Metabolic modeling of synthesis gas fermentation in bubble column reactors
Open accessAbstract
BACKGROUND: A promising route to renewable liquid fuels and chemicals is the fermentation of synthesis gas (syngas) streams to synthesize desired products such as ethanol and 2,3-butanediol. While commercial development of syngas fermentation technology is underway, an unmet need is the development of integrated metabolic and transport models for industrially relevant syngas bubble column reactors. RESULTS: We developed and evaluated a spatiotemporal metabolic model for bubble column reactors with the syngas fermenting bacterium Clostridium ljungdahlii as the microbial catalyst. Our modeling approach involved combining a genome-scale reconstruction of C. ljungdahlii metabolism with multiphase transport equations that govern convective and dispersive processes within the spatially varying column. The reactor model was spatially discretized to yield a large set of ordinary differential equations (ODEs) in time with embedded linear programs (LPs) and solved using the MATLAB based code DFBAlab. Simulations were performed to analyze the effects of important process and cellular parameters on key measures of reactor performance including ethanol titer, ethanol-to-acetate ratio, and CO and H2 conversions. CONCLUSIONS: Our computational study demonstrated that mathematical modeling provides a complementary tool to experimentation for understanding, predicting, and optimizing syngas fermentation reactors. These model predictions could guide future cellular and process engineering efforts aimed at alleviating bottlenecks to biochemical production in syngas bubble column reactors.
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Based on the C. ljungdahlii genome-scale model, spatiotemporal modeling of gas fermentation in a bubble column was performed recently.
“Based on the C. ljungdahlii GEM, spatiotemporal modeling of gas fermentation in a bubble column was performed recently (Chen et al., 2015, 2016).”
From Gas Fermentation—A Flexible Platform for Commercial Scale Production of Low-Carbon-Fuels and Chemicals from Waste and Renewable Feedstocks (2016) · cites this paper as Chen et al., 2015
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Cites
Nist chemistry webbook, nist standard reference database number 69
Linstorm, P. (1998) · Medical Entomology and Zoology · Cited by 4,590 · see citing works
Energy production from biomass (part 3): gasification technologies
McKendry, P. (2002) · Bioresource Technology · doi:10.1016/s0960-8524(01)00120-1 · Cited by 1,251 · see citing works
Varma, A., & Palsson, B. Ø. (1994) · Applied and Environmental Microbiology · doi:10.1128/aem.60.10.3724-3731.1994 · Cited by 1,058 · see citing works
Kantarci, N., Borak, F., & Ulgen, K. O. (2005) · Process Biochemistry · doi:10.1016/j.procbio.2004.10.004 · Cited by 1,057 · see citing works
Dynamic flux balance analysis of diauxic growth in Escherichia coli
Mahadevan, R., Edwards, J. S., & Doyle, F. J. (2002) · Biophysical Journal · doi:10.1016/s0006-3495(02)73903-9 · Cited by 945 · see citing works
<i>Old Acetogens, New Light</i>
Drake, H. L., Gößner, A. S., & Daniel, S. L. (2008) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1419.016 · Cited by 578 · see citing works
Biomass-derived syngas fermentation into biofuels: Opportunities and challenges
Munasinghe, P. C., & Khanal, S. K. (2010) · Bioresource Technology · doi:10.1016/j.biortech.2009.12.098 · Cited by 559 · see citing works
Harcombe, W. R., Riehl, W. J., Dukovski, I., Granger, B. R., Betts, A., Lang, A., Bonilla, G. M., Kar, A., Leiby, N., Mehta, P., et al. (2014) · Cell Reports · doi:10.1016/j.celrep.2014.03.070 · Cited by 518 · see citing works
Microbiology of synthesis gas fermentation for biofuel production
Henstra, A. M., Sipma, J., Rinzema, A., & Stams, A. J. M. (2007) · Current Opinion in Biotechnology · doi:10.1016/j.copbio.2007.03.008 · Cited by 449 · see citing works
Commercial Biomass Syngas Fermentation.
Daniell, J., Köpke, M., & Simpson, S. (2012) · Energies · doi:10.3390/en5125372 · Cited by 444 · see citing works
Bouaifi, M., Hébrard, G., Bastoul, D., & Roustan, M. (2001) · Chemical Engineering and Processing - Process Intensification · doi:10.1016/s0255-2701(00)00129-x · Cited by 380 · see citing works
Metabolic pathways in the post-genome era
Papin, J. A., Price, N. D., Wiback, S. J., Fell, D. A., & Palsson, B. Ø. (2003) · Trends in Biochemical Sciences · doi:10.1016/s0968-0004(03)00064-1 · Cited by 365 · see citing works
Biomass gasification: Still promising? A 30-year global overview
Kirkels, A. F., & Verbong, G. P. J. (2010) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2010.09.046 · Cited by 344 · see citing works
Liou, J. S.-C., Balkwill, D. L., Drake, G. R., & Tanner, R. S. (2005) · INTERNATIONAL JOURNAL OF SYSTEMATIC AND EVOLUTIONARY MICROBIOLOGY · doi:10.1099/ijs.0.63482-0 · Cited by 317 · see citing works
Clostridium ljungdahlii sp. nov., an Acetogenic Species in Clostridial rRNA Homology Group I
Tanner, R. S., Miller, L. M., & Yang, D. (1993) · International Journal of Systematic Bacteriology · doi:10.1099/00207713-43-2-232 · Cited by 303 · see citing works
Reactor Design Issues for Synthesis‐Gas Fermentations
Bredwell, M. D., Srivastava, P., & Worden, R. M. (1999) · Biotechnology Progress · doi:10.1021/bp990108m · Cited by 275 · see citing works
Biological conversion of carbon monoxide: rich syngas or waste gases to bioethanol
Abubackar, H. N., Veiga, M. C., & Kennes (2011) · Biofuels Bioproducts and Biorefining · doi:10.1002/bbb.256 · Cited by 244 · see citing works
Younesi, H., Najafpour, G. D., & Mohamed, A. R. (2005) · Biochemical Engineering Journal · doi:10.1016/j.bej.2005.08.015 · Cited by 238 · see citing works
Fermentation of biomass‐generated producer gas to ethanol
Datar, R. P., Shenkman, R. M., Cateni, B. G., Huhnke, R. L., & Lewis, R. S. (2004) · Biotechnology and Bioengineering · doi:10.1002/bit.20071 · Cited by 230 · see citing works
A circulation cell model for bubble columns
Joshi, J. B., & Sharma, M. M. (1979) · Cited by 173 · see citing works
Nagarajan, H., Sahin, M., Nogales, J., Latif, H., Lovley, D. R., Ebrahim, A., & Zengler, K. (2013) · Microbial Cell Factories · doi:10.1186/1475-2859-12-118 · Cited by 170 · see citing works
Hanly, T. J., & Henson, M. A. (2010) · Biotechnology and Bioengineering · doi:10.1002/bit.22954 · Cited by 143 · see citing works
DFBAlab: a fast and reliable MATLAB code for dynamic flux balance analysis
Gomez, J. A., Höffner, K., & Barton, P. I. (2014) · BMC Bioinformatics · doi:10.1186/s12859-014-0409-8 · Cited by 143 · see citing works
Carbon monoxide partial pressure effects on the metabolic process of syngas fermentation
Hurst, K. M., & Lewis, R. S. (2009) · Biochemical Engineering Journal · doi:10.1016/j.bej.2009.09.004 · Cited by 142 · see citing works
Munasinghe, P. C., & Khanal, S. K. (2010) · Biotechnology Progress · doi:10.1002/btpr.473 · Cited by 142 · see citing works
Genthner, B. R. S., & Bryant, M. P. (1987) · Applied and Environmental Microbiology · doi:10.1128/aem.53.3.471-476.1987 · Cited by 129 · see citing works
Hjersted, J. L., Henson, M. A., & Mahadevan, R. (2007) · Biotechnology and Bioengineering · doi:10.1002/bit.21332 · Cited by 122 · see citing works
Hydrodynamics and local heat transfer measurements in a bubble column with suspension of yeast
Prakash, A., Margaritis, A., Li, H., & Bergougnou, M. A. (2001) · Biochemical Engineering Journal · doi:10.1016/s1369-703x(01)00137-1 · Cited by 100 · see citing works
Sim, J. H., Kamaruddin, A. H., Long, W. S., & Najafpour, G. D. (2006) · Enzyme and Microbial Technology · doi:10.1016/j.enzmictec.2006.09.017 · Cited by 77 · see citing works
Measuring Carbon Monoxide Gas-Liquid Mass Transfer in a Stirred Tank Reactor for Syngas Fermentation
Riggs, S. S., & Heindel, T. J. (2006) · Biotechnology Progress · doi:10.1021/bp050352f · Cited by 67 · see citing works
Mohammadi, M., Mohamed, A. R., Najafpour, G. D., Younesi, H., & Uzir, M. H. (2014) · The Scientific World JOURNAL · doi:10.1155/2014/910590 · Cited by 65 · see citing works
Fang, Y., Scheibe, T., Mahadevan, R., Garg, S., Long, P. E., & Lovley, D. R. (2010) · Journal of Contaminant Hydrology · doi:10.1016/j.jconhyd.2010.11.007 · Cited by 55 · see citing works
Jayasinghe, N., Franks, A. E., Nevin, K. P., & Mahadevan, R. (2014) · Biotechnology Journal · doi:10.1002/biot.201400068 · Cited by 49 · see citing works
Production of Ethanol from Synthesis Gas
Tanner, R. S. (2014) · Bioenergy · doi:10.1128/9781555815547.ch12 · Cited by 26 · see citing works
Mohammadi, M., Mohamed, A. R., Najafpour, G. D., et al. (2014) · Greater South Information System · doi:10.60692/3g0hs-jjt76 · Cited by 15 · see citing works
Flagged first, then by citations
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Sorted by citations
Liew, F., Martin, M. E., Tappel, R. C., Heijstra, B. D., Mihalcea, C., & Köpke, M. (2016) · Frontiers in Microbiology · doi:10.3389/fmicb.2016.00694 · Cited by 485 · see citing works
Takors, R., Kopf, M., Mampel, J., Bluemke, W., Blombach, B., Eikmanns, B. J., Bengelsdorf, F. R., Weuster‐Botz, D., & Dürre, P. (2018) · Microbial Biotechnology · doi:10.1111/1751-7915.13270 · Cited by 192 · see citing works
Syngas Fermentation: A Microbial Conversion Process of Gaseous Substrates to Various Products
Phillips, J. R., Huhnke, R. L., & Atiyeh, H. K. (2017) · Fermentation · doi:10.3390/fermentation3020028 · Cited by 187 · see citing works
Bacterial Anaerobic Synthesis Gas (Syngas) and CO 2 + H 2 Fermentation
Bengelsdorf, F. R., Beck, M. H., Erz, C., Hoffmeister, S., Karl, M. M., Riegler, P., Wirth, S., Poehlein, A., Weuster‐Botz, D., & Dürre, P. (2018) · Advances in applied microbiology · doi:10.1016/bs.aambs.2018.01.002 · Cited by 164 · see citing works
Rediverting carbon flux in Clostridium ljungdahlii using CRISPR interference (CRISPRi)
Woolston, B. M., Emerson, D. F., Currie, D. H., & Stephanopoulos, G. N. (2018) · Metabolic Engineering · doi:10.1016/j.ymben.2018.06.006 · Cited by 105 · see citing works
Spatiotemporal modeling of microbial metabolism
Chen, J., Gomez, J. A., Höffner, K., Phalak, P., Barton, P. I., & Henson, M. A. (2016) · BMC Systems Biology · doi:10.1186/s12918-016-0259-2 · Cited by 69 · see citing works
“to our other paper [24] for additional details about the bubble column model formulation and model sensitivity to various column operating and substrate uptake parameters.”
BackgroundPhalak, P., Chen, J., Carlson, R. P., & Henson, M. A. (2016) · BMC Systems Biology · doi:10.1186/s12918-016-0334-8 · Cited by 63 · see citing works
Zhang, X., Tchoukov, P., Manica, R., Wang, L., Liu, Q., & Xu, Z. (2016) · Soft Matter · doi:10.1039/c6sm02067d · Cited by 59 · see citing works
Gas Biological Conversions: The Potential of Syngas and Carbon Dioxide as Production Platforms
Gavala, H. N., Grimalt‐Alemany, A., Asimakopoulos, K., & Skiadas, I. V. (2021) · Waste and Biomass Valorization · doi:10.1007/s12649-020-01332-7 · Cited by 56 · see citing works
Benalcázar, E. A., Noorman, H. J., Filho, R. M., & Posada, J. A. (2020) · Biotechnology for Biofuels · doi:10.1186/s13068-020-01695-y · Cited by 50 · see citing works
Enriquez, F. A., & Ahring, B. K. (2023) · Bioresource Technology · doi:10.1016/j.biortech.2023.128948 · Cited by 46 · see citing works
Siebler, F., Lapin, A., Hermann, M., & Takors, R. (2019) · Chemical Engineering Science · doi:10.1016/j.ces.2019.06.018 · Cited by 45 · see citing works
In silico metabolic engineering of Clostridium ljungdahlii for synthesis gas fermentation
Chen, J., & Henson, M. A. (2016) · Metabolic Engineering · doi:10.1016/j.ymben.2016.10.002 · Cited by 43 · see citing works
Redl, S., Sukumara, S., Ploeger, T., Wu, L., Jensen, T. Ø., Nielsen, A. T., & Noorman, H. J. (2017) · Biotechnology for Biofuels · doi:10.1186/s13068-017-0827-8 · Cited by 43 · see citing works
Islam, Z. U., Yu, Z., Hassan, E. B., Dongdong, C., & Hongxun, Z. (2015) · Journal of Industrial Microbiology & Biotechnology · doi:10.1007/s10295-015-1687-5 · Cited by 41 · see citing works
Chen, J., Daniell, J., Griffin, D. W., Li, X., & Henson, M. A. (2017) · Biochemical Engineering Journal · doi:10.1016/j.bej.2017.10.018 · Cited by 37 · see citing works
Genome-scale metabolic networks in time and space
Øyås, O., & Stelling, J. (2017) · Current Opinion in Systems Biology · doi:10.1016/j.coisb.2017.12.003 · Cited by 36 · see citing works
de Medeiros, E. M., Posada, J. A., Noorman, H. J., & Filho, R. M. (2019) · Biotechnology and Bioengineering · doi:10.1002/bit.27108 · Cited by 35 · see citing works
Genome-scale modelling of microbial metabolism with temporal and spatial resolution
Henson, M. A. (2015) · Biochemical Society Transactions · doi:10.1042/bst20150146 · Cited by 30 · see citing works
Low-Carbon Fuel and Chemical Production by Anaerobic Gas Fermentation
Daniell, J., Nagaraju, S., Burton, F., Köpke, M., & Simpson, S. D. (2015) · Advances in biochemical engineering, biotechnology · doi:10.1007/10_2015_5005 · Cited by 28 · see citing works
Incorporating hydrodynamics into spatiotemporal metabolic models of bubble column gas fermentation
Li, X., Griffin, D. W., Li, X., & Henson, M. A. (2018) · Biotechnology and Bioengineering · doi:10.1002/bit.26848 · Cited by 28 · see citing works
Dos and don’ts for scaling up gas fermentations
Puiman, L., Bokelmann, C., Simpson, S. D., Spormann, A. M., & Takors, R. (2025) · Current Opinion in Biotechnology · doi:10.1016/j.copbio.2025.103294 · Cited by 23 · see citing works
Li, X., & Henson, M. A. (2019) · Biochemical Engineering Journal · doi:10.1016/j.bej.2019.107338 · Cited by 22 · see citing works
Katakojwala, R., Tharak, A., Sarkar, O., & Mohan, S. V. (2022) · Bioresource Technology · doi:10.1016/j.biortech.2022.126937 · Cited by 22 · see citing works
Determining global trends in syngas fermentation research through a bibliometric analysis
Calvo, D. C., Wandurraga, H. J. L., Arango, J. A., Torres, C. I., & Rittmann, B. E. (2022) · Journal of Environmental Management · doi:10.1016/j.jenvman.2022.114522 · Cited by 21 · see citing works
Ngu, V., Morchain, J., & Cockx, A. (2022) · Chemical Engineering Science · doi:10.1016/j.ces.2022.117478 · Cited by 21 · see citing works
Floating Membrane Bioreactors with High Gas Hold-Up for Syngas-to-Biomethane Conversion
Chandolias, K., Pekgenc, E., & Taherzadeh, M. J. (2019) · Energies · doi:10.3390/en12061046 · Cited by 20 · see citing works
Foster, C., Charubin, K., Papoutsakis, E. T., & Maranas, C. D. (2021) · mSystems · doi:10.1128/msystems.01325-20 · Cited by 20 · see citing works
Dynamic Flux Balance Analysis Using DFBAlab
Gomez, J. A., & Barton, P. I. (2017) · Methods in molecular biology · doi:10.1007/978-1-4939-7528-0_16 · Cited by 18 · see citing works
Siebler, F., Lapin, A., & Takors, R. (2020) · Engineering in Life Sciences · doi:10.1002/elsc.201900132 · Cited by 15 · see citing works
Spatiotemporal metabolic modeling of bacterial life in complex habitats
Borer, B., & Or, D. (2021) · Current Opinion in Biotechnology · doi:10.1016/j.copbio.2021.01.004 · Cited by 14 · see citing works
Techno-economic-environmental analysis of CO2 fermentation to acetic acid
Regis, F., Demichelis, F., Videla, A. H. M., & Fino, D. (2025) · Chemical Engineering Journal · doi:10.1016/j.cej.2025.166138 · Cited by 13 · see citing works
Bioreactor modelling for syngas fermentation: Kinetic characterization
Ruggiero, G., Lanzillo, F., Raganati, F., Russo, M. E., Salatino, P., & Marzocchella, A. (2022) · Food and Bioproducts Processing · doi:10.1016/j.fbp.2022.04.002 · Cited by 12 · see citing works
Metabolic Versatility of acetogens in syngas Fermentation: Responding to varying CO availability
Moreira, J. P. C., Domingues, L., & Alves, J. I. (2024) · Bioresource Technology · doi:10.1016/j.biortech.2024.131823 · Cited by 12 · see citing works
de Medeiros, E. M., Noorman, H. J., Filho, R. M., & Posada, J. A. (2021) · Fermentation · doi:10.3390/fermentation7040201 · Cited by 10 · see citing works
Generalized Derivatives of Lexicographic Linear Programs
Gomez, J. A., Höffner, K., Khan, K. A., & Barton, P. I. (2018) · Journal of Optimization Theory and Applications · doi:10.1007/s10957-018-1309-2 · Cited by 10 · see citing works
Manna, D., Chowdhury, R., Calay, R. K., & Mustafa, M. Y. (2024) · Energies · doi:10.3390/en17030562 · Cited by 7 · see citing works
Dohnal, M. (2016) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2016.07.029 · Cited by 8 · see citing works
Wang, Y., Shen, X., Zhang, H., & Wang, T. (2023) · AIChE Journal · doi:10.1002/aic.18291 · Cited by 6 · see citing works
Dohnal, M., & Doubravský, K. (2016) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2016.07.031 · Cited by 6 · see citing works
Grape Must as a Bioelectrochemical Processor
Mougkogiannis, P., & Adamatzky, A. (2026) · ACS Omega · doi:10.1021/acsomega.5c10998 · Cited by 5 · see citing works
Nasershariat, M., Pishvaie, M. R., Boozarjomehry, R. B., & Waldherr, S. (2024) · Bioprocess and Biosystems Engineering · doi:10.1007/s00449-024-02966-w · Cited by 5 · see citing works
Process Engineering Aspects for the Microbial Conversion of C1 Gases
Weuster‐Botz, D. (2021) · Advances in biochemical engineering, biotechnology · doi:10.1007/10_2021_172 · Cited by 5 · see citing works
A biotechnological overview of syngas fermentation
Achinas, S., Mulder, J., & Euverink, G. J. W. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-822810-4.00027-0 · Cited by 5 · see citing works
SimDFBA: A framework for bioprocess simulation and development
Shoabjareh, A. S., Farhadi, F., & Pishvaie, M. R. (2022) · Computers & Chemical Engineering · doi:10.1016/j.compchemeng.2022.108073 · Cited by 4 · see citing works
Interaction Steady State Transportation Network and Planning Optimization Model
Chen, B., Fu, D., & Yang, Y. (2019) · Advances in intelligent systems and computing · doi:10.1007/978-3-030-15235-2_105 · Cited by 3 · see citing works
Sánchez, A., & Martı́n, M. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-824324-4.00018-4 · Cited by 3 · see citing works
Microbial Processes for the Conversion of CO2 und CO
Weuster‐Botz, D., & Takors, R. (2023) · Circular economy and sustainability · doi:10.1007/978-3-031-27811-2_8 · Cited by 4 · see citing works
Li, X., & Henson, M. A. (2021) · Journal of Applied Microbiology · doi:10.1111/jam.15155 · Cited by 3 · see citing works
Integrated Metabolic and Process Modeling of Bubble Column Reactors for Gas Fermentation
Li, X., Chen, J., Griffin, D. W., Li, X., & Henson, M. A. (2018) · Computer-aided chemical engineering/Computer aided chemical engineering · doi:10.1016/b978-0-444-64241-7.50410-9 · Cited by 2 · see citing works
Manna, D., Pati, S., De, S. K., & Chowdhury, R. (2024) · Energy, environment, and sustainability · doi:10.1007/978-981-97-1406-3_12 · Cited by 1 · see citing works
Garcia, S. (2026) · Biotechnology Advances · doi:10.1016/j.biotechadv.2026.108962 · Cited by 1 · see citing works
Construction of Calculation Model for Critical Safe Distance of Shared Lanes
Chen, B., Fu, D., & Yang, Y. (2019) · Advances in intelligent systems and computing · doi:10.1007/978-3-030-15740-1_93 · Cited by 1 · see citing works
Observability of Bacterial Growth Models in Bubble Column Bioreactors
Lecca, P., & Re, A. (2020) · Lecture notes in computer science · doi:10.1007/978-3-030-63061-4_27 · Cited by 1 · see citing works
On the influence of gas–liquid two-phase flow on Lorentz force velocimetry
Wiederhold, A., Resagk, C., & Cierpka, C. (2018) · Measurement Science and Technology · doi:10.1088/1361-6501/aaca8a · Cited by 1 · see citing works
Fermentative Alcohol Production
Martı́n, M., Sánchez, A., & Woodley, J. M. (2018) · Green energy and technology · doi:10.1007/978-981-10-7677-0_8
Mikrobielle Verfahren zur Umsetzung von CO2 und CO
Weuster‐Botz, D., Kensy, F., Wever, H. D., & Garcia‐Gonzalez, L. (2020) · Springer eBooks · doi:10.1007/978-3-662-60649-0_8
Nasershariat, M., Pishvaie, M. R., Boozarjomehry, R. B., & Waldherr, S. (2025) · ACS Sustainable Chemistry & Engineering · doi:10.1021/acssuschemeng.5c01815
A 1D model for scale-up of CO2 fermentation to acetic acid in industrial scale bubble columns
Regis, F., Buffo, A., Monteverde, A., & Fino, D. (2026) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2026.129111
Transforming biomass into liquid fuels through syngas fermentation
Su, C., Li, Y., Cao, J., Zhao, G., Zhou, X., Han, R., & Cai, D. (2026) · Elsevier eBooks · doi:10.1016/b978-0-443-34088-8.00027-6
- Authors
- Chen, J., Gomez, J. A., Höffner, K., Barton, P. I., & Henson, M. A.
- Affiliations
- University of Massachusetts Amherst (US)
- Massachusetts Institute of Technology (US)
- Corresponding author
- Henson, Michael A.
- Venue
- Biotechnology for Biofuels
- Published
- 2015-06-20
- Volume
- 8
- Issue
- 1
- Pages
- 89-89
- ISSN
- 1754-6834 (ISSN-L)
- PMC
- PMC4477499
- OpenAlex
- W1603494243
- Cited by
- 61
- References
- 35
- Citations by year
- 2026: 4 · 2025: 3 · 2024: 4 · 2023: 3 · 2022: 5 · 2021: 8 · 2020: 5 · 2019: 6 · 2018: 8 · 2017: 5 · 2016: 7 · 2015: 3
- FWCI
- 3.33
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Biotechnology for Biofuels (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- ScholarWorks@UMassAmherst (University of Massachusetts Amherst) (submittedVersion, cc-by)
- DSpace@MIT (Massachusetts Institute of Technology) (submittedVersion, cc-by-nc-sa)
- Scholarworks (University of Massachusetts Amherst) (submittedVersion, cc-by)
- Funders
- ReCommunity Recycling (ID0EQDAE182)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Microbial Metabolic Engineering and Bioproduction
- Physical Sciences › Engineering › Biomedical Engineering › Biofuel production and bioconversion
- Physical Sciences › Engineering › Biomedical Engineering › Fluid Dynamics and Mixing
- Keywords
- syngas fermentation, bubble column, Clostridium ljungdahlii, metabolic modeling, multiphase transport, genome-scale metabolic reconstruction, ethanol production, 2,3-butanediol, CO and H2 conversion
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