paper presented at the 31st Symposium on Biotechnology for Fuels and Chemicals, San Francisco, CA, May 3–6

  26. Hodge DB, Karim MN, Schell DJ, McMillan JD (2009) Model-based fed-batch for high-solids enzymatic cellulose hydrolysis. Appl Biochem Biotechnol 152:88–107

    Article  PubMed  CAS  Google Scholar 

  27. Wyman CE, Dale BE, Elander RT, Holtzapple M, Ladisch MR, Lee YY (2005) Comparative sugar recovery data from laboratory scale application of leading pretreatment technologies to corn stover. Bioresour Technol 96:2026–2032

    Article  PubMed  CAS  Google Scholar 

  28. Berlin A, Maximenko V, Gilkes N, Saddler J (2007) Optimization of enzyme complexes for lignocellulose hydrolysis. Biotechnol Bioeng 97:287–296

    Article  PubMed  CAS  Google Scholar 

  29. Selig MJ, Knoshaug EP, Adney WS, Himmel ME, Decker SR (2008) Synergistic enhancement of cellobiohydrolase performance on pretreated corn stover by addition of xylanase and esterase activities. Bioresour Technol 99:4997–5005

    Article  PubMed  CAS  Google Scholar 

  30. Selig MJ, Weiss N, Ji Y (2008) Enzymatic saccharification of lignocelluosic biomass. Technical Report NREL/TP-510-42629. Available at http://www.nrel.gov/biomass/pdfs/42629.pdf

  31. Jeoh T, Ishizawa CI, Davis MF, Himmel ME, Adney WS, Johnson DK (2007) Cellulase digestibility of pretreated biomass is limited by cellulose accessibility. Biotechnol Bioeng 98:112–122

    Article  PubMed  CAS  Google Scholar 

  32. Selig M, Vinzant T, Himmel M, Decker S (2009) The effect of lignin removal by alkaline peroxide pretreatment on the susceptibility of corn stover to purified cellulolytic and xylanolytic enzymes. Appl Biochem Biotechnol 155:94–103

    Article  CAS  Google Scholar 

  33. Ghose TK (1987) Measurement of cellulase activities. Pure Appl Chem 59:257–268

    Article  CAS  Google Scholar 

  34. Xiao Z, Storms R, Tsang A (2004) Microplate-based filter paper assay to measure total cellulase activity. Biotechnol Bioeng 88:832–837

    Article  PubMed  CAS  Google Scholar 

  35. Hodge DB, Karim MN, Schell DJ, McMillan JD (2008) Soluble and insoluble solids contributions to high-solids enzymatic hydrolysis of lignocellulose. Bioresour Technol 99:8940–8948

    Article  PubMed  CAS  Google Scholar 

  36. Jorgensen H, Vibe-Pedersen J, Larsen J, Felby C (2007) Liquefaction of lignocellulose at high-solids concentrations. Biotechnol Bioeng 96:862–870

    Article  PubMed  CAS  Google Scholar 

  37. Kristensen JB, Felby C, Jorgensen H (2009) Determining yields in high solids enzymatic hydrolysis of biomass. Appl Biochem Biotechnol 156:557–562

    Article  CAS  Google Scholar 

  38. Mohagheghi A, Tucker M, Grohmann K, Wyman C (1992) High solids simultaneous saccharification and fermentation of pretreated wheat straw to ethanol. Appl Biochem Biotechnol 33:67–81

    Article  CAS  Google Scholar 

  39. Bernfeld P (1955) Amylases, α and β. In: Colowick SP, Kaplan NO (eds) Methods in enzymology. Academic Press, New York

  40. Miller GL (1959) Use of dinitrosalicylic acid reagent for determination of reducing sugar. Anal Chem 31:426–428

    Article  CAS  Google Scholar 

  41. Bailey MJ (1988) A note on the use of dinitrosalicylic acid for determining the products of enzymatic reactions. Appl Microbiol Biotechnol 29:494–496

    Article  CAS  Google Scholar 

  42. Redinbaugh MG, Turley RB (1986) Adaptation of the bicinchoninic acid protein assay for use with microtiter plates and sucrose gradient fractions. Anal Biochem 153:267–271

    Article  PubMed  CAS  Google Scholar 

  43. Walker JM (1996) The bicinchoninic acid (bca) assay for protein quantitation. In: Walker JM (ed) The protein protocols handbook. Humana Press, Totowa, NJ

  44. Nelson N (1944) A photometric adaptation of the Somogyi method for the determination of glucose. J Biol Chem 153:375–380

    CAS  Google Scholar 

  45. Anthon GE, Barrett DM (2002) Determination of reducing sugars with 3-methyl-2-benzothiazolinonehydrazone. Anal Biochem 305:287–289

    Article  PubMed  CAS  Google Scholar 

  46. Bergmeyer HU, Bernt E (1974) Determination with glucose oxidase and peroxidase. In: Bergmeyer HU (ed) Methods of enzymatic analysis, 2nd edn. Academic Press, New York

  47. Kanauchi M, Bamforth CW (2003) Use of xylose dehydrogenase from trichoderma viride in an enzymic method for the measurement of pentosan in barley. J Inst Brew 109:203–207

    CAS  Google Scholar 

  48. Garber CC, Feldbruegge D, Miller RC, Carey RN (1978) Evaluation of the co-immobilized hexokinase/glucose-6-phosphate dehydrogenase method for glucose, as adapted to the Technicon SMAC. Clin Chem 24:1186–1190

    PubMed  CAS  Google Scholar 

  49. Kunst A, Draeger B, Zeigenhorn J (1983) UV-methods with hexokinase and glucose-6-phosphate dehydrogenase. In: Bergermeyer HU (ed) Methods of enzymatic analysis, 3rd edn. Verlag Chemie, Weinheim

  50. Iijima S, Mizutani F, Yabuki S, Tanaka Y, Asai M, Katsura T et al (1993) Ferrocene-attached-lysine polymers as mediators for glucose-sensing electrodes. Anal Chim Acta 281:483–487

    Article  CAS  Google Scholar 

  51. Hou S-F, Yang K-S, Fang H-Q, Chen H-Y (1998) Amperometric glucose enzyme electrode by immobilizing glucose oxidase in multilayers on self-assembled monolayers surface. Talanta 47:561–567

    Article  PubMed  CAS  Google Scholar 

  52. Hale PD, Boguslavsky LI, Inagaki T, Karan HI, Lee HS, Skotheim TA et al (2002) Amperometric glucose biosensors based on redox polymer-mediated electron transfer. Anal Chem 63:677–682

    Article  Google Scholar 

  53. Smolander M, Livio H-L, Rasanen L (1992) Mediated amperometric determination of xylose and glucose with an immobilized aldose dehydrogenase electrode. Biosens Bioelectron 7:637–643

    Article  PubMed  CAS  Google Scholar 

  54. Feng J, Himmel ME, Decker SR (2005) Electrochemical oxidation of water by a cellobiose dehydrogenase from Phanerochaete chrysosporium. Biotechnol Lett 27:555–560

    Article  PubMed  CAS  Google Scholar 

  55. Hilden L, Eng L, Johansson G, Lindqvist SE, Pettersson G (2001) An amperometric cellobiose dehydrogenase-based biosensor can be used for measurement of cellulase activity. Anal Biochem 290:245–250

    Article  PubMed  CAS  Google Scholar 

  56. Larsson T, Lindgren A, Ruzgas T, Lindquist SE, Gorton L (2000) Bioelectrochemical characterisation of cellobiose dehydrogenase modified graphite electrodes: ionic strength and ph dependences. J Electroanal Chem 482:1–10

    Article  CAS  Google Scholar 

  57. Slavin JL, Marlett JA (1983) Evaluation of high-performance liquid chromatography for measurement of the neutral saccharides in neutral detergent fiber. J Agric Food Chem 31:467–471

    Article  PubMed  CAS  Google Scholar 

  58. Windham WR, Barton FE, Himmelsbach DS (1983) High-pressure liquid chromatographic analysis of component sugars in neutral detergent fiber for representative warm- and cool-season grasses. J Agric Food Chem 31:471–475

    Article  CAS  Google Scholar 

  59. Agblevor FA, Murden A, Hames BR (2004) Improved method of analysis of biomass sugars using high-performance liquid chromatography. Biotechnol Lett 26:1207–1211

    Article  PubMed  CAS  Google Scholar 

  60. Slimestad R, Vagen IM (2006) Thermal stability of glucose and other sugar aldoses in normal phase high performance liquid chromatography. J Chromatogr A 1118:281–284

    Article  PubMed  CAS  Google Scholar 

  61. Fox A, Morgan SL, Gilbart J (1989) Preparation of alditol acetates and their analysis by gas chromatography (gc) and mass spectrometry (ms). In: Biermann CJ, McGinnis GD (eds) Analysis of carbohydrates by glc and ms. CRC Press, Boca Raton

  62. Kakehi K, Honda S (1989) Silyl ethers of carbohydrates. In: Biermann CJ, McGinnis GD (eds) Analysis of carbohydrates by glc and ms. CRC Press, Boca Raton

  63. Englmaier P (1989) Carbohydrate triflouroacetates. In: Biermann CJ, McGinnis GD (eds) Analysis of carbohydrates by glc and ms. CRC Press, Boca Raton

  64. Black GE, Fox A (1996) Recent progress in the analysis of sugar monomers from complex matrices using chromatography in conjunction with mass spectrometry or stand-alone tandem mass spectrometry. J Chromatogr A 720:51–60

    Article  CAS  Google Scholar 

  65. Jiannong Y, Baldwin RP (1994) Determination of carbohydrates, sugar acids and alditols by capillary electrophoresis and electrochemical detection at a copper electrode. J Chromatogr A 687:141–148

    Article  Google Scholar 

  66. Khandurina J, Blum DL, Stege JT, Guttman A (2004) Automated carbohydrate profiling by capillary electrophoresis: a bioindustrial approach. Electrophoresis 25:2326–2331

    Article  PubMed  CAS  Google Scholar 

  67. Khandurina J, Olson NA, Anderson AA, Gray KA, Guttman A (2004) Large-scale carbohydrate analysis by capillary array electrophoresis: part 1. Separation and scale-up. Electrophoresis 25:3117–3121

    Article  PubMed  CAS  Google Scholar 

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Acknowledgments

The authors wish to thank Charles Wyman and his coworkers at the University of California-Riverside for the description and images of their high-throughput pretreatment reactor system. This work was supported by the DOE Office of Science, Office of Biological and Environmental Research through the BioEnergy Science Center (BESC), a DOE Bioenergy Research Center.

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Correspondence to Stephen R. Decker.

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Decker, S.R., Brunecky, R., Tucker, M.P. et al. High-Throughput Screening Techniques for Biomass Conversion. Bioenerg. Res. 2, 179–192 (2009). https://doi.org/10.1007/s12155-009-9051-0

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