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Development of modified HCH-1 kinetic model for long-term enzymatic cellulose hydrolysis and comparison with literature models
BACKGROUND: Enzymatic hydrolysis is a major step for cellulosic ethanol production. A thorough understanding of enzymatic hydrolysis is necessary to help design optimal conditions and economical systems. The original HCH-1 (Holtzapple–Caram–Humphrey–1) model is a generalized mechanistic model for en...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6378734/ https://www.ncbi.nlm.nih.gov/pubmed/30820244 http://dx.doi.org/10.1186/s13068-019-1371-5 |
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author | Liang, Chao Gu, Chao Raftery, Jonathan Karim, M. Nazmul Holtzapple, Mark |
author_facet | Liang, Chao Gu, Chao Raftery, Jonathan Karim, M. Nazmul Holtzapple, Mark |
author_sort | Liang, Chao |
collection | PubMed |
description | BACKGROUND: Enzymatic hydrolysis is a major step for cellulosic ethanol production. A thorough understanding of enzymatic hydrolysis is necessary to help design optimal conditions and economical systems. The original HCH-1 (Holtzapple–Caram–Humphrey–1) model is a generalized mechanistic model for enzymatic cellulose hydrolysis, but was previously applied only to the initial rates. In this study, the original HCH-1 model was modified to describe integrated enzymatic cellulose hydrolysis. The relationships between parameters in the HCH-1 model and substrate conversion were investigated. Literature models for long-term (> 48 h) enzymatic hydrolysis were summarized and compared to the modified HCH-1 model. RESULTS: A modified HCH-1 model was developed for long-term (> 48 h) enzymatic cellulose hydrolysis. This modified HCH-1 model includes the following additional considerations: (1) relationships between coefficients and substrate conversion, and (2) enzyme stability. Parameter estimation was performed with 10-day experimental data using α-cellulose as substrate. The developed model satisfactorily describes integrated cellulose hydrolysis data taken with various reaction conditions (initial substrate concentration, initial product concentration, enzyme loading, time). Mechanistic (and semi-mechanistic) literature models for long-term enzymatic hydrolysis were compared with the modified HCH-1 model and evaluated by the corrected version of the Akaike information criterion. Comparison results show that the modified HCH-1 model provides the best fit for enzymatic cellulose hydrolysis. CONCLUSIONS: The HCH-1 model was modified to extend its application to integrated enzymatic hydrolysis; it performed well when predicting 10-day cellulose hydrolysis at various experimental conditions. Comparison with the literature models showed that the modified HCH-1 model provided the best fit. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13068-019-1371-5) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6378734 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-63787342019-02-28 Development of modified HCH-1 kinetic model for long-term enzymatic cellulose hydrolysis and comparison with literature models Liang, Chao Gu, Chao Raftery, Jonathan Karim, M. Nazmul Holtzapple, Mark Biotechnol Biofuels Research BACKGROUND: Enzymatic hydrolysis is a major step for cellulosic ethanol production. A thorough understanding of enzymatic hydrolysis is necessary to help design optimal conditions and economical systems. The original HCH-1 (Holtzapple–Caram–Humphrey–1) model is a generalized mechanistic model for enzymatic cellulose hydrolysis, but was previously applied only to the initial rates. In this study, the original HCH-1 model was modified to describe integrated enzymatic cellulose hydrolysis. The relationships between parameters in the HCH-1 model and substrate conversion were investigated. Literature models for long-term (> 48 h) enzymatic hydrolysis were summarized and compared to the modified HCH-1 model. RESULTS: A modified HCH-1 model was developed for long-term (> 48 h) enzymatic cellulose hydrolysis. This modified HCH-1 model includes the following additional considerations: (1) relationships between coefficients and substrate conversion, and (2) enzyme stability. Parameter estimation was performed with 10-day experimental data using α-cellulose as substrate. The developed model satisfactorily describes integrated cellulose hydrolysis data taken with various reaction conditions (initial substrate concentration, initial product concentration, enzyme loading, time). Mechanistic (and semi-mechanistic) literature models for long-term enzymatic hydrolysis were compared with the modified HCH-1 model and evaluated by the corrected version of the Akaike information criterion. Comparison results show that the modified HCH-1 model provides the best fit for enzymatic cellulose hydrolysis. CONCLUSIONS: The HCH-1 model was modified to extend its application to integrated enzymatic hydrolysis; it performed well when predicting 10-day cellulose hydrolysis at various experimental conditions. Comparison with the literature models showed that the modified HCH-1 model provided the best fit. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13068-019-1371-5) contains supplementary material, which is available to authorized users. BioMed Central 2019-02-18 /pmc/articles/PMC6378734/ /pubmed/30820244 http://dx.doi.org/10.1186/s13068-019-1371-5 Text en © The Author(s) 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Liang, Chao Gu, Chao Raftery, Jonathan Karim, M. Nazmul Holtzapple, Mark Development of modified HCH-1 kinetic model for long-term enzymatic cellulose hydrolysis and comparison with literature models |
title | Development of modified HCH-1 kinetic model for long-term enzymatic cellulose hydrolysis and comparison with literature models |
title_full | Development of modified HCH-1 kinetic model for long-term enzymatic cellulose hydrolysis and comparison with literature models |
title_fullStr | Development of modified HCH-1 kinetic model for long-term enzymatic cellulose hydrolysis and comparison with literature models |
title_full_unstemmed | Development of modified HCH-1 kinetic model for long-term enzymatic cellulose hydrolysis and comparison with literature models |
title_short | Development of modified HCH-1 kinetic model for long-term enzymatic cellulose hydrolysis and comparison with literature models |
title_sort | development of modified hch-1 kinetic model for long-term enzymatic cellulose hydrolysis and comparison with literature models |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6378734/ https://www.ncbi.nlm.nih.gov/pubmed/30820244 http://dx.doi.org/10.1186/s13068-019-1371-5 |
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