1
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Sinner P, Stiegler M, Goldbeck O, Seibold GM, Herwig C, Kager J. Online estimation of changing metabolic capacities in continuous Corynebacterium glutamicum cultivations growing on a complex sugar mixture. Biotechnol Bioeng 2021; 119:575-590. [PMID: 34821377 PMCID: PMC9299845 DOI: 10.1002/bit.28001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Revised: 10/06/2021] [Accepted: 11/12/2021] [Indexed: 01/16/2023]
Abstract
Model‐based state estimators enable online monitoring of bioprocesses and, thereby, quantitative process understanding during running operations. During prolonged continuous bioprocesses strain physiology is affected by selection pressure. This can cause time‐variable metabolic capacities that lead to a considerable model‐plant mismatch reducing monitoring performance if model parameters are not adapted accordingly. Variability of metabolic capacities therefore needs to be integrated in the in silico representation of a process using model‐based monitoring approaches. To enable online monitoring of multiple concentrations as well as metabolic capacities during continuous bioprocessing of spent sulfite liquor with Corynebacterium glutamicum, this study presents a particle filtering framework that takes account of parametric variability. Physiological parameters are continuously adapted by Bayesian inference, using noninvasive off‐gas measurements. Additional information on current parameter importance is derived from time‐resolved sensitivity analysis. Experimental results show that the presented framework enables accurate online monitoring of long‐term culture dynamics, whereas state estimation without parameter adaption failed to quantify substrate metabolization and growth capacities under conditions of high selection pressure. Online estimated metabolic capacities are further deployed for multiobjective optimization to identify time‐variable optimal operating points. Thereby, the presented monitoring system forms a basis for adaptive control during continuous bioprocessing of lignocellulosic by‐product streams.
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Affiliation(s)
- Peter Sinner
- Research Unit of Biochemical Engineering, Institute of Chemical, Environmental and Bioscience Engineering, Technische Universität Wien, Vienna, Austria
| | - Marlene Stiegler
- Research Unit of Biochemical Engineering, Institute of Chemical, Environmental and Bioscience Engineering, Technische Universität Wien, Vienna, Austria
| | - Oliver Goldbeck
- Institute of Microbiology and Biotechnology, University of Ulm, Ulm, Germany
| | - Gerd M Seibold
- Section for Synthetic Biology, Department of Biotechnology and Biomedicine, Technical University of Denmark, Lyngby, Denmark
| | - Christoph Herwig
- Research Unit of Biochemical Engineering, Institute of Chemical, Environmental and Bioscience Engineering, Technische Universität Wien, Vienna, Austria
| | - Julian Kager
- Research Unit of Biochemical Engineering, Institute of Chemical, Environmental and Bioscience Engineering, Technische Universität Wien, Vienna, Austria.,Competence Center CHASE GmbH, Linz, Austria
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2
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Baeten JE, van Dijk EJH, Pronk M, van Loosdrecht MCM, Volcke EIP. Potential of off-gas analyses for sequentially operated reactors demonstrated on full-scale aerobic granular sludge technology. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 787:147651. [PMID: 34000528 DOI: 10.1016/j.scitotenv.2021.147651] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Revised: 04/22/2021] [Accepted: 05/05/2021] [Indexed: 06/12/2023]
Abstract
This work shows how more variables can be monitored with a single off-gas sampler on sequentially operated than on continuously fed and aerated reactors and applies the methods to data from a full-scale aerobic granular sludge reactor as a demonstration and to obtain insight in this technology. First, liquid-gas transfer rates were calculated. Oxygen (O2) absorption and carbon dioxide (CO2) emission rates showed comparable cyclic trends due to the coupling of O2 consumption and CO2 production. Methane (CH4) emissions showed a stripping profile and nitrous oxide (N2O) emissions showed two peaks each cycle, which were attributed to different production pathways. Secondly, aeration characteristics were calculated, of which the gradual improvement within cycles was explained by surfactants degradation. Thirdly, liquid phase concentrations were estimated from off-gas measurements via a novel calculation procedure. As such, an average influent CH4 concentration of 0.7 g·m-3 was found. Fourthly, reaction rates could be estimated from off-gas data because no feeding or discharge occurred during reaction phases. The O2 consumption rate increased with increasing dissolved oxygen and decreased once nitrification was complete. Fifthly, greenhouse gas emissions could be derived, indicating a 0.06% N2O emission factor. Sixthly, off-gas gave an indication of influent characteristics. The CO2 emitted per kg COD catabolized corresponded with the TOC/COD ratio of typical wastewater organics in cycles with balanced nitrification and denitrification. High nitrogen removal efficiencies were associated with high catabolized COD/N ratios as estimated from the O2 absorption. Finally, mass balances could be closed using off-gas O2 data. As such, an observed yield of 0.27 g COD/g COD was found. All these variables could be estimated with a single sampler because aeration without feeding creates a more homogeneous off-gas composition and simplifies liquid-phase mass balances. Therefore, off-gas analyzers may have a broader application potential for sequentially operated reactors than currently acknowledged.
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Affiliation(s)
- Janis E Baeten
- BioCo Research Group, Department of Green Chemistry and Technology, Coupure Links 653, 9000 Gent, Ghent University, Belgium.
| | - Edward J H van Dijk
- Environmental Biotechnology, Department of Biotechnology, Delft University of Technology, Van der Maasweg 9, 2629 HZ Delft, the Netherlands; Royal HaskoningDHV, Laan 1914 35, Amersfoort 3800, AL, the Netherlands.
| | - Mario Pronk
- Environmental Biotechnology, Department of Biotechnology, Delft University of Technology, Van der Maasweg 9, 2629 HZ Delft, the Netherlands; Royal HaskoningDHV, Laan 1914 35, Amersfoort 3800, AL, the Netherlands.
| | - Mark C M van Loosdrecht
- Environmental Biotechnology, Department of Biotechnology, Delft University of Technology, Van der Maasweg 9, 2629 HZ Delft, the Netherlands.
| | - Eveline I P Volcke
- BioCo Research Group, Department of Green Chemistry and Technology, Coupure Links 653, 9000 Gent, Ghent University, Belgium.
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3
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Lira-Parada PA, Tuveri A, Seibold GM, Bar N. Comparison of noninvasive, in-situ and external monitoring of microbial growth in fed-batch cultivations in Corynebacterium glutamicum. Biochem Eng J 2021. [DOI: 10.1016/j.bej.2021.107989] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
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4
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Sinner P, Stiegler M, Herwig C, Kager J. Noninvasive online monitoring of Corynebacterium glutamicum fed-batch bioprocesses subject to spent sulfite liquor raw material uncertainty. BIORESOURCE TECHNOLOGY 2021; 321:124395. [PMID: 33285509 DOI: 10.1016/j.biortech.2020.124395] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Revised: 11/04/2020] [Accepted: 11/05/2020] [Indexed: 06/12/2023]
Abstract
In this study the use of a particle filter algorithm to monitor Corynebacterium glutamicum fed-batch bioprocesses with uncertain raw material input composition is shown. The designed monitoring system consists of a dynamic model describing biomass growth on spent sulfite liquor. Based on particle filtering, model simulations are aligned with continuously and noninvasively measured carbon evolution and oxygen uptake rates, giving an estimate of the most probable culture state. Applied on two validation experiments, culture states were accurately estimated during batch and fed-batch operations with root mean square errors below 1.1 g L-1 for biomass, 0.6 g L-1 for multiple substrate concentrations and 0.01 g g-1 h-1 for biomass specific substrate uptake rates. Additionally, upon fed-batch start uncertain feedstock concentrations were corrected by the estimator without the need of any additional measurements. This provides a solid basis towards a more robust operation of bioprocesses utilizing lignocellulosic side streams.
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Affiliation(s)
- Peter Sinner
- Institute of Chemical, Environmental and Bioscience Engineering, Technische Universität Wien, Gumpendorfer Straße 1a, 1060 Vienna, Austria
| | - Marlene Stiegler
- Institute of Chemical, Environmental and Bioscience Engineering, Technische Universität Wien, Gumpendorfer Straße 1a, 1060 Vienna, Austria
| | - Christoph Herwig
- Institute of Chemical, Environmental and Bioscience Engineering, Technische Universität Wien, Gumpendorfer Straße 1a, 1060 Vienna, Austria
| | - Julian Kager
- Institute of Chemical, Environmental and Bioscience Engineering, Technische Universität Wien, Gumpendorfer Straße 1a, 1060 Vienna, Austria.
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5
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Floris P, Dorival-García N, Lewis G, Josland G, Merriman D, Bones J. Real-time characterization of mammalian cell culture bioprocesses by magnetic sector MS. ANALYTICAL METHODS : ADVANCING METHODS AND APPLICATIONS 2020; 12:5601-5612. [PMID: 33179638 DOI: 10.1039/d0ay01563f] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Mammalian cell culture processes were characterized upon the analysis of the exhaust-gas composition achieved through the on-line integration of a magnetic sector MS analyser with benchtop bioreactors. The non-invasive configuration of the magnetic sector MS provided continuous evaluation of the bioreactor's exhaust gas filter integrity and facilitated the accurate quantification of O2 and CO2 levels in the off-gas stream which ensured preserved bioreactor sterility prior to cell inoculation and provided evidence of the ongoing cellular respiratory activity throughout the cultures. Real-time determination of process parameters such as the Respiratory Quotient (RQ) allowed for precise pin-pointing of the occurrence of shifts in cellular metabolism which were correlated to depletion of key nutrients in the growth medium, demonstrating the suitability of this technology for tracking cell culture process performance.
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Affiliation(s)
- Patrick Floris
- Characterisation and Comparability Laboratory, NIBRT-The National Institute for Bioprocessing Research and Training, Fosters avenue, Mount Merrion, Blackrock, Co. Dublin A94 X099, Ireland.
| | - Noemí Dorival-García
- Characterisation and Comparability Laboratory, NIBRT-The National Institute for Bioprocessing Research and Training, Fosters avenue, Mount Merrion, Blackrock, Co. Dublin A94 X099, Ireland.
| | - Graham Lewis
- Thermo Fisher Scientific, Ion Path, Road Three, Winsford, CW7 3GA, UK
| | - Graham Josland
- Thermo Fisher Scientific, Ion Path, Road Three, Winsford, CW7 3GA, UK
| | - Daniel Merriman
- Thermo Fisher Scientific, Ion Path, Road Three, Winsford, CW7 3GA, UK
| | - Jonathan Bones
- Characterisation and Comparability Laboratory, NIBRT-The National Institute for Bioprocessing Research and Training, Fosters avenue, Mount Merrion, Blackrock, Co. Dublin A94 X099, Ireland. and School of Chemical and Bioprocess Engineering, University College Dublin, Dublin 4, Belfield, D04 V1W8, Ireland
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6
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Baeten JE, van Loosdrecht MCM, Volcke EIP. When and why do gradients of the gas phase composition and pressure affect liquid-gas transfer? WATER RESEARCH 2020; 178:115844. [PMID: 32361287 DOI: 10.1016/j.watres.2020.115844] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/07/2020] [Revised: 04/14/2020] [Accepted: 04/15/2020] [Indexed: 06/11/2023]
Abstract
Gas bubbles are introduced in water to absorb or strip volatile substances in a variety of unit operations, for example during (waste)water treatment. To calculate the transfer rate of substances between the liquid phase and the gas phase, different assumptions have been made in literature regarding the gas phase composition and hydraulic pressure, which both vary along the reactor height. In this study, analytical expressions were derived for the total (macroscopic) liquid-gas transfer rate, using either the complete gradients of the mole fraction and pressure (comprehensive approach) or a uniform value, for one or both of them. Simulations with the comprehensive model were performed to understand the effect of the type of volatile substance and of the reactor design and operating conditions on the total liquid-gas transfer rate. These effects were found to be highly interactive and often non-linear. Next, the simulation results of the comprehensive model were compared with those from models that assume either a uniform mole fraction or a uniform pressure in the complete reactor volume. This illustrated that for soluble substances, the mole fraction gradient strongly affects the total liquid-gas transfer rate, while the pressure gradient became only important under operating conditions that promote stripping (i.e., for a high concentration in the liquid phase and low concentration in the inlet gas). For very poorly soluble substances, the pressure became more important under conditions that promote absorption. These results on the importance of the mole fraction and pressure gradients remained equally valid when explicitly considering a typical variation of the volumetric overall transfer coefficient (KLa) along the reactor height. Finally, a simple and fast procedure was made available through a spreadsheet to select appropriate simplifying assumptions in reactor or plant-wide models. By applying the procedure to oxygen (O2), carbon dioxide (CO2), methane (CH4), nitrous oxide (N2O) and nitrogen gas (N2) in an aerobic biological wastewater treatment reactor, it was demonstrated that some common simplifications can lead to significant errors, for which corrections were proposed.
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Affiliation(s)
- Janis E Baeten
- Department of Green Chemistry and Technology, Coupure Links 653, 9000, Gent, Ghent University, Belgium
| | - Mark C M van Loosdrecht
- Department of Biotechnology, Delft University of Technology, Van der Maasweg 9, 2629 HZ, Delft, the Netherlands
| | - Eveline I P Volcke
- Department of Green Chemistry and Technology, Coupure Links 653, 9000, Gent, Ghent University, Belgium.
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7
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Zhang X, Moroney J, Hoshan L, Jiang R, Xu S. Systematic evaluation of high-throughput scale-down models for single-use bioreactors (SUB) using volumetric gas flow rate as the criterion. Biochem Eng J 2019. [DOI: 10.1016/j.bej.2019.107307] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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8
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Holmes B, Paddock MB, VanderGheynst JS, Higgins BT. Algal photosynthetic aeration increases the capacity of bacteria to degrade organics in wastewater. Biotechnol Bioeng 2019; 117:62-72. [DOI: 10.1002/bit.27172] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2019] [Revised: 09/01/2019] [Accepted: 09/06/2019] [Indexed: 01/09/2023]
Affiliation(s)
- Bryan Holmes
- Biosystems Engineering Auburn University Auburn Alabama
| | | | - Jean S. VanderGheynst
- Biological and Agricultural Engineering, UC Davis Davis California
- Bioengineering University of Massachusetts Dartmouth Dartmouth Massachusetts
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9
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Fiat J, Filali A, Fayolle Y, Bernier J, Rocher V, Spérandio M, Gillot S. Considering the plug-flow behavior of the gas phase in nitrifying BAF models significantly improves the prediction of N 2O emissions. WATER RESEARCH 2019; 156:337-346. [PMID: 30928528 DOI: 10.1016/j.watres.2019.03.047] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2018] [Revised: 03/21/2019] [Accepted: 03/24/2019] [Indexed: 06/09/2023]
Abstract
Nitrifying biologically active filters (BAFs) have been found to be high emitters of nitrous oxide (N2O), a powerful greenhouse gas contributing to ozone layer depletion. While recent models have greatly improved our understanding of the triggers of N2O emissions from suspended-growth processes, less is known about N2O emissions from full-scale biofilm processes. Tertiary nitrifying BAFs have been modeled at some occasions but considering strong simplifications on the description of gas-liquid exchanges which are not appropriate for N2O prediction. In this work, a tertiary nitrifying BAF model including the main N2O biological pathways was developed and confronted to full-scale data from Seine Aval, the largest wastewater resource recovery facility in Europe. A mass balance on the gaseous compounds was included in order to correctly describe the N2O gas-liquid partition, thus N2O emissions. Preliminary modifications of the model structure were made to include the gas phase as a compartment of the model, which significantly affected the prediction of nitrification. In particular, considering gas hold-up influenced the prediction of the hydraulic retention time, thus nitrification performances: a 3.5% gas fraction reduced ammonium removal by 13%, as the liquid volume, small in such systems, is highly sensitive to the gas presence. Finally, the value of the volumetric oxygen transfer coefficient was adjusted to successfully predict both nitrification and N2O emissions.
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Affiliation(s)
- Justine Fiat
- Irstea, UR HBAN, CS 10030, F-92761, Antony Cedex, France
| | - Ahlem Filali
- Irstea, UR HBAN, CS 10030, F-92761, Antony Cedex, France.
| | | | - Jean Bernier
- SIAAP, Direction Innovation Environnement, 92700, Colombes, France
| | - Vincent Rocher
- SIAAP, Direction Innovation Environnement, 92700, Colombes, France
| | | | - Sylvie Gillot
- Irstea, UR REVERSAAL, F-69626, Villeurbanne Cedex, France
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10
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He C, Ye P, Wang H, Liu X, Li F. A systematic mass-transfer modeling approach for mammalian cell culture bioreactor scale-up. Biochem Eng J 2019. [DOI: 10.1016/j.bej.2018.09.019] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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11
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Xu S, Hoshan L, Jiang R, Gupta B, Brodean E, O'Neill K, Seamans TC, Bowers J, Chen H. A practical approach in bioreactor scale-up and process transfer using a combination of constant P/V and vvm as the criterion. Biotechnol Prog 2017; 33:1146-1159. [PMID: 28440060 DOI: 10.1002/btpr.2489] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2016] [Revised: 04/13/2017] [Indexed: 11/06/2022]
Abstract
Bioreactor scale-up is a critical step in the production of therapeutic proteins such as monoclonal antibodies (MAbs). With the scale-up criterion such as similar power input per volume or O2 volumetric mass transfer coefficient ( kLa), adequate oxygen supply and cell growth can be largely achieved. However, CO2 stripping in the growth phase is often inadequate. This could cascade down to increased base addition and osmolality, as well as residual lactate increase and compromised production and product quality. Here we describe a practical approach in bioreactor scale-up and process transfer, where bioreactor information may be limited. We evaluated the sparger kLa and kLaCO2 (CO2 volumetric mass transfer coefficient) from a range of bioreactor scales (3-2,000 L) with different spargers. Results demonstrated that kLa for oxygen is not an issue when scaling from small-scale to large-scale bioreactors at the same gas flow rate per reactor volume (vvm). Results also showed that sparging CO2 stripping, kLaCO2, is dominated by the gas throughput. As a result, a combination of a minimum constant vvm air or N2 flow with a similar specific power was used as the general scale-up criterion. An equation was developed to determine the minimum vvm required for removing CO2 produced from cell respiration. We demonstrated the effectiveness of using such scale-up criterion with five MAb projects exhibiting different cell growth and metabolic characteristics, scaled from 3 to 2,000 L bioreactors across four sites. © 2017 American Institute of Chemical Engineers Biotechnol. Prog., 33:1146-1159, 2017.
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Affiliation(s)
- Sen Xu
- Process Development and Engineering, Biologics & Vaccines, Merck & Co., Inc., Kenilworth, NJ, 07033
| | - Linda Hoshan
- Process Development and Engineering, Biologics & Vaccines, Merck & Co., Inc., Kenilworth, NJ, 07033
| | - Rubin Jiang
- Process Development and Engineering, Biologics & Vaccines, Merck & Co., Inc., Kenilworth, NJ, 07033
| | - Balrina Gupta
- Process Development and Engineering, Biologics & Vaccines, Merck & Co., Inc., Kenilworth, NJ, 07033
| | - Eric Brodean
- Process Development and Engineering, Biologics & Vaccines, Merck & Co., Inc., Kenilworth, NJ, 07033
| | - Kristin O'Neill
- BioProcess Technical Operations, Biologics & Vaccines, Merck & Co., Inc., Kenilworth, NJ, 07033
| | - T Craig Seamans
- BioProcess Technical Operations, Biologics & Vaccines, Merck & Co., Inc., Kenilworth, NJ, 07033
| | - John Bowers
- BioProcess Technical Operations, Biologics & Vaccines, Merck & Co., Inc., Kenilworth, NJ, 07033
| | - Hao Chen
- Process Development and Engineering, Biologics & Vaccines, Merck & Co., Inc., Kenilworth, NJ, 07033
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12
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Xing Z, Lewis AM, Borys MC, Li ZJ. A carbon dioxide stripping model for mammalian cell culture in manufacturing scale bioreactors. Biotechnol Bioeng 2017; 114:1184-1194. [DOI: 10.1002/bit.26232] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2016] [Revised: 10/14/2016] [Accepted: 11/28/2016] [Indexed: 11/12/2022]
Affiliation(s)
- Zizhuo Xing
- Biologics Development and Operations; Bristol-Myers Squibb Company; 38 Jackson Road Devens 01434 Massachusetts
| | - Amanda M. Lewis
- Biologics Development and Operations; Bristol-Myers Squibb Company; 38 Jackson Road Devens 01434 Massachusetts
| | - Michael C. Borys
- Biologics Development and Operations; Bristol-Myers Squibb Company; 38 Jackson Road Devens 01434 Massachusetts
| | - Zheng Jian Li
- Biologics Development and Operations; Bristol-Myers Squibb Company; 38 Jackson Road Devens 01434 Massachusetts
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13
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Vajrala SG, Murhammer DW. Effect of
CO
2
on uninfected
S
f‐9 cell growth and metabolism. Biotechnol Prog 2016; 32:465-9. [DOI: 10.1002/btpr.2229] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2015] [Revised: 10/16/2015] [Indexed: 11/06/2022]
Affiliation(s)
- Sucheta G. Vajrala
- Department of Chemical and Biochemical Engineering4133 Seamans Center, The University of IowaIowa City IA52242
| | - David W. Murhammer
- Department of Chemical and Biochemical Engineering4133 Seamans Center, The University of IowaIowa City IA52242
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14
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15
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de Jonge L, Heijnen J, van Gulik W. Reconstruction of the oxygen uptake and carbon dioxide evolution rates of microbial cultures at near-neutral pH during highly dynamic conditions. Biochem Eng J 2014. [DOI: 10.1016/j.bej.2013.12.002] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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16
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Elhajj J, Al-Hindi M, Azizi F. A Review of the Absorption and Desorption Processes of Carbon Dioxide in Water Systems. Ind Eng Chem Res 2013. [DOI: 10.1021/ie403245p] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Jessy Elhajj
- Chemical
Engineering Program, American University of Beirut, P.O. Box 11-0236, Riad El Solh, Beirut 1107
2020, Lebanon
| | - Mahmoud Al-Hindi
- Chemical
Engineering Program, American University of Beirut, P.O. Box 11-0236, Riad El Solh, Beirut 1107
2020, Lebanon
| | - Fouad Azizi
- Chemical
Engineering Program, American University of Beirut, P.O. Box 11-0236, Riad El Solh, Beirut 1107
2020, Lebanon
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17
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Winckler S, Krueger R, Schnitzler T, Zang W, Fischer R, Biselli M. A sensitive monitoring system for mammalian cell cultivation processes: a PAT approach. Bioprocess Biosyst Eng 2013; 37:901-12. [DOI: 10.1007/s00449-013-1062-8] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2013] [Accepted: 09/09/2013] [Indexed: 11/30/2022]
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18
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Geng X, Boufadel MC, Wrenn B. Mathematical modeling of the biodegradation of residual hydrocarbon in a variably-saturated sand column. Biodegradation 2012; 24:153-63. [DOI: 10.1007/s10532-012-9566-5] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2011] [Accepted: 06/12/2012] [Indexed: 11/29/2022]
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19
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Yan C, Zhang H, Li B, Wang D, Zhao Y, Zheng Z. Effects of influent C/N ratios on CO2 and CH4 emissions from vertical subsurface flow constructed wetlands treating synthetic municipal wastewater. JOURNAL OF HAZARDOUS MATERIALS 2012; 203-204:188-194. [PMID: 22192587 DOI: 10.1016/j.jhazmat.2011.12.002] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/11/2011] [Revised: 11/23/2011] [Accepted: 12/01/2011] [Indexed: 05/31/2023]
Abstract
Greenhouse gases (GHG) emissions from constructed wetlands (CWs) can mitigate the environmental benefits of nutrient removal because reduced water pollution could be replaced by emission of GHG. Therefore, the GHG (CO(2) and CH(4)) fluxes of vertical subsurface flow constructed wetlands (VSSF CWs) under different influent C/N ratios of synthetic municipal wastewater were analyzed directly by GHG flux measurements, and estimated by carbon mass balance (CMB) over a 12 month period. The VSSF CWs system achieved the highest biological nutrient removal (BNR) efficiency between C/N ratios of 5:1 and 10:1 across all kinds of pollutants. Variation in influent C/N ratios dramatically influenced GHG fluxes from the VSSF CWs system. The GHG flux measured in situ agreed with those predicted by the CMB model and represented relatively low GHG fluxes when C/N ratios were between 2.5:1 and 5:1. It was determined that the optimum C/N ratio is 5:1, at which VSSF CWs can achieve a relatively high BNR efficiency and a low level of GHG flux.
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Affiliation(s)
- Cheng Yan
- Department of Environmental Science and Engineering, Fudan University, 220 Handan Road, Shanghai 200433, PR China
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20
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Kim HW, Marcus AK, Shin JH, Rittmann BE. Advanced control for photoautotrophic growth and CO2-utilization efficiency using a membrane carbonation photobioreactor (MCPBR). ENVIRONMENTAL SCIENCE & TECHNOLOGY 2011; 45:5032-5038. [PMID: 21557590 DOI: 10.1021/es104235v] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
A membrane carbonation (MC) module uses bubbleless gas-transfer membranes to supply inorganic carbon (C(i)) for photoautotrophic cyanobacterial growth in a photobioreactor (PBR); this creates the novel MCPBR system, which allows precise control of the CO(2)-delivery rate and minimal loss of CO(2) to the atmosphere. Experiments controlled the supply rate of C(i) to the main PBR by regulating the recirculation rate (Q(R)) between the module of MC chamber and the main PBR. The experiments evaluated how Q(R) controls the CO(2) mass transport in MC chamber and how it connects with the biomass production rate, C(i) concentration, pH in the PBR, and CO(2)-utilization efficiency. The biomass production rate and C(i) concentration increased in response to the C(i) supply rate (controlled by Q(R)), but not in linear proportion. The biomass production rate increased less than C(i) due to increased light limitation. Except for the highest Q(R), when the higher C(i) concentration caused the pH to decrease, CO(2) loss to gas ventilation was negligible. The results demonstrate that this MCPBR offers independent control over the growth of photoautotrophic biomass, pH control, and minimal loss of CO(2) to the atmosphere.
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Affiliation(s)
- Hyun Woo Kim
- Swette Center for Environmental Biotechnology, The Biodesign Institute at Arizona State University, P.O. Box 875701, Tempe, Arizona 85287-5701, USA
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Aravinthan V, Hoque MA. Development and calibration of bio-kinetic model for surfactant biodegradation with combined respirometric and titrimetric measurements. BIORESOURCE TECHNOLOGY 2011; 102:5504-5513. [PMID: 20863687 DOI: 10.1016/j.biortech.2010.08.101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/25/2010] [Revised: 08/25/2010] [Accepted: 08/26/2010] [Indexed: 05/29/2023]
Abstract
Substrate removal mechanism in aerobic activated sludge processes was lately modeled using the simultaneous storage and growth (SSAG) phenomenon. The SSAG model was further refined with titrimetric components and successfully calibrated using both respirometric and titrimetric measurements for common substrate acetate. However, the improved SSAG model calibration was not verified with other organic substrates. Furthermore, very few studies are available in the literature on surfactant bio-kinetics, which generally use off-line experimental measurements with limited model-based interpretation. Therefore, the aim of this paper is to demonstrate its applicability for surfactant biodegradation using on-line measurements. Batch experiments were conducted using sodium dodecyl sulfate (SDS) as a test surfactant. Model calibration was done successfully for three different SDS concentrations using respirometric, titrimetric and combined respirometric-titrimetric measurement approaches. The parameter estimation results from all three stated combinations were statistically evaluated and found to be very close validating the model.
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Affiliation(s)
- V Aravinthan
- Australian Centre for Sustainable Catchments, University of Southern Queensland (USQ), Qld 4350, Australia.
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22
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Gnoth S, Simutis R, Lübbert A. Fermentation process supervision and strategies for fail-safe operation: A practical approach. Eng Life Sci 2011. [DOI: 10.1002/elsc.201000114] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
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23
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Li H, Hsieh MK, Chien SH, Monnell JD, Dzombak DA, Vidic RD. Control of mineral scale deposition in cooling systems using secondary-treated municipal wastewater. WATER RESEARCH 2011; 45:748-760. [PMID: 20851443 DOI: 10.1016/j.watres.2010.08.052] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/10/2010] [Revised: 08/19/2010] [Accepted: 08/30/2010] [Indexed: 05/29/2023]
Abstract
Secondary-treated municipal wastewater (MWW) is a promising alternative to freshwater as power plant cooling system makeup water, especially in arid regions. A prominent challenge for the successful use of MWW for cooling is potentially severe mineral deposition (scaling) on pipe surfaces. In this study, theoretical, laboratory, and field work was conducted to evaluate the mineral deposition potential of MWW and its deposition control strategies under conditions relevant to power plant cooling systems. Polymaleic acid (PMA) was found to effectively reduce scale formation when the makeup water was concentrated four times in a recirculating cooling system. It was the most effective deposition inhibitor of those studied when applied at 10 mg/L dosing level in a synthetic MWW. However, the deposition inhibition by PMA was compromised by free chlorine added for biogrowth control. Ammonia present in the wastewater suppressed the reaction of the free chlorine with PMA through the formation of chloramines. Monochloramine, an alternative to free chlorine, was found to be less reactive with PMA than free chlorine. In pilot tests, scaling control was more challenging due to the occurrence of biofouling even with effective control of suspended bacteria. Phosphorous-based corrosion inhibitors are not appropriate due to their significant loss through precipitation reactions with calcium. Chemical equilibrium modeling helped with interpretation of mineral precipitation behavior but must be used with caution for recirculating cooling systems, especially with use of MWW, where kinetic limitations and complex water chemistries often prevail.
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Affiliation(s)
- Heng Li
- Department of Civil and Environmental Engineering, University of Pittsburgh, Pittsburgh, PA 15261, USA
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24
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Sauvageau D, Allain B, Cooper DG. Using the rate of respiration to monitor events in the infection of Escherichia coli cultures by bacteriophage T4. Biotechnol Prog 2010; 26:865-71. [PMID: 20039436 DOI: 10.1002/btpr.365] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
The growing interest in applications of bacteriophages creates a need for improvements in the production processes. Continuous monitoring of the phage production is an essential aspect of any control strategy and, at present, there is no completely satisfactory option. The approach presented here uses IR-spectrometry to continuously measure the rate of respiration (CO(2) released) of Escherichia coli infected by phage T4 at various multiplicities of infection (MOI). Within the trends in these data, or in other aspects of the rate of respiration, it was possible to reliably and reproducibly identify five features that reflected specific events in the infection process. These included two events in the host cell apparent growth rate and events in the magnitude of the host cell density, in the measurement of OD(600) or in the specific rate of respiration. All of these correlations were within 95% confidence showing that they are suitable for the monitoring and control of E. coli populations infected by phage T4. This method is reliable, cheap, and can be operated in-line and in real time.
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Affiliation(s)
- Dominic Sauvageau
- Dept. of Chemical Engineering, McGill University, Montreal, QC, Canada H3A 2B2
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25
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Leu SY, Libra JA, Stenstrom MK. Monitoring off-gas O2/CO2 to predict nitrification performance in activated sludge processes. WATER RESEARCH 2010; 44:3434-3444. [PMID: 20421124 DOI: 10.1016/j.watres.2010.03.022] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/06/2009] [Revised: 01/23/2010] [Accepted: 03/20/2010] [Indexed: 05/29/2023]
Abstract
Nitrification/denitrification (NDN) processes are the most widely used technique to remove nitrogenous pollutants from municipal wastewater. The performance of nitrogen removal in the NDN process depends on the metabolism of nitrifying bacteria, and is dependent on adequate oxygen supply. Off-gas testing is a convenient and popular method for measuring oxygen transfer efficiency (OTE) under process conditions and can be performed in real-time. Since carbon dioxide is produced by carbonaceous oxidizing organism and not by nitrifiers, it should be possible to use the off-gas carbon dioxide mole fraction to estimate nitrification performance independently of the oxygen uptake rate (OUR) or OTE. This paper used off-gas data with a dynamic model to estimate nitrifying efficiency for various activated sludge process conditions. The relationship among nitrification, oxygen transfer, carbon dioxide production, and pH change was investigated. Experimental results of an online off-gas monitoring for a full-scale treatment plant were used to validate the model. The results showed measurable differences in OUR and carbon dioxide transfer rate (CTR) and the simulations successfully predicted the effluent ammonia by using the measured CO(2) and O(2) contents in off-gas as input signal. Carbon dioxide in the off-gas could be a useful technique to control aeration and to monitor nitrification rate.
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Affiliation(s)
- Shao-Yuan Leu
- Environmental Engineering Department, University of California, Los Angeles, CA 90095-1593, USA
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26
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Hoque MA, Aravinthan V, Pradhan NM. Calibration of biokinetic model for acetate biodegradation using combined respirometric and titrimetric measurements. BIORESOURCE TECHNOLOGY 2010; 101:1426-1434. [PMID: 19656672 DOI: 10.1016/j.biortech.2009.07.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/31/2009] [Revised: 07/07/2009] [Accepted: 07/07/2009] [Indexed: 05/28/2023]
Abstract
Simultaneous storage and growth model has recently gained increased acceptance among researchers that can better interpret the processes occurring in activated sludge processes during aerobic biodegradation of organic carbon. The model underwent further improvement and was successfully calibrated using respirometric measurements, acetate being a test substrate. However, model based interpretation of titrimetry needs to be verified for proper validation of this model since pH and dissolved oxygen dynamics occur simultaneously in a batch reactor. Hence, in this paper, it is aimed to modify the existing model by introducing stoichiometric parameters involved in titrimetry in each step of the growth and storage phases along with the consideration of non-linear carbon dioxide transfer rate in liquid phase. The model calibration was done for three different acetate concentrations using titrimetric, respirometric and combined respirometric-titrimetric measurements. The parameter estimation results from all three combinations were found to be very close that supports the validity of the model.
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Affiliation(s)
- M A Hoque
- Australian Centre for Sustainable Catchments, University of Southern Queensland (USQ), Qld-4350, Australia
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27
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Gnoth S, Kuprijanov A, Simutis R, Lübbert A. Simple adaptive pH control in bioreactors using gain-scheduling methods. Appl Microbiol Biotechnol 2009; 85:955-64. [DOI: 10.1007/s00253-009-2114-5] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2009] [Revised: 06/26/2009] [Accepted: 06/26/2009] [Indexed: 10/20/2022]
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Dumsday GJ, Ocal G, Bridger JS, Zachariou M. The use of oxygen uptake rate to monitor discovery of microbial and enzymatic biocatalysts. Biotechnol Bioeng 2009; 102:673-83. [PMID: 19090578 DOI: 10.1002/bit.22115] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Arising from the requirement for discovery of novel biocatalysts with unusual properties, a process was developed which uniquely combines aspects of continuous culture with the measurement of oxygen uptake. This adaptation of the chemostat can be used to facilitate the isolation of a number of microorganisms with desirable properties, particularly those with useful metabolic capabilities and/or enzymes. The technique was also used to provide feedback on the metabolic status of a microbial population and increase the feed flow rate (i.e., dilution rate) thereby enabling the isolation of microorganisms with enhanced 1,3-propanediol dehydrogenase activity. The use of oxygen uptake as an indicator of cellular activity enables indirect measurement of substrate utilization and provides a real-time online assessment of the status of microbial enrichment or evolutionary processes and provides an opportunity, through the use of feedback systems, to control these processes. To demonstrate the utility of the technique, oxygen uptake rate (OUR) was compared with a range of conventional analytical techniques that are typically used to monitor enrichment/evolutionary processes and showed good correlation. Further validation was demonstrated by monitoring a characterizable microbial population shift using OUR. The population change was confirmed using off-line analytical techniques that are traditionally used to determine microbial activity. OUR was then used to monitor the enrichment of microorganisms capable of using a solvent (1-methyl-2-pyrrolidinone) as the sole source of carbon for energy and biomass formation from a heterogeneous microbial population. After purification the microorganisms taken from the enrichment process were able to completely utilize 1 g L(-1) 1-methyl-2-pyrrolidinone within 24 h demonstrating that the technique had correctly indicated the enriched population was capable of growth on 1-methyl-2-pyrrolidinone. The technique improves on conventional microbial enrichment that utilizes continuous culture by providing a real-time assessment of the enrichment process and the opportunity to use the OUR output for automated control and variation of one or more growth parameters.
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Affiliation(s)
- Geoff J Dumsday
- CSIRO Molecular and Health Technologies, Bayview Avenue, Clayton, Bag 10, Clayton South MDC, Victoria 3169, Australia.
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29
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Xing Z, Kenty BM, Li ZJ, Lee SS. Scale-up analysis for a CHO cell culture process in large-scale bioreactors. Biotechnol Bioeng 2009; 103:733-46. [PMID: 19280669 DOI: 10.1002/bit.22287] [Citation(s) in RCA: 133] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Bioprocess scale-up is a fundamental component of process development in the biotechnology industry. When scaling up a mammalian cell culture process, it is important to consider factors such as mixing time, oxygen transfer, and carbon dioxide removal. In this study, cell-free mixing studies were performed in production scale 5,000-L bioreactors to evaluate scale-up issues. Using the current bioreactor configuration, the 5,000-L bioreactor had a lower oxygen transfer coefficient, longer mixing time, and lower carbon dioxide removal rate than that was observed in bench scale 5- and 20-L bioreactors. The oxygen transfer threshold analysis indicates that the current 5,000-L configuration can only support a maximum viable cell density of 7 x 10(6) cells mL(-1). Moreover, experiments using a dual probe technique demonstrated that pH and dissolved oxygen gradients may exist in 5,000-L bioreactors using the current configuration. Empirical equations were developed to predict mixing time, oxygen transfer coefficient, and carbon dioxide removal rate under different mixing-related engineering parameters in the 5,000-L bioreactors. These equations indicate that increasing bottom air sparging rate is more efficient than increasing power input in improving oxygen transfer and carbon dioxide removal. Furthermore, as the liquid volume increases in a production bioreactor operated in fed-batch mode, bulk mixing becomes a challenge. The mixing studies suggest that the engineering parameters related to bulk mixing and carbon dioxide removal in the 5,000-L bioreactors may need optimizing to mitigate the risk of different performance upon process scale-up.
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Affiliation(s)
- Zizhuo Xing
- Process Sciences, Biologics Manufacturing and Process Development, Worldwide Medicines Group, Bristol-Myers Squibb Company, Syracuse, NY 13221-4755, USA
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30
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On-line monitoring of PHB production by mixed microbial cultures using respirometry, titrimetry and chemometric modelling. Process Biochem 2009. [DOI: 10.1016/j.procbio.2008.12.007] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Affiliation(s)
- Edgardo M. Contreras
- Centro de Investigación y Desarrollo en Criotecnología de Alimentos (CIDCA), CONICET, Facultad de Ciencias Exactas, Universidad Nacional de La Plata (UNLP), 47 y 116 (1900), La Plata, Argentina
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32
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Sin G, Vanrolleghem PA. Extensions to modeling aerobic carbon degradation using combined respirometric-titrimetric measurements in view of activated sludge model calibration. WATER RESEARCH 2007; 41:3345-58. [PMID: 17498768 DOI: 10.1016/j.watres.2007.03.029] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/25/2006] [Revised: 02/16/2007] [Accepted: 03/19/2007] [Indexed: 05/15/2023]
Abstract
Recently a model was introduced to interpret the respirometric (OUR) -titrimetric (Hp) data obtained from aerobic oxidation of different carbon sources in view of calibration of Activated Sludge Model No.1 (ASM1). The model requires, among others, the carbon dioxide transfer rate (CTR) to be relatively constant during aerobic experiments. As CTR is an inherently nonlinear process, this assumption may not hold for certain experimental conditions. Hence, we extended the model to describe the nonlinear CTR behavior. A simple calibration procedure of the CO2 model was developed only using titrimetric data. The identifiable parameter subset of this model when using titrimetric data only contained the first equilibrium constant of the CO2 dissociation, pK1, the initial aqueous CO2 concentration, C(Tinit) and the nitrogen content of biomass, i(NBM). The extended model was then successfully applied to interpret typical data obtained from respirometric-titrimetric measurements with a nonlinear CO2 stripping process. The parameter estimation results using titrimetric data were consistent with the results estimated using respirometric data (OUR) alone or combined OUR and Hp data, thereby supporting the validity of the dynamic CO2 model and its calibration approach. The increased range of applicability and accurate utilization of the titrimetric data are expected to contribute particularly to the improvement of calibration of ASM models using batch experiments.
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Affiliation(s)
- Gürkan Sin
- BIOMATH, Department of Applied Mathematics, Biometrics and Process Control, Ghent University, Coupure Links 653, B-9000 Gent, Belgium.
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33
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Vanrolleghem PA, Sin G, Gernaey KV. Transient response of aerobic and anoxic activated sludge activities to sudden substrate concentration changes. Biotechnol Bioeng 2004; 86:277-90. [PMID: 15083508 DOI: 10.1002/bit.20032] [Citation(s) in RCA: 59] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
The state-of-the-art understanding of activated sludge processes as summarized in activated sludge models (ASMs) predicts an instantaneous increase in the biomass activity (which is measured, e.g., by the corresponding respiration rate OUR, NUR, etc.) under sudden substrate concentration changes. Experimental data (e.g., short-term batch respiration experiments under aerobic or anoxic conditions) collected for the calibration of the dynamic models (ASMs) often exhibit a transient phenomenon while attaining maximum activity, which cannot be explained by the current understanding of the activated sludge process. That transient phenomenon exhibits itself immediately upon addition of a substrate source to an endogenously respiring activated sludge sample and it usually takes a few minutes until the activated sludge reaches its maximum possible rate under given environmental conditions. This discrepancy between the state-of-the-art model and the experimental data is addressed in detail in this investigation. It is shown that the discrepancy is not caused by an error in the experimental set-up/data but it is rather due to model inadequacy. Among the hypotheses proposed, it appears that this transient response of the activated sludge most likely results from the sequence of intracellular reactions involved in substrate degradation by the activated sludge. Results from studies performed elsewhere with pure cultures (S. cerevisae and E. coli) support the hypothesis. The transient phenomenon can be described by a dynamic metabolic network model or by a simple first-order model, as adopted in this study. The transient phenomenon occurring in short-term batch respiration experiments is shown to interfere severely with parameter estimation if not modeled properly (2.8%, 11.5%, and 16.8% relative errors [average of three experiments] on Y(H), micro(maxH), and K(S), respectively). Proper modeling of this transient phenomenon whose time constant is on the order of minutes (1 to 3 min) is expected to contribute fundamentally to a better understanding and modeling of Orbal, carousel, and SBR-type treatment plants with fast-alternating process conditions, although such studies are beyond the scope of this report.
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Affiliation(s)
- Peter A Vanrolleghem
- BIOMATH, Department of Applied Mathematics, Biometrics and Process Control, Ghent University, Coupure Links 653, B-9000 Gent, Belgium.
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34
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Pind PF, Angelidaki I, Ahring BK, Stamatelatou K, Lyberatos G. Monitoring and control of anaerobic reactors. ADVANCES IN BIOCHEMICAL ENGINEERING/BIOTECHNOLOGY 2003; 82:135-82. [PMID: 12747567 DOI: 10.1007/3-540-45838-7_4] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
The current status in monitoring and control of anaerobic reactors is reviewed. The influence of reactor design and waste composition on the possible monitoring and control schemes is examined. After defining the overall control structure, and possible control objectives, the possible process measurements are reviewed in detail. In the sequel, possible manipulated variables, such as the hydraulic retention time, the organic loading rate, the sludge retention time, temperature, pH and alkalinity are evaluated with respect to the two main reactor types: high-rate and low-rate. Finally, the different control approaches that have been used are comprehensively described. These include simple and adaptive controllers, as well as more recent developments such as fuzzy controllers, knowledge-based controllers and controllers based on neural networks.
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Affiliation(s)
- Peter F Pind
- Environment and Resources DTU, Technical University of Denmark, Building 115, 2800 Lyngby, Denmark.
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35
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Pratt S, Yuan Z, Gapes D, Dorigo M, Zeng RJ, Keller J. Development of a novel titration and off-gas analysis (TOGA) sensor for study of biological processes in wastewater treatment systems. Biotechnol Bioeng 2003; 81:482-95. [PMID: 12491533 DOI: 10.1002/bit.10490] [Citation(s) in RCA: 63] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
The development of the new TOGA (titration and off-gas analysis) sensor for the detailed study of biological processes in wastewater treatment systems is outlined. The main innovation of the sensor is the amalgamation of titrimetric and off-gas measurement techniques. The resulting measured signals are: hydrogen ion production rate (HPR), oxygen transfer rate (OTR), nitrogen transfer rate (NTR), and carbon dioxide transfer rate (CTR). While OTR and NTR are applicable to aerobic and anoxic conditions, respectively, HPR and CTR are useful signals under all of the conditions found in biological wastewater treatment systems, namely, aerobic, anoxic and anaerobic. The sensor is therefore a powerful tool for studying the key biological processes under all these conditions. A major benefit from the integration of the titrimetric and off-gas analysis methods is that the acid/base buffering systems, in particular the bicarbonate system, are properly accounted for. Experimental data resulting from the TOGA sensor in aerobic, anoxic, and anaerobic conditions demonstrates the strength of the new sensor. In the aerobic environment, carbon oxidation (using acetate as an example carbon source) and nitrification are studied. Both the carbon and ammonia removal rates measured by the sensor compare very well with those obtained from off-line chemical analysis. Further, the aerobic acetate removal process is examined at a fundamental level using the metabolic pathway and stoichiometry established in the literature, whereby the rate of formation of storage products is identified. Under anoxic conditions, the denitrification process is monitored and, again, the measured rate of nitrogen gas transfer (NTR) matches well with the removal of the oxidised nitrogen compounds (measured chemically). In the anaerobic environment, the enhanced biological phosphorus process was investigated. In this case, the measured sensor signals (HPR and CTR) resulting from acetate uptake were used to determine the ratio of the rates of carbon dioxide production by competing groups of microorganisms, which consequently is a measure of the activity of these organisms. The sensor involves the use of expensive equipment such as a mass spectrometer and requires special gases to operate, thus incurring significant capital and operational costs. This makes the sensor more an advanced laboratory tool than an on-line sensor.
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Affiliation(s)
- Steven Pratt
- Advanced Wastewater Management Centre, The University of Queensland, QLD 4072, Australia
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36
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Yang TH, Wittmann C, Heinzle E. Dynamic calibration and dissolved gas analysis using membrane inlet mass spectrometry for the quantification of cell respiration. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2003; 17:2721-2731. [PMID: 14673819 DOI: 10.1002/rcm.1251] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
A membrane inlet mass spectrometer connected to a miniaturized reactor was applied for dynamic dissolved gas analysis. Cell samples were taken from 7 mL shake flask cultures of Corynebacterium glutamicum ATCC 13032, and transferred to the 12 mL miniaturized reactor. There, oxygen uptake and carbon dioxide and its mass isotopomer production rates were determined using a new experimental procedure and applying nonlinear model equations. A novel dynamic method for the calibration of the membrane inlet mass spectrometer using first-order dynamics was developed. To derive total dissolved concentration of all carbon dioxide species (C(T)) from dissolved carbon dioxide concentration ([CO(2)](aq)), the ratio of C(T) to [CO(2)](aq) was determined by nonlinear parameter estimation, whereas the mass transfer coefficient of CO(2) was determined by the Wilke-Chang correlation. Subsequently, the suitability of the model equations for respiration measurements was examined using residual analysis and the Jarque-Bera hypothesis test. The resulting residuals were found to be random with normal distribution, which proved the adequacy of the application of the model for cell respiration analysis. Hence, dynamic changes in respiration activities could be accurately analyzed using membrane inlet mass spectrometry with the novel calibration method.
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Affiliation(s)
- Tae Hoon Yang
- Technische Biochemie, Saarland University, Im Stadtwald, Bldg. 2, D-66123 Saarbruecken, Germany
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37
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Aulenta F, Bassani C, Ligthart J, Majone M, Tilche A. Calorimetry: a tool for assessing microbial activity under aerobic and anoxic conditions. WATER RESEARCH 2002; 36:1297-1305. [PMID: 11902784 DOI: 10.1016/s0043-1354(01)00337-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
For many years, calorimetric measurements have been used for understanding, modelling, controlling, and optimising chemical reactions. Calorimetry could be as well utilised to investigate biological processes, which however, involve very small amount of heat and therefore require very sensitive instruments. For this purpose, a Mettler Toledo RCI (Reaction calorimeter) was modified, changing both hardware and software, increasing its resolution up to 5 10m W/l. Such sensitivity allows the monitoring of aerobic and anoxic processes. This paper points out the excellent agreement between calorimetric and respirometric data, obtained simultaneously under aerobic conditions using activated sludge from a lab-scale scale reactor. Heat production rate can be directly converted in oxygen uptake rate by means of a correlation factor, whose value is approximately the same for all aerobic respiratory metabolisms. Taking into account this factor, calorimetric data were introduced in a chemical oxygen demand based model and processed for the estimation of kinetic parameters of heterotrophic biomass. Aerobic heterotrophic, denitrifying, and autotrophic nitrifying activity were determined by specific calorimetric tests. The effect of potentially toxic or inhibitory substances on the activity of all microbial communities was as well pointed out in these measurements.
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Affiliation(s)
- Federico Aulenta
- University of Rome La Sapienza, Department of Chemistry, Rome, Italy
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38
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Calmon A, Dusserre-Bresson L, Bellon-Maurel V, Feuilloley P, Silvestre F. An automated test for measuring polymer biodegradation. CHEMOSPHERE 2000; 41:645-651. [PMID: 10834363 DOI: 10.1016/s0045-6535(99)00491-9] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
The biodegradability of polymer materials as evaluated by the modified Sturm test is labor-intensive, cumbersome and costly and also tends to cumulate errors. An automated system for the measurement of carbon dioxide would overcome many of these disadvantages. We describe here a method in which CO2 was determined by IR spectroscopy. We compared the results with those from trapping CO2 in a solution of barium hydroxide (Ba(OH)2) followed by manual titration. The automated system was more reproducible, less costly and more compact. The automated system could also be employed to measure the biodegradability of other substances such as oils and detergents.
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Affiliation(s)
- A Calmon
- Cemagref, GIQULAL, Montpellier, France.
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Schmelzer AE, deZengotita VM, Miller WM. Considerations for osmolality measurement under elevated pCO(2): comparison of vapor pressure and freezing point osmometry. Biotechnol Bioeng 2000; 67:189-96. [PMID: 10592516 DOI: 10.1002/(sici)1097-0290(20000120)67:2<189::aid-bit8>3.0.co;2-u] [Citation(s) in RCA: 21] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
Osmolality increases with pCO(2) in bioreactors with pH control, and it has been shown that osmolality compensation by decreasing the basal NaCl concentration partially mitigates the adverse effects of elevated pCO(2) on animal cell growth, protein production, and glycosylation. Thus, measurement of osmolality is important for a complete characterization of the culture environment under elevated pCO(2). However, osmolality measurement may be compromised by CO(2) evolution. Freezing point depression and vapor pressure depression osmometry were directly compared for the measurement of osmolality in samples at elevated pCO(2) (up to 250 mmHg) and at a variety of pH values (6.7-7.5). More extensive degassing may be expected with the vapor pressure osmometer due to the smaller sample volume and larger surface area employed. However, both types of osmometer yielded similar results for all pCO(2) and pH values studied. Moreover, the measured values agreed with osmolality values calculated using a semi-empirical model. Further analysis showed that, while sample degassing may result in a large decrease in pCO(2), there is little associated decrease in osmolality. The great majority of total CO(2) in solution is present as bicarbonate (HCO(3)(-)). Although a small amount of HCO(3)(-) is converted to CO(2) to compensate for CO(2) evolution, further depletion of HCO(3)(-) is inhibited by the associated increase in medium pH and by the need for HCO(3)(-) to maintain charge neutrality in solution. This explanation is consistent with the observed similarity in osmolality values for the two types of osmometer. It was also observed that osmolality did not change in samples that were frozen at -20 degrees C for up to 1 year.
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Affiliation(s)
- A E Schmelzer
- Chemical Engineering Department, Northwestern University, Evanston, Illinois 60208-3120, USA
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Zanghi JA, Schmelzer AE, Mendoza TP, Knop RH, Miller WM. Bicarbonate concentration and osmolality are key determinants in the inhibition of CHO cell polysialylation under elevated pCO(2) or pH. Biotechnol Bioeng 1999; 65:182-91. [PMID: 10458739 DOI: 10.1002/(sici)1097-0290(19991020)65:2<182::aid-bit8>3.0.co;2-d] [Citation(s) in RCA: 48] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Accumulation of CO(2) in animal cell cultures can be a significant problem during scale-up and production of recombinant glycoprotein biopharmaceuticals. By examining the cell-surface polysialic acid (PSA) content, we show that elevated CO(2) partial pressure (pCO(2)) can alter protein glycosylation. PSA is a high-molecular-weight polymer attached to several complex N-linked oligosaccharides on the neural cell adhesion molecule (NCAM), so that small changes in either core glycosylation or in polysialylation are amplified and easily measured. Flow-cytometric analysis revealed that PSA levels on Chinese hamster ovary (CHO) cells decrease with increasing pCO(2) in a dose-dependent manner, independent of any change in NCAM content. The results are highly pH-dependent, with a greater decrease in PSA at higher pH. By manipulating medium pH and pCO(2), we showed that decreases in PSA correlate well with bicarbonate concentration ([HCO(3)(-)]). In fact, it was possible to offset a 60% decrease in PSA content at 120 mm Hg pCO(2) by decreasing the pH from 7.3 to 6.9, such that [HCO(3)(-)] was lowered to that of control (38 mm Hg pCO(2)). When the increase in osmolality associated with elevated [HCO(3)(-)] was offset by decreasing the basal medium [NaCl], elevated [HCO(3)(-)] still caused a decrease in PSA, although less extensive than without osmolality control. By increasing [NaCl], we show that hyperosmolality alone decreases PSA content, but to a lesser extent than for the same osmolality increase due to elevated [NaHCO(3)]. In conclusion, we demonstrate the importance of pH and pCO(2) interactions, and show that [HCO(3)(-)] and osmolality can account for the observed changes in PSA content over a wide range of pH and pCO(2) values.
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Affiliation(s)
- J A Zanghi
- Department of Chemical Engineering, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208-3120, USA
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Frick R, Junker B. Indirect methods for characterization of carbon dioxide levels in fermentation broth. J Biosci Bioeng 1999; 87:344-51. [PMID: 16232479 DOI: 10.1016/s1389-1723(99)80043-7] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/1998] [Accepted: 12/20/1998] [Indexed: 11/24/2022]
Abstract
Various factors which influence dissolved carbon dioxide levels were indirectly evaluated in pilot scale and laboratory studies. For pilot scale studies, off-gas carbon dioxide (percentage in exit air) was measured using a mass spectrometer and then its potential impact on dissolved carbon dioxide concentrations qualitatively examined. Greater volumetric air flowrates reduced off-gas carbon dioxide levels more effectively at lower airflow ranges and thus lowered expected dissolved carbon dioxide levels through gas stripping. Lower broth pH values decreased off-gas carbon dioxide levels but increased expected dissolved carbon dioxide levels due to the pH-dependence of the gas/liquid carbon dioxide equilibrium. While back-pressure increases had an insignificant effect on off-gas carbon dioxide levels, they directly affected expected dissolved carbon dioxide levels according to Henry's law. Laboratory studies, conducted using both uninoculated and inoculated fermentation media, quantified the response of the media to pH changes with bicarbonate addition, specifically its buffering capacity. This effect then was related qualitatively to expected dissolved carbon dioxide levels. Higher dissolved carbon dioxide levels, as demonstrated by reduced pH changes with bicarbonate addition, thus would be expected for salt solutions of increased ionic strength and higher protein content media. In addition, pH changes with greater bicarbonate additions declined for fermentation samples taken over the course of a one week cultivation, most likely due to the higher protein content associated with biomass growth. The presence of weak acids/bases initially in the media or formed as metabolic by products, as well as the concentration of buffering ions such as phosphate, also were believed to be important contributing elements to the buffering capacity of the solution.
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Affiliation(s)
- R Frick
- Bioprocess Research and Development, Merck and Co. Inc., Rahway, NJ, USA
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