Enhancement and modeling of enzymatic hydrolysis on cellulose from agave bagasse hydrothermally pretreated in a horizontal bioreactor
Open accessAbstract
One of the major challenges in biofuels production from lignocellulosic biomass is the generation of high glucose titers from cellulose in the enzymatic hydrolysis stage of pretreated biomass to guarantee a cost-effective process. Therefore, the enzymatic saccharification on cellulose at high solid loading is an alternative. In this work, the agave bagasse was hydrothermally pretreated and optimized at 194 °C/30 min, obtaining a pretreated solid rich in cellulose content (>46.46%), and subjected to enzymatic hydrolysis at high solid levels. A horizontal bioreactor was designed for enzyme saccharification at high solid loadings [25% (w/v)]. The bioreactor improved mixing efficiency, with cellulose conversions up to 98% (195.6 g/L at 72 h). Moreover, mathematical modeling of cellulase deactivation demonstrated that cellulases lose most of their initial activity in the first hours of the reaction. Also, cellulose was characterized by X-ray diffraction, and the pretreated solids were visualized using scanning electron microscopy.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The differences in glucose yields between this study and Pino et al. are attributed to the type of biomass used.
“The differences are attributed to the type of biomass used”
From High-pressure technology for Sargassum spp biomass pretreatment and fractionation in the third generation of bioethanol production (2021) · cites this paper as Pino et al. (2019)
Section 3.3.2.1 (page unavailable) says final sugar concentration depends on the raw material’s initial glucan content and compares that content across biomasses. This supports biomass composition as a possible explanation, but the paper does not assess the citing study’s glucose yields; it also distinguishes glucose concentration from glucose yield. (LLM, conf=0.82)
Experimental — accuracy not yet measuredThe glucan content in the Sargassum used in this study was 32.33%, compared to 46.46% in pretreated lignocellulosic biomass.
“where the glucan in pretreated lignocellulosic biomass was 46.46 %, compared to 32.33 % in the Sargassum used in this study.”
From High-pressure technology for Sargassum spp biomass pretreatment and fractionation in the third generation of bioethanol production (2021) · cites this paper as Pino et al. (2019)
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Segal, L., Creely, J. J., Martin, A., & Conrad, C. M. (1959) · Textile Research Journal · doi:10.1177/004051755902901003 · Cited by 8,653 · see citing works
Determination of Structural Carbohydrates and Lignin in Biomass
Sluiter, A. D., Hames, B. R., Ruiz, R. O., Scarlata, C. J., Sluiter, J. B., Templeton, D. W., & Crocker, D. P. (2012) · Cited by 5,261 · see citing works
Fractionation of lignocellulosics by steam-aqueous pretreatments
Overend, R. P., & Chornet, E. (1987) · Philosophical Transactions of the Royal Society of London. Series A, Mathematical and Physical Sciences · doi:10.1098/rsta.1987.0029 · Cited by 1,288 · see citing works
The challenge of enzyme cost in the production of lignocellulosic biofuels
Klein‐Marcuschamer, D., Oleśkowicz-Popiel, P., Simmons, B. A., & Blanch, H. W. (2011) · Biotechnology and Bioengineering · doi:10.1002/bit.24370 · Cited by 1,000 · see citing works
Ruiz, H. A., Rodríguez-Jasso, R. M., Fernandes, B. D., Vicente, A. A., & Teixeira, J. A. (2013) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2012.11.069 · Cited by 608 · see citing works
Self-citationEnzymatic hydrolysis of cellulosic biomass
Yang, B., Dai, Z., Ding, S.-Y., & Wyman, C. E. (2011) · Biofuels · doi:10.4155/bfs.11.116 · Cited by 600 · see citing works
Andrić, P., Meyer, A. S., Jensen, P. A., & Dam‐Johansen, K. (2010) · Biotechnology Advances · doi:10.1016/j.biotechadv.2010.01.003 · Cited by 309 · see citing works
Gan, Q., Allen, S. J., & Taylor, G. (2003) · Process Biochemistry · doi:10.1016/s0032-9592(02)00220-0 · Cited by 255 · see citing works
Adsorption of enzyme onto lignins of liquid hot water pretreated hardwoods
Ko, J. K., Ximenes, E. D. A., Kim, Y., et al. (2014) · Biotechnology and Bioengineering · doi:10.1002/bit.25359 · Cited by 237 · see citing works
Cara, C., Moya, M., Ballesteros, I., Negro, M. J., González, A., & Ruiz, E. (2007) · Process Biochemistry · doi:10.1016/j.procbio.2007.03.012 · Cited by 208 · see citing works
Bioreactor design for enzymatic hydrolysis of biomass under the biorefinery concept
Pino, M. S., Rodríguez-Jasso, R. M., Michelin, M., Flores-Gallegos, A. C., Morales-Rodriguez, R., Teixeira, J. A., & Ruiz, H. A. (2018) · Chemical Engineering Journal · doi:10.1016/j.cej.2018.04.057 · Cited by 207 · see citing works
Self-citationThe global potential for Agave as a biofuel feedstock
Davis, S. C., Dohleman, F. G., & Long, S. P. (2010) · GCB Bioenergy · doi:10.1111/j.1757-1707.2010.01077.x · Cited by 205 · see citing works
Bioethanol production from hydrothermally pretreated Eucalyptus globulus wood
Romaní, A., Garrote, G., Alonsó, J. L., & Parajó, J. C. (2010) · Bioresource Technology · doi:10.1016/j.biortech.2010.06.093 · Cited by 177 · see citing works
Enzymatic hydrolysis at high-solids loadings for the conversion of agave bagasse to fuel ethanol
Caspeta, L., Caro-Bermúdez, M. A., Ponce‐Noyola, T., & Martı́nez, A. (2013) · Applied Energy · doi:10.1016/j.apenergy.2013.07.036 · Cited by 162 · see citing works
Hydrothermal Processing in Biorefineries
Ruíz, H. A., Thomsen, M. H., & Trajano, H. L. (2017) · Springer eBooks · doi:10.1007/978-3-319-56457-9 · Cited by 157 · see citing works
Biomass characterization of Agave and Opuntia as potential biofuel feedstocks
Yang, L., Lu, M., Carl, S., Mayer, J. A., Cushman, J. C., Tian, E., & Lin, H. (2015) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2015.03.004 · Cited by 143 · see citing works
Characterization of blue agave bagasse fibers of Mexico
Satyanarayana, K. G., Flores‐Sahagun, T. H. S., dos Santos, L. P., dos Santos, J., Mazzaro, I., & Mikowski, A. (2012) · Composites Part A Applied Science and Manufacturing · doi:10.1016/j.compositesa.2012.09.001 · Cited by 141 · see citing works
Du, J., Cao, Y., Liu, G., et al. (2017) · Bioresource Technology · doi:10.1016/j.biortech.2017.01.011 · Cited by 141 · see citing works
Roche, C. M., Dibble, C. J., & Stickel, J. J. (2009) · Biotechnology for Biofuels · doi:10.1186/1754-6834-2-28 · Cited by 135 · see citing works
Enzymatic hydrolysis of lignocellulosic biomass from low to high solids loading
Chen, H., & Liu, Z. (2016) · Engineering in Life Sciences · doi:10.1002/elsc.201600102 · Cited by 134 · see citing works
Li, H., Wang, B., Wen, J., Cao, X., Sun, S., & Sun, R. (2017) · Energy Conversion and Management · doi:10.1016/j.enconman.2017.10.089 · Cited by 108 · see citing works
Aguilar, D. L., Rodríguez‐Jasso, R. M., Zanuso, E., de Rodríguez, D. J., Amaya-Delgado, L., Sánchez, A., & Ruíz, H. A. (2018) · Bioresource Technology · doi:10.1016/j.biortech.2018.04.100 · Cited by 98 · see citing works
Self-citationRuíz, H. A., Vicente, A. A., & Teixeira, J. A. (2011) · Industrial Crops and Products · doi:10.1016/j.indcrop.2011.08.014 · Cited by 81 · see citing works
A Scraped Surface Bioreactor for Enzymatic Saccharification of Pretreated Corn Stover Slurries
Dasari, R. K., Dunaway, K., & Berson, R. E. (2008) · Energy & Fuels · doi:10.1021/ef800434u · Cited by 75 · see citing works
Zhang, H., Li, J., Huang, G., et al. (2018) · Bioresource Technology · doi:10.1016/j.biortech.2018.05.090 · Cited by 68 · see citing works
Du, J., Zhang, F., Li, Y., Zhang, H., Liang, J., Zheng, H., & Huang, H. (2013) · Bioprocess and Biosystems Engineering · doi:10.1007/s00449-013-0983-6 · Cited by 65 · see citing works
Cellulase deactivation based kinetic modeling of enzymatic hydrolysis of steam-exploded wheat straw
Zhang, Y., Xu, J., Xu, H., et al. (2010) · Bioresource Technology · doi:10.1016/j.biortech.2010.06.015 · Cited by 61 · see citing works
Ma, A., Hu, Q., Qu, Y., et al. (2008) · Enzyme and Microbial Technology · doi:10.1016/j.enzmictec.2008.02.009 · Cited by 61 · see citing works
Sabanci, K., & Büyükkileci, A. O. (2018) · Bioresource Technology · doi:10.1016/j.biortech.2018.03.136 · Cited by 50 · see citing works
Enzyme feeding strategies for better fed-batch enzymatic hydrolysis of empty fruit bunch
Sugiharto, Y. E. C., Harimawan, A., Kresnowati, M. T. A. P., et al. (2016) · Bioresource Technology · doi:10.1016/j.biortech.2016.01.113 · Cited by 48 · see citing works
Energy from Organic Materials (Biomass)
Kaltschmitt, M. (2018) · Springer eBooks · doi:10.1007/978-1-4939-7813-7 · Cited by 43 · see citing works
Montiel, C., Hernández‐Meléndez, O., Vivaldo‐Lima, E., Hernández-Luna, M. G., & Bárzana, E. (2016) · BioEnergy Research · doi:10.1007/s12155-016-9747-x · Cited by 41 · see citing works
Kaschuk, J. J., & Frollini, E. (2018) · Industrial Crops and Products · doi:10.1016/j.indcrop.2018.02.011 · Cited by 40 · see citing works
Tsai, C., Morales-Rodríguez, R., Sin, G., et al. (2014) · Applied Biochemistry and Biotechnology · doi:10.1007/s12010-013-0717-x · Cited by 32 · see citing works
Corrêa, L. J., Junior, A. C. B., & Cruz, A. J. G. (2016) · Bioprocess and Biosystems Engineering · doi:10.1007/s00449-016-1562-4 · Cited by 28 · see citing works
Bioethanol from Lignocellulosic Biomass
Wyman, C. E., Cai, C. M., & Kumar, R. (2018) · Springer eBooks · doi:10.1007/978-1-4939-7813-7_521 · Cited by 25 · see citing works
Romaní, A., Ruiz, H. A., Pereira, F. B., Domingues, L., & Teixeira, J. A. (2014) · Biomass Conversion and Biorefinery · doi:10.1007/s13399-013-0093-3 · Cited by 24 · see citing works
Self-citationVelázquez-Valadez, U., Farías-Sánchez, J. C., Vargas-Santillán, A., et al. (2016) · BioEnergy Research · doi:10.1007/s12155-016-9757-8 · Cited by 21 · see citing works
How the Severity Factor in Biomass Hydrolysis Came About
Chornet, E., & Overend, R. P. (2017) · Springer eBooks · doi:10.1007/978-3-319-56457-9_1 · Cited by 19 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- Ruiz, H. A., Thomsen, M. H., & Trajano, H. L. (2017). Hydrothermal processing in bior- efineries. Cham, Switzerland: Springer International Publishing.
Cited by
Sorted by citations
Aparicio, E., Rodríguez-Jasso, R. M., Pinales-Márquez, C. D., Loredo-Treviño, A., Robledo-Olivo, A., Aguilar, C. N., Kostas, E. T., & Ruiz, H. A. (2021) · Bioresource Technology · doi:10.1016/j.biortech.2021.124935 · Cited by 106 · see citing works
Self-citation
- Authors
- Pino, M. S., Rodríguez-Jasso, R. M., Michelin, M., & Ruiz, H. A.
- Affiliations
- Universidad Autónoma de Coahuila (MX)
- University of Minho (PT)
- ORCID
- Michelin, Michele
- Venue
- Carbohydrate Polymers
- Publisher
- Elsevier BV
- Published
- 2019-05
- Volume
- 211
- Pages
- 349-359
- ISSN
- 0144-8617 (ISSN-L)
- OpenAlex
- W2913497255
- Cited by
- 99
- References
- 39
- Citations by year
- 2026: 5 · 2025: 9 · 2024: 17 · 2023: 13 · 2022: 21 · 2021: 16 · 2020: 14 · 2019: 4
- FWCI
- 4.85
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Carbohydrate Polymers (publishedVersion)
- PubMed (publishedVersion)
- RepositóriUM (Universidade do Minho) (submittedVersion, other-oa)
- Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT) (submittedVersion, cc-by-nc-nd)
- Funders
- Consejo Nacional de Ciencia y Tecnología (254808, 2015-01)
- Fundação para a Ciência e a Tecnologia (SFRH/BPD/100786/2014)
- Topics
- Physical Sciences › Engineering › Biomedical Engineering › Biofuel production and bioconversion
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Enzyme Catalysis and Immobilization
- Physical Sciences › Engineering › Biomedical Engineering › Catalysis for Biomass Conversion
- Keywords
- agave bagasse, hydrothermal pretreatment, enzymatic hydrolysis, cellulose hydrolysis, high solid loading, cellulose conversion, lignocellulosic biomass, biofuels, glucose yield
- MeSH terms
- Cellulase, Cellulose, Hot Temperature, Hydrolysis, Models, Theoretical, Bioreactors, Agave
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review