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Serra LA, da Silva Cruz RG, Gutierrez DMR, Cruz AJG, Canizares CAT, Chen X, Mosier N, Thompson D, Aston J, Dooley J, Sharma P, De Marco JL, de Almeida JRM, Erk K, Ximenes E, Ladisch MR. Screening method for Enzyme-based liquefaction of corn stover pellets at high solids. BIORESOURCE TECHNOLOGY 2022; 363:127999. [PMID: 36152978 DOI: 10.1016/j.biortech.2022.127999] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Revised: 09/15/2022] [Accepted: 09/16/2022] [Indexed: 06/16/2023]
Abstract
Liquefaction of high solid loadings of unpretreated corn stover pellets has been demonstrated with rheology of the resulting slurries enabling mixing and movement within biorefinery bioreactors. However, some forms of pelleted stover do not readily liquefy, so it is important to screen out lots of unsuitable pellets before processing is initiated. This work reports a laboratory assay that rapidly assesses whether pellets have the potential for enzyme-based liquefaction at high solids loadings. Twenty-eight pelleted corn stover (harvested at the same time and location) were analyzed using 20 mL enzyme solutions (3 FPU cellulase/ g biomass) at 30 % w/v solids loading. Imaging together with measurement of reducing sugars were performed over 24-hours. Some samples formed concentrated slurries of 300 mg/mL (dry basis) in the small-scale assay, which was later confirmed in an agitated bioreactor. Also, the laboratory assay showed potential for optimizing enzyme formulations that could be employed for slurry formation.
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Affiliation(s)
- Luana Assis Serra
- Purdue University/ Laboratory of Renewable Resources Engineering (LORRE), West Lafayette, IN, USA; University of Brasília, Brasília, DF, Brazil
| | - Rosineide Gomes da Silva Cruz
- Purdue University/ Laboratory of Renewable Resources Engineering (LORRE), West Lafayette, IN, USA; São Carlos Federal University, São Carlos, SP, Brazil
| | - Diana M R Gutierrez
- Purdue University/ Laboratory of Renewable Resources Engineering (LORRE), West Lafayette, IN, USA
| | - Antonio José Gonçalves Cruz
- Purdue University/ Laboratory of Renewable Resources Engineering (LORRE), West Lafayette, IN, USA; São Carlos Federal University, São Carlos, SP, Brazil
| | | | - Xueli Chen
- Purdue University/ Laboratory of Renewable Resources Engineering (LORRE), West Lafayette, IN, USA
| | - Nathan Mosier
- Purdue University/ Laboratory of Renewable Resources Engineering (LORRE), West Lafayette, IN, USA
| | | | - John Aston
- Idaho National Laboratory, Idaho Falls, ID, USA
| | | | - Pankaj Sharma
- Purdue University/ Laboratory of Renewable Resources Engineering (LORRE), West Lafayette, IN, USA
| | | | | | - Kendra Erk
- Purdue University/School of Materials Engineering, West Lafayette, IN, USA
| | - Eduardo Ximenes
- Purdue University/ Laboratory of Renewable Resources Engineering (LORRE), West Lafayette, IN, USA
| | - Michael R Ladisch
- Purdue University/ Laboratory of Renewable Resources Engineering (LORRE), West Lafayette, IN, USA.
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2
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Szeto R, Overton JC, Dos Santos ACF, Eby C, Mosier NS, Ximenes E, Ladisch MR, Erk KA. Rheology of enzyme liquefied corn stover slurries: The effect of solids concentration on yielding and flow behavior. Biotechnol Prog 2021; 37:e3216. [PMID: 34590438 DOI: 10.1002/btpr.3216] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2021] [Revised: 09/09/2021] [Accepted: 09/26/2021] [Indexed: 11/08/2022]
Abstract
The measurement of yield stress and shear thinning flow behavior of slurries formed from unpretreated corn stover at solids loadings of 100-300 g/L provides a key metric for the ability to move, pump, and mix this lignocellulosic slurry, particularly since corn stover slurries represent a major potential feedstock for biorefineries. This study compared static yield stress values and flow hysteresis of corn stover slurries of 100, 150, 200, 250, and 300 g/L, after these slurries were formed by adding pellets to a cellulase enzyme solution (Celluclast 1.5 L) in a fed-batch manner. A rotational rheometer was used to quantitate relative yield stress and its dependence on processing history at insoluble solids concentrations of 4%-21% (wt/vol). Key findings confirmed previous observations that yield stress increases with solids loadings and reaches ~3000 Pa at 25% (wt/vol) solids concentration compared to ~200 Pa after enzyme liquefaction. While optimization of slurry forming (i.e., liquefaction) conditions remains to be done, metrics for quantifying liquefaction extent are needed. The method for obtaining comparative metrics is demonstrated here and shows that the yield stress, shear thinning and shear thickening flow behaviors of enzyme liquefied corn stover slurries can be analyzed using a wide-gap rheometry setup with relative measuring geometries to mimic the conditions that may exist in a mixing vessel of a bioreactor while applying controlled and precise levels of strain.
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Affiliation(s)
- Ryan Szeto
- School of Materials Engineering, Purdue University, West Lafayette, Indiana, USA
| | - Jonathan C Overton
- Laboratory of Renewable Resources Engineering (LORRE), Purdue University, West Lafayette, Indiana, USA.,Department of Agricultural and Biological Engineering, Purdue University, West Lafayette, Indiana, USA
| | - Antonio C F Dos Santos
- Laboratory of Renewable Resources Engineering (LORRE), Purdue University, West Lafayette, Indiana, USA.,Department of Agricultural and Biological Engineering, Purdue University, West Lafayette, Indiana, USA
| | - Clark Eby
- Laboratory of Renewable Resources Engineering (LORRE), Purdue University, West Lafayette, Indiana, USA.,Department of Agricultural and Biological Engineering, Purdue University, West Lafayette, Indiana, USA
| | - Nathan S Mosier
- Laboratory of Renewable Resources Engineering (LORRE), Purdue University, West Lafayette, Indiana, USA.,Department of Agricultural and Biological Engineering, Purdue University, West Lafayette, Indiana, USA
| | - Eduardo Ximenes
- Laboratory of Renewable Resources Engineering (LORRE), Purdue University, West Lafayette, Indiana, USA.,Department of Agricultural and Biological Engineering, Purdue University, West Lafayette, Indiana, USA
| | - Michael R Ladisch
- Laboratory of Renewable Resources Engineering (LORRE), Purdue University, West Lafayette, Indiana, USA.,Department of Agricultural and Biological Engineering, Purdue University, West Lafayette, Indiana, USA.,Weldon School of Biomedical Engineering, Purdue University, West Lafayette, Indiana, USA
| | - Kendra A Erk
- School of Materials Engineering, Purdue University, West Lafayette, Indiana, USA
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Chan KL, Ko CH, Chang KL, Leu SY. Construction of a structural enzyme adsorption/kinetics model to elucidate additives associated lignin-cellulase interactions in complex bioconversion system. Biotechnol Bioeng 2021; 118:4065-4075. [PMID: 34245458 DOI: 10.1002/bit.27883] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Revised: 06/21/2021] [Accepted: 07/04/2021] [Indexed: 11/07/2022]
Abstract
Enzymatic hydrolysis is a rate-limiting process in lignocellulose biorefinery. The reaction involves complex enzyme-substrate and enzyme-lignin interactions in both liquid and solid phases, and has not been well characterized numerically. In this study, a kinetic model was developed to incorporate dynamic enzyme adsorption and product inhibition parameters into hydrolysis simulation. The enzyme adsorption coefficients obtained from Langmuir isotherm were fed dynamically into first-order kinetics for simulating the equilibrium enzyme adsorption in hydrolysis. A fractal and product inhibition kinetics was introduced and successfully applied to improve the simulation accuracy on adsorbed enzyme and glucose concentrations at different enzyme loadings, lignin contents, and in the presence of bovine serum albumin (BSA) and lysozyme. The model provided numerical proof quantifying the beneficial effects of both additives, which improved the hydrolysis rate by reducing the nonproductive adsorption of enzyme on lignin. The hydrolysis rate coefficient and fractal exponent both increased with increasing enzyme loadings, and lignin inhibition exhibited with increasing fractal exponent. Compared with BSA, the addition of lysozyme exhibited higher hydrolysis rates, which was reflected in the larger hydrolysis rate coefficients and smaller fractal exponents in the simulation. The model provides new insights to support process development, control, and optimization.
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Affiliation(s)
- Ka-Lai Chan
- Department of Civil and Environmental Engineering, Hong Kong Polytechnic University, Hung Hom, Hong Kong
| | - Chun-Han Ko
- Research Institute for Sustainable Urban Development (RISUD), The Hong Kong Polytechnic University, Hung Hom, Hong Kong.,School of Forest and Resources Conservation, National Taiwan University, Taipei, Taiwan
| | - Ken-Lin Chang
- Institute of Environmental Engineering, National Sun Yat-Sen University, Kaohsiung, Taiwan
| | - Shao-Yuan Leu
- Department of Civil and Environmental Engineering, Hong Kong Polytechnic University, Hung Hom, Hong Kong.,Research Institute for Sustainable Urban Development (RISUD), The Hong Kong Polytechnic University, Hung Hom, Hong Kong
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Almeida RMRG, Pimentel WRO, Santos-Rocha MSR, Buffo MM, Farinas CS, Ximenes EA, Ladisch MR. Protective effects of non-catalytic proteins on endoglucanase activity at air and lignin interfaces. Biotechnol Prog 2021; 37:e3134. [PMID: 33591633 DOI: 10.1002/btpr.3134] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2020] [Revised: 01/25/2021] [Accepted: 01/27/2021] [Indexed: 11/09/2022]
Abstract
The manner in which added non-catalytic proteins during enzymatic hydrolysis of lignocellulosic substrates enhances hydrolysis mechanisms is not completely understood. Prior research has indicated that a reduction in the non-specific adsorption of enzymes on lignin, and deactivation of enzymes exposed to air-liquid interface provide rationale. This work investigated root causes including effects of the air-liquid interface on non-catalytic proteins, and effects of lignin on endoglucanase. Three different experimental designs and three variables (air-liquid interfacial area, the types of lignin (acid or enzymatic lignin), and the presence of non-enzymatic protein (bovine serum albumin [BSA] or soy proteins ) were used. The results showed that acid isolated lignin adsorbed almost all endoglucanase activity initially present in supernatant, independent of air interface conditions (25 or 250 ml flasks) with the presence of BSA preventing this effect. Endoglucanase lost 30%-50% of its activity due to an air-liquid interface in the presence of lignin while addition of non-enzymatic protein helped to preserve this enzyme's activity. Langmuir and Freundlich models applied to experimental data indicated that the adsorption increases with increasing temperature for both endoglucanase and BSA. Adsorption of the enzyme and protein were endothermic with an increase in entropy. These results, combined, show that hydrophobicity plays a strong role in the adsorption of both endoglucanase and BSA on lignin.
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Affiliation(s)
| | | | | | - Mariane M Buffo
- Graduate Program of Chemical Engineering Federal University of Sao Carlos, Sao Carlos, Sao Paulo, Brazil
| | - Cristiane Sanchez Farinas
- Graduate Program of Chemical Engineering Federal University of Sao Carlos, Sao Carlos, Sao Paulo, Brazil.,Embrapa Instrumentação, São Carlos, São Paulo, Brazil
| | - Eduardo A Ximenes
- Laboratory of Renewable Resources Engineering-Department of Agricultural Biological Engineering Purdue University, West Lafayette, Indiana, USA
| | - Michael R Ladisch
- Laboratory of Renewable Resources Engineering-Department of Agricultural Biological Engineering Purdue University, West Lafayette, Indiana, USA
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