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Whitehead TA, Banta S, Bentley WE, Betenbaugh MJ, Chan C, Clark DS, Hoesli CA, Jewett MC, Junker B, Koffas M, Kshirsagar R, Lewis A, Li CT, Maranas C, Terry Papoutsakis E, Prather KLJ, Schaffer S, Segatori L, Wheeldon I. The importance and future of biochemical engineering. Biotechnol Bioeng 2020; 117:2305-2318. [PMID: 32343367 DOI: 10.1002/bit.27364] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Revised: 04/24/2020] [Accepted: 04/26/2020] [Indexed: 02/06/2023]
Abstract
Today's Biochemical Engineer may contribute to advances in a wide range of technical areas. The recent Biochemical and Molecular Engineering XXI conference focused on "The Next Generation of Biochemical and Molecular Engineering: The role of emerging technologies in tomorrow's products and processes". On the basis of topical discussions at this conference, this perspective synthesizes one vision on where investment in research areas is needed for biotechnology to continue contributing to some of the world's grand challenges.
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Affiliation(s)
- Timothy A Whitehead
- Department of Chemical and Biological Engineering, University of Colorado, Boulder, Colorado
| | - Scott Banta
- Department of Chemical Engineering, Columbia University, New York, New York
| | - William E Bentley
- Fischell Department of Bioengineering, University of Maryland, College Park, Maryland
| | - Michael J Betenbaugh
- Department of Chemical and Biomolecular Engineering, The Johns Hopkins University, Baltimore, Maryland
| | - Christina Chan
- Department of Chemical Engineering and Materials Science, Michigan State University, East Lansing, Michigan
| | - Douglas S Clark
- Department of Chemical and Biomolecular Engineering, University of California, Berkeley, California
| | - Corinne A Hoesli
- Department of Chemical Engineering & Department of Biological and Biomedical Engineering, McGill University, Montreal, Québec, Canada
| | - Michael C Jewett
- Department of Chemical and Biological Engineering and Center for Synthetic Biology, Northwestern University, Evanston, Illinois
| | - Beth Junker
- BioProcess Advantage LLC, Middesex, New Jersey
| | - Mattheos Koffas
- Department of Chemical and Biological Engineering, Rensselaer Polytechnic Institute, Troy, New York
| | | | | | - Chien-Ting Li
- Department of Chemical and Biomolecular Engineering, The Johns Hopkins University, Baltimore, Maryland
| | - Costas Maranas
- Department of Chemical Engineering, The Pennsylvania State University, University Park, Pennsylvania
| | - E Terry Papoutsakis
- Department of Chemical & Biomolecular Engineering & the Delaware Biotechnology Institute, University of Delaware, Newark, Delaware
| | - Kristala L J Prather
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts
| | | | - Laura Segatori
- Department of Bioengineering, Rice University, Houston, Texas
| | - Ian Wheeldon
- Department of Chemical and Environmental Engineering, University of California, Riverside, California
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Gonzalez JE, Bennett RK, Papoutsakis ET, Antoniewicz MR. Methanol assimilation in Escherichia coli is improved by co-utilization of threonine and deletion of leucine-responsive regulatory protein. Metab Eng 2017; 45:67-74. [PMID: 29203222 DOI: 10.1016/j.ymben.2017.11.015] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2017] [Revised: 11/25/2017] [Accepted: 11/29/2017] [Indexed: 12/19/2022]
Abstract
Methane, the main component of natural gas, can be used to produce methanol which can be further converted to other valuable products. There is increasing interest in using biological systems for the production of fuels and chemicals from methanol, termed methylotrophy. In this work, we have examined methanol assimilation metabolism in a synthetic methylotrophic E. coli strain. Specifically, we applied 13C-tracers and evaluated 25 different co-substrates for methanol assimilation, including amino acids, sugars and organic acids. In particular, co-utilization of threonine significantly enhanced methylotrophy. Through our investigations, we proposed specific metabolic pathways that, when activated, correlated with increased methanol assimilation. These pathways are normally repressed by the leucine-responsive regulatory protein (lrp), a global regulator of metabolism associated with the feast-or-famine response in E. coli. By deleting lrp, we were able to further enhance the methylotrophic ability of our synthetic strain, as demonstrated through increased incorporation of 13C carbon from 13C-methanol into biomass.
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Affiliation(s)
- Jacqueline E Gonzalez
- Department of Chemical and Biomolecular Engineering, Metabolic Engineering and Systems Biology Laboratory, University of Delaware, Newark, DE 19716, USA
| | - R Kyle Bennett
- Department of Chemical and Biomolecular Engineering, Metabolic Engineering and Systems Biology Laboratory, University of Delaware, Newark, DE 19716, USA
| | - E Terry Papoutsakis
- Department of Chemical and Biomolecular Engineering, Metabolic Engineering and Systems Biology Laboratory, University of Delaware, Newark, DE 19716, USA
| | - Maciek R Antoniewicz
- Department of Chemical and Biomolecular Engineering, Metabolic Engineering and Systems Biology Laboratory, University of Delaware, Newark, DE 19716, USA.
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Cho C, Choe D, Jang YS, Kim KJ, Kim WJ, Cho BK, Papoutsakis ET, Bennett GN, Seung DY, Lee SY. Genome analysis of a hyper acetone-butanol-ethanol (ABE) producingClostridium acetobutylicumBKM19. Biotechnol J 2017; 12. [DOI: 10.1002/biot.201600457] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2016] [Revised: 11/10/2016] [Accepted: 12/02/2016] [Indexed: 12/19/2022]
Affiliation(s)
- Changhee Cho
- Department of Chemical and Biomolecular Engineering (BK21 Plus Program); BioProcess Engineering Research Center; Center for Systems and Synthetic Biotechnology; Institute for the BioCentury; Korea Advanced Institute of Science and Technology (KAIST); Daejeon Republic of Korea
| | - Donghui Choe
- Department of Biological Sciences and KI for the BioCentury; Korea Advanced Institute of Science and Technology (KAIST); Daejeon Republic of Korea
| | - Yu-Sin Jang
- Institute of Agriculture & Life Science (IALS); Department of Agricultural Chemistry and Food Science; Gyeongsang National University; Jinju Gyeongsangnamߚdo Republic of Korea
| | - Kyung-Jin Kim
- School of Life Sciences; KNU Creative BioResearch Group; Kyungpook National University; Daegu Korea
| | - Won Jun Kim
- Department of Chemical and Biomolecular Engineering (BK21 Plus Program); BioProcess Engineering Research Center; Center for Systems and Synthetic Biotechnology; Institute for the BioCentury; Korea Advanced Institute of Science and Technology (KAIST); Daejeon Republic of Korea
| | - Byung-Kwan Cho
- Department of Biological Sciences and KI for the BioCentury; Korea Advanced Institute of Science and Technology (KAIST); Daejeon Republic of Korea
- Intelligent Synthetic Biology Center; Korea Advanced Institute of Science and Technology (KAIST); Daejeon Republic of Korea
| | - E. Terry Papoutsakis
- Department of Chemical Engineering and Delaware Biotechnology Institute; University of Delaware; Newark Delaware USA
| | - George N. Bennett
- Department of Biochemistry and Cell Biology; Rice University; Houston Texas USA
| | - Do Young Seung
- GS Caltex Corporation R&D Center; Daejeon Republic of Korea
| | - Sang Yup Lee
- Department of Chemical and Biomolecular Engineering (BK21 Plus Program); BioProcess Engineering Research Center; Center for Systems and Synthetic Biotechnology; Institute for the BioCentury; Korea Advanced Institute of Science and Technology (KAIST); Daejeon Republic of Korea
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Venkataramanan KP, Min L, Hou S, Jones SW, Ralston MT, Lee KH, Papoutsakis ET. Complex and extensive post-transcriptional regulation revealed by integrative proteomic and transcriptomic analysis of metabolite stress response in Clostridium acetobutylicum. Biotechnol Biofuels 2015; 8:81. [PMID: 26269711 PMCID: PMC4533764 DOI: 10.1186/s13068-015-0260-9] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/21/2015] [Accepted: 04/30/2015] [Indexed: 05/16/2023]
Abstract
BACKGROUND Clostridium acetobutylicum is a model organism for both clostridial biology and solvent production. The organism is exposed to its own toxic metabolites butyrate and butanol, which trigger an adaptive stress response. Integrative analysis of proteomic and RNAseq data may provide novel insights into post-transcriptional regulation. RESULTS The identified iTRAQ-based quantitative stress proteome is made up of 616 proteins with a 15 % genome coverage. The differentially expressed proteome correlated poorly with the corresponding differential RNAseq transcriptome. Up to 31 % of the differentially expressed proteins under stress displayed patterns opposite to those of the transcriptome, thus suggesting significant post-transcriptional regulation. The differential proteome of the translation machinery suggests that cells employ a different subset of ribosomal proteins under stress. Several highly upregulated proteins but with low mRNA levels possessed mRNAs with long 5'UTRs and strong RBS scores, thus supporting the argument that regulatory elements on the long 5'UTRs control their translation. For example, the oxidative stress response rubrerythrin was upregulated only at the protein level up to 40-fold without significant mRNA changes. We also identified many leaderless transcripts, several displaying different transcriptional start sites, thus suggesting mRNA-trimming mechanisms under stress. Downregulation of Rho and partner proteins pointed to changes in transcriptional elongation and termination under stress. CONCLUSIONS The integrative proteomic-transcriptomic analysis demonstrated complex expression patterns of a large fraction of the proteome. Such patterns could not have been detected with one or the other omic analyses. Our analysis proposes the involvement of specific molecular mechanisms of post-transcriptional regulation to explain the observed complex stress response.
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Affiliation(s)
- Keerthi P. Venkataramanan
- />15 Innovation Way, Delaware Biotechnology Institute, University of Delaware, Newark, DE 19711 USA
- />150 Academy Street, Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19711 USA
| | - Lie Min
- />15 Innovation Way, Delaware Biotechnology Institute, University of Delaware, Newark, DE 19711 USA
- />150 Academy Street, Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19711 USA
| | - Shuyu Hou
- />15 Innovation Way, Delaware Biotechnology Institute, University of Delaware, Newark, DE 19711 USA
- />150 Academy Street, Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19711 USA
| | - Shawn W. Jones
- />15 Innovation Way, Delaware Biotechnology Institute, University of Delaware, Newark, DE 19711 USA
- />150 Academy Street, Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19711 USA
| | - Matthew T. Ralston
- />15 Innovation Way, Delaware Biotechnology Institute, University of Delaware, Newark, DE 19711 USA
- />15 Innovation Way, Center for Bioinformatics and Computational Biology, University of Delaware, Newark, DE 19711 USA
| | - Kelvin H. Lee
- />15 Innovation Way, Delaware Biotechnology Institute, University of Delaware, Newark, DE 19711 USA
- />150 Academy Street, Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19711 USA
| | - E. Terry Papoutsakis
- />15 Innovation Way, Delaware Biotechnology Institute, University of Delaware, Newark, DE 19711 USA
- />150 Academy Street, Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19711 USA
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Konieczna IM, Panuganti S, DeLuca TA, Papoutsakis ET, Eklund EA, Miller WM. Administration of nicotinamide does not increase platelet levels in mice. Blood Cells Mol Dis 2012; 50:171-6. [PMID: 23265740 DOI: 10.1016/j.bcmd.2012.11.007] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2012] [Accepted: 11/15/2012] [Indexed: 11/16/2022]
Abstract
Elucidating ways to enhance megakaryopoiesis in vivo would have therapeutic applications for thrombocytopenia and transfusion medicine. Nicotinamide has been shown to enhance endomitosis in megakaryocytes cultured in vitro, suggesting that it may be beneficial for the production of platelets in culture. We hypothesized that regular injections of nicotinamide in mice would also increase platelets in vivo. However, we found that platelet counts were reduced by about 25% with daily injections of nicotinamide. Altering the schedule, duration, or nicotinamide dose did not improve platelet production. Consistent with lower platelet levels, nicotinamide also tended to decrease megakaryocyte frequency in sternum and spleen sections, as well as colony formation in vitro by bone marrow progenitor cells. However, there was no effect on the fraction or ploidy of CD41(+) cells harvested from bone marrow. Together, our results suggest that, although nicotinamide increases polyploidization of megakaryocytes in culture, it does not have translatable effects in vivo.
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Affiliation(s)
- Iwona M Konieczna
- Chemical and Biological Engineering Department, Northwestern University, Evanston, IL 60208, USA
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Sandstrom CE, Bender JG, Miller WM, Papoutsakis ET. Development of novel perfusion chamber to retain nonadherent cells and its use for comparison of human "mobilized" peripheral blood mononuclear cell cultures with and without irradiated bone marrow stroma. Biotechnol Bioeng 2012; 50:493-504. [PMID: 18627011 DOI: 10.1002/(sici)1097-0290(19960605)50:5<493::aid-bit3>3.0.co;2-a] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Perfusion and static cultures of peripheral blood (PB) mononuclear cells (MNCs), obtained from patients following stem cell mobilization, were supplemented with interleukin-3 (IL-3), IL-6, granulocyte colony-stimulating factor (G-CSF), and stem cell factor (SCF) and compared with and without a preformed irradiated allogeneic bone marrow stromal layer. Perfusion cultures without a stromal layer effectively retained nonadherent cells through the use of a novel "grooved" perfusion chamber, which was designed with minimal mass transfer barriers in order to achieve a well-defined culture environment. The grooved chamber allowed easy and efficient culture inoculation and cell recovery. Average maximum expansion of CFU-GM (colony-forming unit granulocyte-macrophage) cells was observed on day 10 for all cultures. Perfusion cultures had a maximum CFU-GM expansion of 17- and 19-fold with and without a stromal layer, respectively. In contrast, static cultures had a maximum CFU-GM expansion of 18- and 13-fold with and without a stromal layer, respectively. Average long-term-culture initiating cell (LTC-IC) numbers on day 15 were 34% and 64% of input in stroma-containing and stroma-free perfusion cultures and 12% and 11% of input in stroma-containing and stroma-free static cultures, respectively. Thus, perfusion enhanced CFU-GM expansion and LTC-IC maintenance more for the stroma-free cultures than for stroma-containing cultures. This was surprising because analysis of medium supernatants indicated that the stroma-containing cultures were metabolically more active than the stroma-free cultures. In view of their equivalent, if not superior, performance compared to stroma-containing cultures, stroma-free perfusion cultures may offer significant advantages for potential clinical applications.
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Affiliation(s)
- C E Sandstrom
- Northwestern University, Department of Chemical Engineering, Evanston, Illinois 60208-3120, USA
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Michaels JD, Nowak JE, Mallik AK, Koczo K, Wasan DT, Papoutsakis ET. Interfacial properties of cell culture media with cell-protecting additives. Biotechnol Bioeng 2012; 47:420-30. [PMID: 18623418 DOI: 10.1002/bit.260470403] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
In an effort to identify key rheological properties that contribute to cell protection against shear damage, we have measured surface shear and dilatationai viscosities, dynamic surface tension, foaminess, and foam stability for media containing cell-protecting additives. In a companion article,(18) we found that cell-to-bubble attachment was decreased in media containing Methocel, Pluronic F68, or polyvinyl alcohol (PVA). In medium containing polyethylene glycol (PEG) or potyvinyl-pyrrolidone (PVP), attachment was increased. PEG, PVP, serum (FBS), and serum albumin (BSA) increased the surface viscosity of the air/medium surface (thus, producing a more rigid interface), whereas F68 and PVA lowered it greatly. Foaming experiments showed that Methocel, PEG, PVA, and F68 decreased the foam half-life while FBS, BSA, and PVP were foam stabilizers. Interestingly, the foam stability of CHO cell suspensions decreased significantly for cell concentrations higher than ca. 2 x 10(6) cells/mL. Nonviable CHO cells reduced foam stability further. Dynamic surface tension values of the media tested were found significantly differentfrom their static surface tension values. The interfacial properties measured and the results presented in the companion study suggest that the additives that lower dynamic surface tension the most (Methocel, F68, and PVA) correlate well with reduced cell-to-bubble attachment, and thus, cell protection. Reduced dynamic surface tension with these additives implies faster surfactant adsorption, mobile interfaces, lower surface viscosity, and foam destabilization. Because PEG and PVP resulted in increased cell-to-bubble attachment and had different interfacial properties, a different mechanism (compared with Methocel, PVP, and F68) is apparently responsible for their protective effect. Finally, cell protection offered by FBS and BSA is attributed to the foam stabilization properties provided by these additives. (c) 1995 John Wiley & Sons Inc.
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Affiliation(s)
- J D Michaels
- Department of Chemical Engineering, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208-3120
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Roos JW, McLaughlin JK, Papoutsakis ET. The effect of pH on nitrogen supply, cell lysis, and solvent production in fermentations of Clostridium acetobutylicum. Biotechnol Bioeng 2012; 27:681-94. [PMID: 18553724 DOI: 10.1002/bit.260270518] [Citation(s) in RCA: 135] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
In batch fermentations of C. acetobutylicum, with 5 g/L yeast extract and 50mM glucose, the ratio of ammonium to glucose affected solvent production when the pH was left to vary uncontrolled from 4.5 to 3.65. High solvent production was observed for a low ratio. When the pH was controlled at 4.5, only acids were produced for all ratio values. At a low ammonium-to-glucose ratio, solvents were produced when the pH was controlled at 3.7. Acids only were produced for a low ratio value at pH 4.0 or for a high ratio value at pH 3.7. In continuous cultures, mostly acids were produced under glucose limitation, but solvents were produced under nitrogen limitation. It was concluded that the nitrogen availability controls solvent production and that the pH affects the availability of organic nitrogen. Biomass autolysis at the stationary phase of batch cultures was reversibly inhibited at pH values less than 3.8. In batch fermentations, the overall molar growth yields on ATP (Y(ATP)) varied from 5.5 to 9.0 and the transient yields from 5.5 to 15.5. In continuous cultures, the Y(ATP) values varied from 5.5 to 14.7 under glucose limitation, and from 6.1 to 9.3 under nitrogen limitation. The Y(ATP) depended on the ammonium to glucose ratio and the culture pH, but did not show the usual dependence on the specific growth rate in batch cultures. The experiments seem to confirm the hypothesis that solvent production is controlled by the demand and availability of ATP.
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Affiliation(s)
- J W Roos
- Department of Chemical Engineering, Rice University, P.O. Box 1892, Houston, Texas 77251
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9
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Abstract
It has been established that the forces resulting from bubbles rupturing at the free air (gas)/liquid surface injure animal cells in agitated and/or sparged bioreactors. Although it has been suggested that bubble coalescence and breakup within agitated and sparged bioreactors (i.e., away from the free liquid surface) can be a source of cell injury as well, the evidence has been indirect. We have carried out experiments to examine this issue. The free air/liquid surface in a sparged and agitated bioractor was eliminated by completely filling the 2-L reactor and allowing sparged bubbles to escape through an outlet tube. Two identical bioreactors were run in parallel to make comparisons between cultures that were oxygenated via direct air sparging and the control culture in which silicone tubing was used for bubble-free oxygenation. Thus, cell damage from cell-to-bubble interactions due to processes (bubble coalescence and breakup) occurring in the bulk liquid could be isolated by eliminating damage due to bubbles rupturing at the free air/liquid surface of the bioreactor. We found that Chinese hamster ovary (CHO) cells grown in medium that does not contain shear-protecting additives can be agitated at rates up to 600 rpm without being damaged extensively by cell-to bubble interactions in the bulk of the bioreactor. We verified this using both batch and high-density perfusion cultures. We tested two impeller designs (pitched blade and Rushton) and found them not to affect cell damage under similar operational conditions. Sparger location (above vs. below the impeller) had no effect on cell damage at higher agitation rates but may affect the injury process at lower agitation intensities (here, below 250 rpm). In the absence of a headspace, we found less cell damage at higher agitation intensities (400 and 600 rpm), and we suggest that this nonintuitive finding derives from the important effect of bubble size and foam stability on the cell damage process. (c) 1996 John Wiley & Sons, Inc.
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Affiliation(s)
- J D Michaels
- Department of Chemical Engineering, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208-3120
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10
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Michaels JD, Nowak JE, Mallik AK, Koczo K, Wasan DT, Papoutsakis ET. Analysis of cell-to-bubble attachment in sparged bioreactors in the presence of cell-protecting additives. Biotechnol Bioeng 2012; 47:407-19. [PMID: 18623417 DOI: 10.1002/bit.260470402] [Citation(s) in RCA: 64] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
To investigate the mechanisms of cell protection provided by medium additives against animal cell injury in sparged bioreactors, we have analyzed the effect of various additives on the cell-to-bubble attachment process using CHO cells in suspension. Cell-to-bubble attachment was examined using three experimental techniques: (1) cell-bubble induction time analysis (cell-to-bubble attachment times); (2) forming thin liquid films and observing the movement and location of cells in the thin films; and (3) foam flotation experiments. The induction times we measured for the various additives are as follows: no additive (50 to 500 ms), polyvinyl pyrrolidone (PVP: 20 to 500 ms), polyethylene glycol (PEG: 200 to 1000 ms), 3% serum (500 to 1000 ms), polyvinyl alcohol (PVA: 2 to 10 s), Pluronic F68 (5 to 20 s), and Methocel (20 to 60 s). In the thin film formation experiments, cells in medium with either F68, PVA, or Methocel quickly flowed out of draining thin liquid films and entered the plateau border. When using media with no additive or with serum, the flow of cells out of the thin liquid film and film drainage were slower than for media containing Pluronic F68. PVA, or Methocel. With PVP and PEG, the thin film drainage was much slower and cells remained trapped in the film. For the foam flotation experiments, a separation factor (ratio of cell concentration in the foam catch to that in the bubble column) was determined for the various additives. In the order of increasing separation factors (i.e., increasing cell attachment to bubbles), the additives are as follows: Methocel, PVA, Pluronic F68, 3% serum, serum-free medium with no additives, PEG, and PVP. Based on the results of these three different cell-to-bubble attachment experiments, we have classified the cell-protecting additives into three groups: (1) Pluronic F68, PVA, and Methocel (reduced cell-to-bubble attachment); (2) PEG and PVP (high or increased cell-to-bubble attachment); and (3) FBS (reduced cell attachment butslower drainage films compared with F68, PVA, and Methocel with some cell entrapment in those films). These phenomena are discussed in relation to the interfacial properties of the media reported in a companion Study (this issue). (c) 1995 John Wiley & Sons Inc.
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Affiliation(s)
- J D Michaels
- Department of Chemical Engineering, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208-3120
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11
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Wiesenborn DP, Rudolph FB, Papoutsakis ET. Thiolase from Clostridium acetobutylicum ATCC 824 and Its Role in the Synthesis of Acids and Solvents. Appl Environ Microbiol 2010; 54:2717-22. [PMID: 16347774 PMCID: PMC204361 DOI: 10.1128/aem.54.11.2717-2722.1988] [Citation(s) in RCA: 155] [Impact Index Per Article: 11.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Thiolase (acetyl-coenzyme A [CoA] acetyltransferase, E.C. 2.3.1.19) from Clostridium acetobutylicum ATCC 824 has been purified 70-fold to homogeneity. Unlike the thiolase in Clostridium pasteurianum, this thiolase has high relative activity throughout the physiological range of internal pH of 5.5 to 7.0, indicating that change in internal pH during acid production is not an important factor in the regulation of this thiolase. In the condensation direction, the thiolase is inhibited by micromolar levels of CoA, and this may be an important factor in modulating the net condensation of acetyl-CoA to acetoacetyl-CoA. Other cofactors and metabolites that were tested and shown to be inhibitors are ATP and butyryl-CoA. The native enzyme consists of four 44,000-molecular-weight subunits. The kinetic binding mechanism is ping-pong. The K(m) value for acetyl-CoA is 0.27 mM at 30 degrees C and pH 7.4. The K(m) values for sulfhydryl-CoA and acetoacetyl-CoA are, respectively, 0.0048 and 0.032 mM at 30 degrees C and pH 8.0. The active site apparently contains a sulfhydryl group, but unlike other thiolases, this thiolase is relatively stable in the presence of 5,5'-dithiobis(2-nitrobenzoic acid). Studies of thiolase specific activity under various types of continuous fermentations show that regulation of this enzyme at both the genetic and enzyme levels is important.
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Affiliation(s)
- D P Wiesenborn
- Department of Chemical Engineering and Department of Biochemistry, Rice University, Houston, Texas 77251
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12
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Lakhotia S, Papoutsakis ET. Agitation induced cell injury in microcarrier cultures. Protective effect of viscosity is agitation intensity dependent: Experiments and modeling. Biotechnol Bioeng 2010; 39:95-107. [PMID: 18600891 DOI: 10.1002/bit.260390114] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
The effect of medium viscosity on the specific death rate of bovine embryonic kidney (BEK) cells cultured in spinner flask microcarrier cultures has been examined for various impeller speeds. Two types of media were used, a serum-containing growth medium and a serum-free maintenance medium. The latter does not support cell growth. We found that increasing medium viscosity suppresses cell death rates in both growth and maintenance medium cultures in an agitation-intensity-dependent fashion; the beneficial effect of medium viscosity in reducing the specific death rate is amplified as the agitation rate is increased. Furthermore, increasing medium viscosity has no effect on the specific death rate of the cells when the agitation rate is below a critical level. A model based on the turbulent energy content of eddies in the dissipation spectrum of turbulence of length scales on the order of magnitude of the microcarrier diameter and lower has been developed to account for cell death due to both bead-to-bead and bead-to-eddy interactions. The model constitutes a significant departure from previous efforts first because both types of interactions are accounted for simultaneously and second because the properties of a spectrum of eddies instead of the Kolmogorov-scale eddy size alone are used in the model. The model explains the functional dependence of the specific death rates on the medium viscosity at varying agitation intensities.
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Affiliation(s)
- S Lakhotia
- Department of Chemical Engineering, Northwestern University, Evanston, Illinois 60208-3120, USA
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Guo M, Miller WM, Papoutsakis ET, Patel S, James C, Goolsby C, Winter JN. Ex-vivo expansion of CFU-GM and BFU-E in unselected PBMC cultures with Flt3L is enhanced by autologous plasma. Cytotherapy 2010; 1:183-94. [PMID: 12881174 DOI: 10.1080/14653249910001591266] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
BACKGROUND Previous ex-vivo expansion studies in our laboratory, comparing unselected and CD34(+)-selected PBMC, have shown no advantage for CD34(+) cell selection, in terms of the expansion achieved. Our goal was to develop procedures for consistent generation of large numbers of hematopoietic progenitor and post-progenitor cells from unselected PBMC. METHODS Unselected PBMC, collected from cancer patients undergoing apheresis prior to high-dose chemotherapy and autologous stem cell rescue, were expanded ex vivo in static cultures, without a stromal layer, in the presence of Flt3 ligand (Flt3L), a recombinant GM-CSF/IL-3 fusion protein (PIXY321), G-CSF and GM-CSF for 10 days. RESULTS The addition of 2% autologous plasma to this cytokine combination enhanced expansion of total cell numbers (3.2 fold versus 1.9 fold; p < 0.01), colony-forming units granulocyte-macrophage (CFU-GM) (22.0 fold versus 8.1 fold, p < 0.01) and burst-forming units erythroid (BFU-E) (17.6 fold versus 7.0 fold, 0.01 < p < 0.02). The optimal seeding density for a given specimen was inversely related to the frequency of CD34(+) cells in the sample. CFU-GM expansion with the Flt3L-containing cytokine cocktail was equivalent to that obtained with IL-3, IL-6, G-CSF and SCF, whether or not the cultures were supplemented with autologous plasma. In plasma-free cultures, BFU-E expansion was significantly higher with IL-3, IL-6, G-CSF and SCF than with Flt3L, PIXY321, G-CSF and GM-CSF. In the presence of autologous plasma, however BFU-E expansion was higher in the Flt3L-containing media. In comparison studies, autologous plasma suppressed BFU-E expansion in SCF-containing cultures. Consistent with our colony assay results, dual-parameter flow cytometric analysis of the expanded cell population revealed that supplementation with autologous plasma yielded a significant increase in the numbers of myeloid progenitors in Flt3L-containing cultures. DISCUSSION Unselected PBMC from cancer patients can be effectively expanded ex vivo in Flt3L, PIXY321, G-CSF and GM-CSF, supplemented with autologous plasma, yielding high numbers of myeloid and erythroid progenitors.
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Affiliation(s)
- M Guo
- Robert H Lurie Cancer Center, Department of Medicine, Northwestern University, Evanston and Chicago, USA
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Papoutsakis ET, Meyer CL. Equations and calculations of product yields and preferred pathways for butanediol and mixed-acid fermentations. Biotechnol Bioeng 2009; 27:50-66. [PMID: 18553576 DOI: 10.1002/bit.260270108] [Citation(s) in RCA: 95] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Using the available information of fermentation biochemistry, fermentation (stoichiometric) equations are derived for anaerobic saccharolytic fermentations of butanediol and mixed acids. The equations describe the interrelations among the fermentation products, biomass, and consumed substrate (glucose). The validity of the equations is tested using a variety of batch data from the literature. The validity of the equations is expected to extend to steady-state and transient fermentations, as well. Uses, improvements, and extensions of the equations are also discussed in detail. Among others, it is shown that the equations are useful for checking the consistency of experimental data, for calculating maximal yields and selectivities for the fermentation products, and calculating the extent of utilization of the Embden-Meyerhof-Parnas pathway versus the Hexose Monophosphate pathway of glucose utilization.
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Affiliation(s)
- E T Papoutsakis
- Department of Chemical Engineering, Rice University, P.O. Box 1892, Houston, Texas 77251, USA
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15
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Abstract
We show that when freely suspended hybridoma cells are cultured in an agitated bioreactor, two fluid-mechanical mechanisms can cause cell damage and growth retardation. The first is present only when there is a gas phase, and is associated with vortex formation accompanied by bubble entrainment and breakup. In the absence of a vortex and bubble entrainment, cells can be damaged only at very high agitation rates, above approximately 700 rpm, by stresses in the bulk turbulent liquid. Cell damage then correlates with Kolmogorov eddy sizes similar to or smaller than the cell size. In the absence of a vortex, the entrainment and motion of very fine bubbles cause no growth retardation even at agitation rates as high as 600 rpm.
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Affiliation(s)
- K T Kunas
- Department of Chemical Engineering, Rice University, PO Box 1892, Houston, Texas 77251-1892, USA
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16
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Papoutsakis ET, Meyer CL. Fermentation equations for propionic-acid bacteria and production of assorted oxychemicals from various sugars. Biotechnol Bioeng 2009; 27:67-80. [PMID: 18553577 DOI: 10.1002/bit.260270109] [Citation(s) in RCA: 81] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Fermentation (stoichiometric) equations are derived for anaerobic fermentations of propionic-acid bacteria (of both the Propionibacterium and acrylate pathways) and for production of various oxychemicals (butanol, acetone, isopropanol, butanediol, butyrate, acetate, propionate, succinate, lactate, and acrylate) from pentoses, hexoses, and cellobiose. The derivations of the equations are based on the fermentation biochemistries of the various bacterial classes. The validity of the equations is tested using fermentation data from the literature. The equations are shown to be valuable, among other uses, for calculating maximal yields and selectivities of the various fermentation products, as "gateway sensors" for monitoring of the fermentations, and for calculating the extents of the various intracellular reactions of the fermentation biochemistry.
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Affiliation(s)
- E T Papoutsakis
- Department of Chemical Engineering, Rice University, P.O. Box 1892, Houston, Texas 77251, USA
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18
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Wang H, Lu Y, Huang W, Papoutsakis ET, Fuhrken P, Eklund EA. HoxA10 activates transcription of the gene encoding mitogen-activated protein kinase phosphatase 2 (Mkp2) in myeloid cells. J Biol Chem 2007; 282:16164-76. [PMID: 17430893 DOI: 10.1074/jbc.m610556200] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
HoxA10 is a homeodomain transcription factor that is frequently overexpressed in human acute myeloid leukemia. In murine bone marrow transplantation studies, HoxA10 overexpression induces a myeloproliferative disorder with accumulation of mature phagocytes in the peripheral blood and tissues. Over time, differentiation block develops in these animals, resulting in acute myeloid leukemia. In immature myeloid cells, HoxA10 represses transcription of some genes that confer the mature phagocyte phenotype. Therefore, overexpressed HoxA10 blocks differentiation by repressing myeloid-specific gene transcription in differentiating myeloid cells. In contrast, target genes involved in myeloproliferation due to HoxA10 overexpression have not been identified. To identify such genes, we screened a CpG island microarray with HoxA10 co-immunoprecipitating chromatin. We identified the DUSP4 gene, which encodes mitogen-activated protein kinase phosphatase 2 (Mkp2), as a HoxA10 target gene. We analyzed the DUSP4 5'-flank and identified two proximal-promoter cis elements that are activated by HoxA10. We find that DUSP4 transcription and Mkp2 expression decrease during normal myelopoiesis. However, this down-regulation is impaired in myeloid cells overexpressing HoxA10. In hematopoietic cells, c-Jun N-terminal kinases (Jnk) are the preferred substrates for Mkp2. Therefore, Mkp2 inhibits apoptosis by dephosphorylating (inactivating) Jnk. Consistent with this, HoxA10 overexpression decreases apoptosis in differentiating myeloid cells. Therefore, our studies identify a mechanism by which overexpressed HoxA10 contributes to inappropriate cell survival during myelopoiesis.
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Affiliation(s)
- Hao Wang
- Fineberg School of Medicine and the Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois 60611, USA
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19
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Ramsborg CG, Papoutsakis ET. Global transcriptional analysis delineates the differential inflammatory response interleukin-15 elicits from cultured human T cells. Exp Hematol 2007; 35:454-464. [PMID: 17309826 PMCID: PMC1855244 DOI: 10.1016/j.exphem.2006.11.013] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2006] [Revised: 11/15/2006] [Accepted: 11/16/2006] [Indexed: 11/16/2022]
Abstract
OBJECTIVE Interleukin 15 (IL)-15 controls proliferation and survival of T cells, but its effects and the underlying cellular regulation are not well understood. Previous studies have focused on its effects on short-term T-cell cultures. In view of the potential problems associated with using IL-2 alone in adoptive immunotherapy protocols, we investigated the impact of IL-15 on T-cell cultures and the global transcriptional effects it elicits in such cultures. MATERIALS AND METHODS DNA microarrays and flow cytometry were used to examine the differential effect of 20 ng/mL IL-15 on primary serum-free T-cell cultures activated and cultured in the presence of IL-2. Quantitative reverse transcriptase polymerase chain reaction confirmed select microarray data. RESULTS IL-15 significantly increased ex vivo expansion of primary human T cells over the entire 11-day expansions without affecting viability. The 1133 genes were consistently differentially expressed among three donor samples. Ontological analysis demonstrated that IL-15 increases expression of genes involved in inflammatory response (e.g., tumor necrosis factor [TNF]-alpha, Oncostatin M, CD40L, and CD33) and apoptosis (e.g., TNF-related apoptosis-inducing ligand). IL-15 also induced expression of four suppressors of cytokine signaling (SOCS) family genes (SOCS1-3, cytokine-inducible SH2-containing protein), which are classical negative regulators of cytokine signaling. IL-15 strongly suppressed the expression of inhibitory natural killer cell receptor genes, including three C-type lectins (KLRB1, KLRC1, and KLRD1), as well as IL-7Ra and Granzyme H. Finally, IL-15 induced differential expression of TNF receptor superfamily members (CD27 and CD30). CONCLUSION These findings suggest that exogenous IL-15 may have a potential role in adoptive immunotherapy by both enhancing proliferation and modulating functionality during ex vivo T-cell expansion.
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Affiliation(s)
- Christopher G Ramsborg
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208-3120, USA
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20
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Abstract
Prokaryotic genes are frequently organized in multicistronic operons (or transcriptional units, TUs), and usually the regulatory motifs for the whole TU are located upstream of the first TU gene. Although the number of sequenced genomes has increased dramatically, experimental information on TU organization is extremely limited. Even for organisms as extensively studied as Escherichia coli and Bacillus subtilis, TU annotation is far from complete. It therefore becomes imperative to rely on computational approaches to complement experimental information. Here we present a TU map for the obligate anaerobe Clostridium acetobutylicum ATCC 824. This map is largely based on the distance between pairs of consecutive genes but enhanced and refined by predictions of several types of promoters (sigmaA, sigmaE and sigmaF/G) and rho-independent terminator structures. Based on the set of known C.acetobutylicum TUs, the presented TU map offers an 88% prediction accuracy.
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Affiliation(s)
- Carlos J Paredes
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
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21
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Papoutsakis ET. Murray Moo-Young: the gentleman of Biochemical Engineering. Biotechnol Adv 2003; 21:381-2. [PMID: 14499120 DOI: 10.1016/s0734-9750(03)00054-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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22
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Yang H, Haddad H, Tomas C, Alsaker K, Papoutsakis ET. A segmental nearest neighbor normalization and gene identification method gives superior results for DNA-array analysis. Proc Natl Acad Sci U S A 2003; 100:1122-7. [PMID: 12529501 PMCID: PMC298737 DOI: 10.1073/pnas.0237337100] [Citation(s) in RCA: 50] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
An intuitive normalization and gene identification method is proposed. After segmentation of the entire expression range into intensity intervals, the mean and standard deviation of the logarithm of expression ratios are calculated for each interval using the nearest neighbor genes. Genes with high differential expression are excluded from these calculations. For glass arrays, normalization is performed for each interval by using the mean of the logarithm of expression ratios in the interval. For nylonplastic membranes, the average of the means of the logarithm of ratios across the intervals of higher intensities is used for normalization. Compared with other normalization methods, this method delivered the smallest normalization errors for 42 nylonplastic arrays used to analyze cultured T cells and 22 Clostridium acetobutylicum glass arrays. For identifying differentially expressed genes, upper and lower boundaries are constructed for each interval by using the standard deviation of the expression ratio logarithms. When a C. acetobutylicum pSOL1 megaplasmid-deficient strain M5 was used, this method identified more "down-regulated" pSOL1 genes with fewer misidentifications in a comparative array analysis of M5 versus the parent strain. A comparison of quantitative RT-PCR results with different gene identification methods indicates that the proposed method is superior to other methods.
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Affiliation(s)
- He Yang
- Department of Chemical Engineering, Northwestern University, Evanston, IL 60208, USA
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23
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Abstract
BACKGROUND Our goal was to produce granulocyte progenitor (CFU-G) and post-progenitor (CD15(+)CD11b(+/-)) cells for subsequent transplantation. We hypothesized that increasing the feeding frequency and maintaining constant densities may overcome inhibitory growth conditions (i.e. low pH) in high-density cultures. METHODS To study the effect of cell density on total cell expansion, differentiation and lactate production, 50% daily medium exchanges were used in cultures of peripheral blood mononuclear cells (PB MNC) maintained at constant densities (ranging from 5 x 10(4)cells/mL to 2.5 x 10(6)cells/mL). RESULTS We observed a significant increase in total cell expansion when the density was increased from 5 x 10(4) cells/mL to 1 x 10(6) cells/mL, but a further increase to 2.5 x 10(6)cells/mL resulted in a decline in cell expansion. Increasing feeding to 90% daily exchange in cultures with 2.5 x 10(6) cells/mL did not enhance cell expansion; nor did reducing the extent of feeding in cultures with 5 x 10(4) cells/mL to 10% daily exchange. We did not observe a relationship between cell density and the percentage of granulocyte progenitor and post-progenitor (CD15(+)CD11b(-/+)) cells. While specific lactate production (q(lac)) in cultures with 2.5 x 10(6) cells/mL was approximately 60% of those observed in lower density cultures by Day 13, this difference was largely eliminated by increasing the extent of feeding in cultures with 2.5 x 10(6) cells/mL. DISCUSSION Our results suggest that feeding rates must be adjusted according to cell density to maximize culture performance. They also suggest that cellular crowding on the culture surface can limit expansion in suspension (nonadherent) cultures.
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Affiliation(s)
- S D Patel
- Department of Chemical Engineering, Northwestern University, Evanston, IL 60208, USA
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24
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Abstract
BACKGROUND Optimization of the culture environment for the ex vivo expansion of T cells is crucial for obtaining the large doses of cells needed for cellular immunotherapy. O2 tension is a key parameter that impacts the proliferation and quality of the expanded T cells. METHODS Peripheral blood mononuclear cells were stimulated with either PHA or an anti-CD3 monoclonal antibody under 5% (low) or 20% (high) O2 atmospheres. After stimulation, cells were cultured in the presence of IL-2 under either low or high O2 conditions. RESULTS T cells stimulated and grown under 5% O2 exhibited higher proliferation rates and a mean (n = 11) of 5.8-fold greater total expansion over T cells grown under 20% O2. Stimulation under 5% O2 produced a lasting proliferative effect even after a switch to 20% O2. Examination of apoptosis by the flow cytometry-based TUNEL assay showed a mean (n = 9) of 2.9-fold greater percentage of apoptotic cells under 20% O(2). Flow-cytometric analysis of the IL-2 receptor (CD25) showed that the normal downregulation kinetics - following stimulation-induced CD25 upregulation - were slowed under 5% O(2), such that the 5% O2 cultures had a greater number of CD25+ cells, and those CD25+ cells expressed an average (n = 6) of 41% higher levels of CD25 receptor per cell. No significant O2 tension effects were observed on other surface antigens (CD3, CD28, and CD62L) examined. The key metabolic parameters, specific glucose uptake rate, q(glu), and specific lactate production rate, q(lac), were both increased by a mean (n = 5) of 47% under 5% O2. DISCUSSION Beyond the physiological significance, improved T-cell proliferation under 5% O2 would allow for decreased culture times in expanding T cells for cellular immunotherapies. Evidence of increased IL-2R expression and reduced apoptosis levels under 5% O2 may help explain this phenomenon.
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Affiliation(s)
- K S Carswell
- Department of Chemical Engineering, Northwestern University, Evanston, IL 60208, USA
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25
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Abstract
Megakaryocytic (Mk) cells mature adjacent to bone marrow (BM) sinus walls and subsequently release platelets within the sinusoidal space or in lung capillaries. In contrast, primitive stem and Mk progenitor cells reside the furthest away from the BM sinus walls. The existence of pH gradients in the BM raises the question of whether pH affects Mk maturation and differentiation. We generated Mk cells from peripheral blood CD34(+) cells in a serum-free medium at different pH levels (7.2, 7.4, and 7.6) and found that higher pH resulted in an earlier and higher polyploidization of CD41(+) Mk cells and an earlier onset of Mk-cell apoptosis. The peak day of high ploidy was correlated well with the onset day of Mk apoptosis, thus suggesting that a decline in the fraction of high-ploidy Mk cells at the late culture stage is caused by Mk-cell apoptosis. We further explored the relationship between Mk-cell maturation and apoptosis by employing an antiapoptotic agent Z-Val-Ala-Asp(Ome)-FMK (zVAD). Addition of zVAD led to an average 30% higher and 2.8-day delayed polyploidization, while apoptosis was delayed by 2.4 days. Faster depletion of CD34(+) cells and an earlier peak in the fraction of larger colony-forming Mk cells (BFU-Mks) were also observed at higher pH. Taken together, these data suggest that higher pH promotes Mk-cell differentiation, maturation, and apoptosis.
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Affiliation(s)
- H Yang
- Department of Chemical Engineering, Northwestern University, Evanston, Illinois 60208-3210, USA
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26
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Abstract
BACKGROUND As cellular immunotherapy with ex vivo expanded cells becomes more widely used to treat a variety of illnesses, optimization of culture parameters, to maximize cell production and function, is essential for continued success. The effects of reduced oxygen tension and autologous plasma on T-cell expansion, receptor expression, apoptosis, and cytolytic activity in serum-free media were investigated. METHODS PBMCs derived from whole blood samples were activated with anti-CD3 and anti-CD28 MAb in serum-free (AIM V) medium containing IL-2, and maintained at 5% and 20% oxygen tension. In some cases cultures were supplemented with 2% autologous plasma. RESULTS Low oxygen enhanced T-cell expansion 13- and 4.8-fold in serum-free and plasma-supplemented media, respectively. Autologous plasma also had a beneficial effect on T-cell cultures. Plasma-supplemented cultures expanded 74-fold more than serum-free cultures at low oxygen tension, and 43-fold more at high oxygen tension. Several samples expanded very poorly under serum-free conditions, and reasonable cell numbers were obtained only from plasma-supplemented cultures. CD49d expression density increased 3-fold to 4-fold in cultures supplemented with plasma. In contrast to our previous findings in serum-containing media, IL-2 receptor expression kinetics were unaffected by oxygen tension. No effects caused by oxygen tension or autologous plasma on expression of other surface antigens (CD4, CD8, CD44, CD95) were observed. DISCUSSION Low oxygen tension and autologous plasma greatly increase expansion of T cells, thereby decreasing the time needed for production of cells for prophylaxis. Increased CD49d expression density may translate into improved migration and cytotoxicity.
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Affiliation(s)
- H Haddad
- Department of Chemical Engineering, Northwestern University, Evanston 60208, USA
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27
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Patel SD, Guo R, Miller WM, Papoutsakis ET, Minster NI, Baum CM, Winter JN. Clinical-scale production of granulocyte progenitor and post-progenitor cells using daniplestim, leridistim, Progenipoietin, Promegapoietin and autologous plasma. Cytotherapy 2002; 2:85-94. [PMID: 12042045 DOI: 10.1080/146532400539080] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
BACKGROUND Supplementation of PBPC autografts with ex vivo expanded PBMC may significantly reduce or eliminate the period of neutropenia associated with high-dose chemotherapy. METHODS Unmanipulated growth-factor mobilized PBMC were expanded in media containing daniplestim, leridistim, Promegapoietin, and Progenipoietin (DLPP) and 2% autologous plasma at 4 x 10(5) PBMC/mL, first in 25 cm(2) T-flasks, with sampling on Days 7, 10, 13 and 15, and then in 1264 cm(2) Nunclon Cell Factories, with sampling on Days 7 and 13. RESULTS In T25-flasks, maximal CFU-GM expansion ([38.2 +/- 9.5]-fold) occurred on Day 10, whereas maximal total cell expansion ([6.7 +/- 1.1]-fold) occurred on Day 15. Production of CD15(+)CD11b(-) and CD15(+)CD11b(+) granulocytic post-progenitors (3.0 +/- 0.4 x 10(6) and 3.7 +/- 0.9 x 10(6), respectively) was also maximal at Day 15. Compared with the previously studied combination of Flt3L, PIXY321, G-CSF, GM-CSF and Epo, the DLPP cocktail performed similarly, with the exception of yielding larger GM colonies at Day 10 and fewer granulocyte post-progenitors on Day 15. In Cell Factories, CFU-GM were expanded (31.6 +/- 14.5)-fold, while total nonadherent cells were expanded (2.6 +/- 0.5)-fold. The two stack Cell Factory cultures seeded with 1.0 x 10(8) unselected PBMC produced approximately 3.3 x 10(6) CFU-GM and 1.3 x 10(8) myeloid post-progenitors. DISCUSSION Whereas expansion of cell numbers, CFU-GM and granulocytic post-progenitors in Cell Factories mirrored that achieved in T25-flasks, future preclinical studies with the DLPP cytokine combination may be performed in small volumes, with subsequent translation to the larger volume Cell Factories. Sufficient expansion can be achieved using the DLPP cytokine combination in the Cell Factories to provide the numbers of progenitors required for clinical trials.
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Affiliation(s)
- S D Patel
- Department of Chemical Engineering, Northwestern University, Evanston and Chicago, IL, USA
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Harris LM, Blank L, Desai RP, Welker NE, Papoutsakis ET. Fermentation characterization and flux analysis of recombinant strains of Clostridium acetobutylicum with an inactivated solR gene. J Ind Microbiol Biotechnol 2001; 27:322-8. [PMID: 11781808 DOI: 10.1038/sj.jim.7000191] [Citation(s) in RCA: 94] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2000] [Accepted: 07/21/2001] [Indexed: 11/09/2022]
Abstract
The effect of solR inactivation on the metabolism of Clostridium acetobutylicum was examined using fermentation characterization and metabolic flux analysis. The solR-inactivated strain (SolRH) of this study had a higher rate of glucose utilization and produced higher solvent concentrations (by 25%, 14%, and 81%, respectively, for butanol, acetone, and ethanol) compared to the wild type. Strain SolRH(pTAAD), carrying a plasmid-encoded copy of the bifunctional alcohol/aldehyde dehydrogenase gene (aad) used in butanol production, produced even higher concentrations of solvents (by 21%, 45%, and 62%, respectively, for butanol, acetone, and ethanol) than strain SolRH. Clarithromycin used for strain SolRH maintenance during SolRH(pTAAD) fermentations did not alter product formation; however, tetracycline used for pTAAD maintenance resulted in 90% lower solvent production.
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Affiliation(s)
- L M Harris
- Department of Chemical Engineering, Northwestern University, Evanston, IL 60208, USA
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29
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Abstract
Human bone marrow (BM) is a tissue of complex architectural organization, which includes granulopoietic loci, erythroblastic islets, and lymphocytic nodules. Oxygen tension (pO(2)) is an important determinant of hematopoietic stem and progenitor cell proliferation and differentiation. Thus, understanding the impact of the BM architectural organization on pO(2) levels in extravascular hematopoietic tissue is an important biophysical problem. However, currently it is impossible to measure pO(2) levels and their spatial variations in the BM. Homogeneous Kroghian models were used to estimate pO(2) distribution in the BM hematopoietic compartment (BMHC) and to conservatively simulate pO(2)-limited cellular architectures. Based on biophysical data of hematopoietic cells and characteristics of BM physiology, we constructed a tissue cylinder solely occupied by granulocytic progenitors (the most metabolically active stage of the most abundant cell type) to provide a physiologically relevant limiting case. Although the number of possible cellular architectures is large, all simulated pO(2) profiles fall between two extreme cases: those of homogeneous tissues with adipocytes and granulocytic progenitors, respectively. This was illustrated by results obtained from a parametric criterion derived for pO(2) depletion in the extravascular tissue. Modeling results suggest that stem and progenitor cells experience a low pO(2) environment in the BMHC.
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Affiliation(s)
- D C Chow
- Department of Chemical Engineering, Northwestern University, Evanston, Illinois 60208-3120, USA
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30
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Abstract
Hematopoietic cells of various lineages are organized in distinct cellular architectures in the bone marrow hematopoietic compartment (BMHC). The homogeneous Kroghian model, which deals only with a single cell type, may not be sufficient to accurately describe oxygen transfer in the BMHC. Thus, for cellular architectures of physiological significance, more complex biophysical-transport models were considered and compared against simulations using the homogeneous Kroghian model. The effects of the heterogeneity of model parameters on the oxygen tension (pO(2)) distribution were examined using the multilayer Kroghian model. We have also developed two-dimensional Kroghian models to simulate several cellular architectures in which a cell cluster (erythroid cluster) or an individual cell (megakaryocyte or adipocyte) is located in the BMHC predominantly occupied by mature granulocytes. pO(2) distributions in colony-type cellular arrangements (erythroblastic islets, granulopoietic loci, and lymphocytic nodules) in the BMHC were also evaluated by modifying the multilayer Kroghian model. The simulated results indicate that most hematopoietic progenitors experience low pO(2) values, which agrees with the finding that low pO(2) promotes the expansion of various hematopoietic progenitors. These results suggest that the most primitive stem cells, which are located even further away from BM sinuses, are likely located in a very low pO(2) environment.
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Affiliation(s)
- D C Chow
- Department of Chemical Engineering, Northwestern University, Evanston, Illinois 60208-3120, USA
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31
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Mostafa SS, Papoutsakis ET, Miller WM. Oxygen tension modulates the expression of cytokine receptors, transcription factors, and lineage-specific markers in cultured human megakaryocytes. Exp Hematol 2001; 29:873-83. [PMID: 11438210 DOI: 10.1016/s0301-472x(01)00658-0] [Citation(s) in RCA: 41] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE We have recently reported that 20% O2 significantly enhances total megakaryocyte (Mk) number, polyploidy, and proplatelet formation compared to 5% O2 in culture. In order to further elucidate the regulatory role of pO2 on megakaryocytopoiesis, we conducted a kinetic study of the expression of surface markers CD41a and CD42a; receptors for thrombopoietin (TPO), interleukin-3 (IL-3), and Flt3-ligand; the glutamate receptor of the N-methyl-D-aspartate subtype 1 (NMDAR1); and transcription factors GATA-1, NF-E2, and E2F-1. MATERIALS AND METHODS Mks were generated from mobilized peripheral blood (PB) CD34+ cells from normal donors in serum-free medium with TPO, IL-3, and Flt3-ligand at 20% and 5% O2. Quantitative assessment of Mk surface receptors and nuclear transcription factors was performed using multiparameter flow cytometry. mRNA levels of the nuclear transcription factors GATA-1 and NF-E2 were evaluated using RT-PCR. RESULTS The proportions of cells expressing the early Mk marker CD41a and the late Mk marker CD42a at day 15 were 4 and 5 times higher, respectively, at 20% O2. CD41a and CD42a protein levels per cell were also higher at 20% O2. After day 5, c-Mpl (TPO receptor) generally followed similar kinetics as CD41a. The proportion of IL-3 receptor (IL-3R)++ Mks at day 5 was 1.5 times higher at 5% O2. The NMDAR1 protein previously known to be expressed by neuronal cells has recently been identified in Mks. NMDAR1 and the transcription factors were studied on days 6, 9, and 11. NMDAR1 was expressed at a 1.5- to 1.8-fold higher level at 5% O2. Twenty percent O2 supported higher expression of the Mk-early and -late-maturation-specific transcription factors GATA-1 (1.2- to 2.2-fold higher) and NF-E2 (1.1- to 2.8-fold higher). This was consistent with RT-PCR data indicating the presence of higher levels of GATA-1 and NF-E2 mRNA at 20% O2. E2F-1, a ubiquitously expressed cell cycle transcription factor, was expressed at a 1.5-fold higher level at 20% O2 on day 6, but this difference did not persist by day 9. CONCLUSION These findings demonstrate that cytokine receptors c-Mpl and IL-3R, and Mk differentiation-specific surface receptors CD41a, CD42a, and NMDAR1, are significantly modulated by pO2, and suggest that one of the mechanisms of enhanced maturation at 20% O2 may involve regulation of transcription factors GATA-1 and NF-E2.
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Affiliation(s)
- S S Mostafa
- Department of Chemical Engineering, Northwestern University, Evanston, IL 60208-3120, USA
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Yang H, Papoutsakis ET, Miller WM. Model-based estimation of myeloid hematopoietic progenitor cells in ex vivo cultures for cell and gene therapies. Biotechnol Bioeng 2001; 72:144-55. [PMID: 11114652] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/18/2023]
Abstract
Ex vivo production of hematopoietic progenitor cells has potential applications for cell therapy to alleviate cytopenias associated with chemotherapy and for gene therapy. In both therapies, progenitor and stem cells are considered crucial factors for therapeutic success. Assays for progenitor cells, however, take 2 weeks to complete, which is similar to the length of a typical culture. Therefore, a real-time estimation of the percentage or number of progenitor cells, based on rapid measurements, would be useful for optimization of feeding and harvest decisions. In this study, metabolic activity assays and flow cytometric analysis were used to estimate the content of progenitor cells. The measured metabolic activities are a collective contribution from all types of cells. Cells in granulomonocytic cultures have been lumped into six cell types and metabolic rates have been modeled as a linear function of cell composition and growth rate and as a nonlinear function of cell density. Data from 24 experiments were utilized to determine the model parameters in a calibration step. These data include flow cytometric analysis of more mature hematopoietic cells, progenitor cell colony assays, total cell content, and metabolite concentrations, and cover a wide range of cell composition, cell density, and growth rate. After calibration, the model is able to deliver good predictions of progenitor cell content for cultures with higher percentages of progenitor cells, as well as the peak progenitor cell content, based only on parameters that can be rapidly measured. With the aid of those predictions a harvest strategy was developed that will allow optimizing the harvest time based on the culture kinetics of each patient or donor inoculum, rather than using retrospective analysis to determine a uniform harvest time.
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Affiliation(s)
- H Yang
- Department of Chemical Engineering, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208-3120, USA
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Mostafa SS, Miller WM, Papoutsakis ET. Oxygen tension influences the differentiation, maturation and apoptosis of human megakaryocytes. Br J Haematol 2000; 111:879-89. [PMID: 11122151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/18/2023]
Abstract
Megakaryocytes (Mks) mature adjacent to bone marrow (BM) sinus walls and subsequently release platelets within the sinusoidal space or in lung capillaries. As the sites for platelet release have higher levels of oxygen tension (pO(2)) than the core of the BM where stem and progenitor cells reside, we investigated whether pO(2) influences Mk maturation. Mks were generated from CD34(+) cells (from mobilized peripheral blood from cancer patients) under 5% and 20% O(2). At day 15, CD41(+) Mk expansion in 20% and 5% O(2) cultures was 85-fold and 31-fold respectively. Twenty percent O(2) cultures also had higher levels of high ploidy (> or = 8N, eightfold higher) and proplatelet-forming (fivefold higher) Mks. At day 21, 20% O(2) cultures had a fivefold higher number of apoptotic Mks. In contrast, 5% O(2) promoted Mk colony-forming unit (CFU-Mk) generation and maintenance. Similar results were observed in cultures initiated with CD41(+) Mks, indicating that pO(2) directly affects Mks. The change from 20% to 5% O(2) on day 5 and day 7 delayed both maturation and apoptosis, suggesting that these two processes are closely linked. These results were confirmed in CD34(+) cultures from normal BM samples. These data may provide insights into in vivo Mk maturation, such as an explanation for hypoxia-induced thrombocytopenia in animals.
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Affiliation(s)
- S S Mostafa
- Department of Chemical Engineering, Northwestern University, Evanston, IL 60208-3120, USA
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Abstract
Ex vivo expansion of T cells is an important aspect of many cellular immunotherapy protocols, and the effects of the culture environment on the cells must be understood to produce large numbers of functional cells. Extracellular pH is a fundamental parameter that has many different effects on cultured cells. In this study, peripheral blood mononuclear cells were stimulated with phytohemagglutinin and cultured at pH values of 7.0, 7.2, or 7.4. The effects of pH on the cells were studied during the 2 to 3 weeks of proliferation resulting from phytohemagglutinin stimulation, in order to examine the culture kinetics over realistic time scales for ex vivo expansion. The proliferation capacity of the T cells increased more than three-fold for the pH 7.0 and 7.2 cultures compared with the pH 7.4 cultures. The culture pH also affected the kinetics of the interleukin-2 receptor down-regulation process. The faster receptor down-regulation in both the pH 7.2 and 7.4 cultures resulted in a more than twofold greater fraction of interleukin-2 receptor(+) cells in the pH 7.0 cultures. Although the fraction of apoptotic cells (using the Annexin V flow-cytometric method) remained less than 10%, we observed 27% more apoptosis in the pH 7.4 cultures than in the 7.2 cultures and 49% more apoptosis in the pH 7.4 cultures than in the 7.0 cultures. These effects on interleukin-2 receptor expression and cellular apoptosis may partially explain the observed effects of pH on T-cell proliferation.
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Affiliation(s)
- K S Carswell
- Department of Chemical Engineering, Northwestern University, Evanston, Illinois 60208, USA
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Patel SD, Papoutsakis ET, Winter JN, Miller WM. The lactate issue revisited: novel feeding protocols to examine inhibition of cell proliferation and glucose metabolism in hematopoietic cell cultures. Biotechnol Prog 2000; 16:885-92. [PMID: 11027185 DOI: 10.1021/bp000080a] [Citation(s) in RCA: 49] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
It is well established that cell proliferation in batch (unfed) hematopoietic cell cultures is greatly inhibited relative to that in cultures with feeding. What is not known, however, is the nature of this inhibition. On the basis of our observations in hematopoietic cultures that cell proliferation ceases when the lactate concentration ([lactate]) exceeds 20 mM (accompanied by a decrease in culture pH), we investigated the effect of lactate accumulation on cell proliferation, metabolism, and differentiation. We differ in our approach from previous efforts in that we have tried to more accurately recreate the manner in which lactate accumulates in culture by employing a daily feeding protocol in which [lactate] and/or pH in the fresh medium was adjusted to match the conditions prior to feeding. We conclude that the decrease in pH associated with lactate accumulation significantly inhibits both cell proliferation and metabolism. Although inhibition in cultures with high [lactate] and low pH is similar to that in unfed cultures, pH control in unfed cultures does not alleviate the inhibition, indicating that other inhibitory factors are also present. Thus, pH control is necessary, but not sufficient, to eliminate inhibition of cell growth and metabolism in unfed hematopoietic cell cultures. We also conclude that high [lactate] and low pH have little effect on cell differentiation in fed cultures, although there is evidence to suggest that low pH may play a role in monocyte differentiation in unfed cultures.
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Affiliation(s)
- S D Patel
- Department of Chemical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, Illinois 60208-3120, USA
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Hevehan DL, Wenning LA, Miller WM, Papoutsakis ET. Dynamic model of ex vivo granulocytic kinetics to examine the effects of oxygen tension, pH, and interleukin-3. Exp Hematol 2000; 28:1016-28. [PMID: 11008014 DOI: 10.1016/s0301-472x(00)00505-1] [Citation(s) in RCA: 19] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
OBJECTIVE Evaluating kinetics in hematopoietic cultures is complicated by the distribution of cells over various stages of differentiation and by the presence of cells from different lineages. Thus, an observed response is an integral response from distributed cell populations. Growth factors and other parameters can greatly affect the lineage and maturation stage of the culture outcome. To resolve the kinetics and more clearly define the differential effects of O(2) tension (pO(2)), pH, and interleukin-3 (IL-3) on granulopoiesis, a mathematical model-based approach was undertaken. MATERIALS AND METHODS Granulocytic differentiation is described within a continuous, deterministic framework in which cells develop from primitive granulocytic progenitors to mature neutrophils. The model predicts two distributed populations-quiescent and cycling cells-by incorporating rates of growth, death, differentiation, and transition between quiescence and active cycling. The response of these four model processes to changes in the culture environment was examined. RESULTS Model simulations of experimental data revealed the following: 1) pO(2) effects are exerted only on the growth rate but not maturation times. 2) pH effects between pH 7.25 and 7.4 on growth and differentiation are coupled; however, with increasing pH values, especially at pH 7. 6, the death rate for cells in the early stages of differentiation becomes increasingly significant. 3) The absence of IL-3 increases the death rate for primitive cells only minimally but markedly enhances the rate of differentiation through the myeloblast window in the differentiation pathway. The combined effects of these environmental factors can be predicted based on changes in the model parameters derived from the individual effects. CONCLUSIONS Experimental data combined with mathematical modeling can elucidate the mechanisms underlying the regulation of granulopoiesis by pO(2), pH, and IL-3. The model also can be readily adapted to evaluate the effects of other culture conditions. The increased understanding of experimental results gained with this approach can be used to modify culture conditions to optimize ex vivo production of neutrophil precursors.
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Affiliation(s)
- D L Hevehan
- Department of Chemical Engineering, Northwestern University, Evanston, Ill., 60208-3120, USA
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Abstract
Ex vivo expansion of T cells is a key step of many cellular immunotherapy protocols, which require large numbers of immune cells to eradicate malignant or virally infected cells. The use of stirred culture systems for T cell expansion offers many potential advantages over the static culture systems commonly used today, including homogeneity of culture conditions, ease of sampling, and implementation of control systems. Primary human T cells as well as the transformed TALL103/2 T cell line were cultured in 100-mL spinner flasks as well as 2-L bioreactors to investigate the effects of shear forces produced by agitation and sparging-based aeration on the expansion of T cells. Primary T cells could be successfully grown at agitation rates of up to 120 rpm in the spinner flasks and to 180 rpm in the bioreactors with no immediate detrimental effects on proliferation. Exposure to agitation and sparging did, however, cause a significantly increased rate of downregulation of the interleukin-2 receptor (IL-2R), resulting in lower overall expansion potential from a single stimulation as compared to static controls, with faster IL-2R downregulation occurring at higher agitation rates. For the primary T cells, no significant effects of agitation were found on expression levels of other key surface receptors (CD3, CD28, or CD62L) examined. No significant effects of agitation were observed on primary T cell metabolism or levels of cellular apoptosis in the cultures. The TALL103/2 T cell line was found to be extremely sensitive to agitation, showing severely reduced growth at speeds above 30 rpm in 100-mL spinner flasks. This unexpected increased fragility in the transformed T cell line as compared to primary T cells points out the importance of carefully selecting a model cell line which will accurately represent the characteristics of the cell system of interest.
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Affiliation(s)
- K S Carswell
- Department of Chemical Engineering, Northwestern University, Evanston, Illinois 60208, USA
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Papoutsakis ET. Equations and calculations for fermentations of butyric acid bacteria. Reprinted from Biotechnology and Bioengineering, Vol. XXVI, Pp 174-187 (1984). Biotechnol Bioeng 2000; 67:813-26. [PMID: 10699860] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/15/2023]
Abstract
A stoichiometric equation has been derived which describes the interrelations among the various products and biomass in fermentations of butyric acid bacteria. The derivation of the equation is based on an assumed ATP yield, two biological regularities, and the biochemistry of product formation of the fermentations. The equation obeys the constraints imposed on growth and product formation by thermodynamics and the biochemical topology. The validity of the equation is tested using a variety of fermentation data from the literature. The uses, improvements, limitations, and extensions of the equation are also discussed in detail. For example, the fermentation equation is used to calculate the maximal possible yields of the main fermentation products.
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Abstract
OBJECTIVE Granulocyte differentiation in the bone marrow (BM) takes place in regions with lower pH and O(2) tension (pO(2)) than those in the BM sinuses. This suggests that granulopoiesis will be enhanced at subvascular pH and pO(2). MATERIALS AND METHODS The effects of pH AND pO2 on granulocyte proliferation, differentiation, and granulocyte colony-stimulating factor receptor (G-CSFR) expression were evaluated using mobilized peripheral blood CD34(+) cells directed down the granulocytic pathway with stem cell factor, interleukin 3, interleukin 6, and G-CSF. RESULTS Cell expansion was enhanced at subvascular pH, with twice as many total cells and CD15(bright)/CD11b(+) late neutrophil precursors (myelocytes, metamyelocytes, bands) produced at pH 7.07 to 7.21 as was produced at pH 7.38. Low pH accelerated the rate of differentiation concomitant with this increase in proliferation. Also, total, CD15(bright)/CD11b(-) (promyelocytes, early myelocytes), and CD15(bright)/CD11b(+) cell expansion was enhanced at lower pO(2), with twice as many of each cell type produced at 5% O(2) as at 20% O(2). The effects of low pH and low pO(2) were additive, such that generation of total, CD15(bright)/CD11b(-), and CD15(bright)/CD11b(+) cells was 3.5-, 2.4-, and 4.0-fold greater at pH 7.21 and 5% O(2) than at the standard hematopoietic culture conditions of pH 7.38 and 20% O(2). Low pH resulted in faster upregulation of G-CSFR surface expression, whereas pO(2) had no effect on G-CSFR expression. CONCLUSION These data provide compelling evidence that pH and pO(2) gradients within the BM play significant roles in regulating hematopoiesis. More rapid granulocytic cell proliferation and differentiation at low pH may be explained in part by more rapid G-CSFR expression. The ability to alter cell development by manipulating pH and pO(2) has important implications for optimizing ex vivo production of neutrophil precursors.
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Affiliation(s)
- D L Hevehan
- Department of Chemical Engineering, Northwestern University, Evanston, IL 60208-3120, USA
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Harris LM, Desai RP, Welker NE, Papoutsakis ET. Characterization of recombinant strains of the Clostridium acetobutylicum butyrate kinase inactivation mutant: need for new phenomenological models for solventogenesis and butanol inhibition? Biotechnol Bioeng 2000; 67:1-11. [PMID: 10581430] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/14/2023]
Abstract
Two metabolic engineering tools, namely gene inactivation and gene overexpression, were employed to examine the effects of two genetic modifications on the fermentation characteristics of Clostridium acetobutylicum. Inactivation of the butyrate kinase gene (buk) was examined using strain PJC4BK, while the combined effect of buk inactivation and overexpression of the aad gene-encoding the alcohol aldehyde dehydrogense (AAD) used in butanol formation-was examined using strain PJC4BK(pTAAD). The two strains were characterized in controlled pH > or = 5.0 fermentations, and by a recently enhanced method of metabolic flux analysis. Strain PJC4BK was previously genetically characterized, and fermentation experiments at pH > or = 5.5 demonstrated good, but not exceptional, solvent-production capabilities. Here, we show that this strain is a solvent superproducer in pH > or = 5.0 fermentations producing 225 mM (16.7 g/L) of butanol, 76 mM of acetone (4.4 g/L), and 57 mM (2.6 g/L) of ethanol. Strain PJC4BK(pTAAD) produced similar amounts of butanol and acetone but 98 mM (4.5 g/L) of ethanol. Both strains overcame the 180 mM (13 g/L) butanol toxicity limit, without any selection for butanol tolerance. Work with strain PJC4BK(pTAAD) is the first reported use of dual antibiotic selection in C. acetobutylicum. One antibiotic was used for selection of strain PJC4BK while the second antibiotic selected for the pTAAD presence. Overexpression of aad from pTAAD resulted in increased ethanol production but did not increase butanol titers, thus indicating that AAD did not limit butanol production under these fermentation conditions. Metabolic flux analysis showed a decrease in butyrate formation fluxes by up to 75% and an increase in acetate formation fluxes of up to 100% during early growth. The mean specific butanol and ethanol formation fluxes increased significantly in these recombinant strains, up to 300% and 400%, respectively. Onset of solvent production occurred during the exponential-growth phase when the culture optical density was very low and when total and undissociated butyric acid levels were <1 mM. Butyrate levels were low throughout all fermentations, never exceeding 20 mM. Thus, threshold butyrate concentrations are not necessary for solvent production in these stains, suggesting the need for a new phenomenological model to explain solvent formation.
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Affiliation(s)
- L M Harris
- Department of Chemical Engineering, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208, USA
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Tummala SB, Welker NE, Papoutsakis ET. Development and characterization of a gene expression reporter system for Clostridium acetobutylicum ATCC 824. Appl Environ Microbiol 1999; 65:3793-9. [PMID: 10473377 PMCID: PMC99702 DOI: 10.1128/aem.65.9.3793-3799.1999] [Citation(s) in RCA: 105] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
A gene expression reporter system (pHT3) for Clostridium acetobutylicum ATCC 824 was developed by using the lacZ gene from Thermoanaerobacterium thermosulfurogenes EM1 as the reporter gene. In order to test the reporter system, promoters of three key metabolic pathway genes, ptb (coding for phosphotransbutyrylase), thl (coding for thiolase), and adc (coding for acetoacetate decarboxylase), were cloned upstream of the reporter gene in pHT3 in order to construct vectors pHT4, pHT5, and pHTA, respectively. Detection of beta-galactosidase activity in time course studies performed with strains ATCC 824(pHT4), ATCC 824(pHT5), and ATCC 824(pHTA) demonstrated that the reporter gene produced a functional beta-galactosidase in C. acetobutylicum. In addition, time course studies revealed differences in the beta-galactosidase specific activity profiles of strains ATCC 824(pHT4), ATCC 824(pHT5), and ATCC 824(pHTA), suggesting that the reporter system developed in this study is able to effectively distinguish between different promoters. The stability of the beta-galactosidase produced by the reporter gene was also examined with strains ATCC 824(pHT4) and ATCC 824(pHT5) by using chloramphenicol treatment to inhibit protein synthesis. The data indicated that the beta-galactosidase produced by the lacZ gene from T. thermosulfurogenes EM1 was stable in the exponential phase of growth. In pH-controlled fermentations of ATCC 824(pHT4), the kinetics of beta-galactosidase formation from the ptb promoter and phosphotransbutyrylase formation from its own autologous promoter were found to be similar.
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Affiliation(s)
- S B Tummala
- Department of Chemical Engineering, Molecular Biology, and Cell Biology, Northwestern University, Evanston, Illinois 60208, USA
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Desai RP, Harris LM, Welker NE, Papoutsakis ET. Metabolic flux analysis elucidates the importance of the acid-formation pathways in regulating solvent production by Clostridium acetobutylicum. Metab Eng 1999; 1:206-13. [PMID: 10937935 DOI: 10.1006/mben.1999.0118] [Citation(s) in RCA: 74] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Metabolic flux analysis was used to investigate the roles of the acid formation pathways in Clostridium acetobutylicum. The acid formation pathways were revealed to serve different roles in wildtype fermentations than previously expected. Specifically, enzymes known to catalyze butyrate formation were found to uptake butyrate without concomitant production of acetone. This role was further corroborated by flux analysis of a recombinant strain overexpressing the butyrate formation enzymes. Analysis of wildtype fermentation data also revealed an important role for the acetate formation enzymes, namely the cycling of carbon between acetate and acetylCoA during the stationary phase. Next, metabolic flux analysis was used to compare the patterns of activity in two butyrate kinase deficient strains of C. acetobutylicum. The strain developed by gene inactivation, PJC4BK, exhibited a shift in acid formation fluxes toward acetate while the strain developed by antisense RNA strategies, 824(pRD4), did not exhibit such a shift. However, both strains exhibited altered solvent formation patterns. PJC4BK exhibited a strong transient enhancement of solvent formation fluxes. In contrast, 824(pRD4) exhibited relatively lower levels of solvent formation fluxes, although fluxes were sustained over a longer period of time.
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Affiliation(s)
- R P Desai
- Department of Chemical Engineering, Northwestern University, Evanston, Illinois, USA
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Abstract
A stoichiometric model of Clostridium acetobutylicum and related strains has been previously derived. The stoichiometric matrix of the model contains a singularity which has prevented the calculation of a unique set of fluxes which describe the primary metabolic activity. To resolve the singularity, we have developed a non-linear constraint relating the acetate and butyrate uptake fluxes. Subsequently, we developed a software package utilizing a model independent heuristic global optimization approach to solve the resultant non-linear problem. We have validated the use of the non-linear constraint by correlating calculated butyrate production pathway flux profiles with measured intracellular pH profiles. Finally, we examined a controlled batch fermentation to determine that the acid formation pathways play critical roles throughout solventogenesis. The broader usefulness of reformulating the stoichiometric model as a constrained minimization problem is discussed.
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Affiliation(s)
- R P Desai
- Department of Chemical Engineering, Northwestern University, Evanston, IL 60208, USA
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Abstract
We examined the effectiveness of antisense RNA (as RNA) strategies for metabolic engineering of Clostridium acetobutylicum. Strain ATCC 824(pRD4) was developed to produce a 102-nucleotide asRNA with 87% complementarity to the butyrate kinase (BK) gene. Strain ATCC 824(pRD4) exhibited 85 to 90% lower BK and acetate kinase specific activities than the control strain. Strain ATCC 824(pRD4) also exhibited 45 to 50% lower phosphotransbutyrylase (PTB) and phosphotransacetylase specific activities than the control strain. This strain exhibited earlier induction of solventogenesis, which resulted in 50 and 35% higher final concentrations of acetone and butanol, respectively, than the concentrations in the control. Strain ATCC 824(pRD1) was developed to putatively produce a 698-nucleotide asRNA with 96% complementarity to the PTB gene. Strain ATCC 824(pRD1) exhibited 70 and 80% lower PTB and BK activities, respectively, than the control exhibited. It also exhibited 300% higher levels of a lactate dehydrogenase activity than the control exhibited. The growth yields of ATCC 824(pRD1) were 28% less than the growth yields of the control. While the levels of acids were not affected in ATCC 824(pRD1) fermentations, the acetone and butanol concentrations were 96 and 75% lower, respectively, than the concentrations in the control fermentations. The lower level of solvent production by ATCC 824(pRD1) was compensated for by approximately 100-fold higher levels of lactate production. The lack of any significant impact on butyrate formation fluxes by the lower PTB and BK levels suggests that butyrate formation fluxes are not controlled by the levels of the butyrate formation enzymes.
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Affiliation(s)
- R P Desai
- Department of Chemical Engineering, Northwestern University, Evanston, Illinois 60208, USA
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Nair RV, Green EM, Watson DE, Bennett GN, Papoutsakis ET. Regulation of the sol locus genes for butanol and acetone formation in Clostridium acetobutylicum ATCC 824 by a putative transcriptional repressor. J Bacteriol 1999; 181:319-30. [PMID: 9864345 PMCID: PMC103564 DOI: 10.1128/jb.181.1.319-330.1999] [Citation(s) in RCA: 83] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
A gene (orf1, now designated solR) previously identified upstream of the aldehyde/alcohol dehydrogenase gene aad (R. V. Nair, G. N. Bennett, and E. T. Papoutsakis, J. Bacteriol. 176:871-885, 1994) was found to encode a repressor of the sol locus (aad, ctfA, ctfB and adc) genes for butanol and acetone formation in Clostridium acetobutylicum ATCC 824. Primer extension analysis identified a transcriptional start site 35 bp upstream of the solR start codon. Amino acid comparisons of SolR identified a potential helix-turn-helix DNA-binding motif in the C-terminal half towards the center of the protein, suggesting a regulatory role. Overexpression of SolR in strain ATCC 824(pCO1) resulted in a solvent-negative phenotype owing to its deleterious effect on the transcription of the sol locus genes. Inactivation of solR in C. acetobutylicum via homologous recombination yielded mutants B and H (ATCC 824 solR::pO1X) which exhibited deregulated solvent production characterized by increased flux towards butanol and acetone formation, earlier induction of aad, lower overall acid production, markedly improved yields of solvents on glucose, a prolonged solvent production phase, and increased biomass accumulation compared to those of the wild-type strain.
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Affiliation(s)
- R V Nair
- Department of Chemical Engineering, Northwestern University, Evanston, Illinois 60208, USA
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Nielsen LK, Bender JG, Miller WM, Papoutsakis ET. Population balance model of in vivo neutrophil formation following bone marrow rescue therapy. Cytotechnology 1998; 28:157-62. [PMID: 19003417 PMCID: PMC3449838 DOI: 10.1023/a:1008098118491] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
In this paper, we develop a simple four parameter population balance model of in vivo neutrophil formation following bone marrow rescue therapy. The model is used to predict the number and type of neutrophil progenitors required to abrogate the period of severe neutropenia that normally follows a bone marrow transplant. The estimated total number of 5 billion neutrophil progenitors is consistent with the value extrapolated from a human trial. The model provides a basis for designing ex vivo expansion protocols.
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Affiliation(s)
- L K Nielsen
- Department of Chemical Engineering, The University of, Queensland, Brisbane, QLD 4072, Australia,
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Abstract
Physiological parameters such as pH and oxygen tension probably play significant roles in the regulation of haemopoiesis in the bone marrow microenvironment, but these roles have yet to be characterized in detail. We have found that changes in culture pH (0.2 units) can cause significant changes in the culture composition of mature cells and colony-forming cells (CFCs), especially in the presence of erythropoietin (Epo). Peripheral blood (PB) CD34+ cells cultured at different pH values (7.15-7.6) were characterized using total cell counts, colony assays, morphological analysis. haemoglobin staining, flow cytometry, immunocytochemical staining, and Western blots. Cultures performed at high (7.6) pH contained greater numbers of haemoglobin-positive and band-3-positive cells. and acquired these erythroid differentiation markers sooner than standard (7.35) and low (7.1) pH cultures. Flow cytometry using CD71 and CD45RA antigens also indicated that erythroid differentiation proceeds faster at high pH and is blocked at an intermediate stage by low pH. Morphological data confirmed that high pH cultures had been shifted towards late-stage erythroid compartments as compared to low and standard pH cultures. These findings have important implications both in elucidating the regulatory role of pH in the bone marrow microenvironment and for the design of in vitro systems to study the development of erythroid cells.
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Affiliation(s)
- T A McAdams
- Department of Chemical Engineering, Northwestern University, Evanston, Illinois 60208-3120, USA
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McDowell CL, Papoutsakis ET. Serum increases the CD13 receptor expression, reduces the transduction of fluid-mechanical forces, and alters the metabolism of HL60 cells cultured in agitated bioreactors. Biotechnol Bioeng 1998; 60:259-68. [PMID: 10099427 DOI: 10.1002/(sici)1097-0290(19981020)60:2<259::aid-bit13>3.0.co;2-h] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
The effects of serum medium concentration on the CD13 receptor surface content and mRNA levels of HL60 (human promyelocytic leukemia) cells were examined using flow cytometry and Northern blotting. Increasing the serum concentration from 2.5% to 10% and from 5% to 10% increased the CD13 receptor surface content of HL60 cells by 100% and 25%, respectively, in spinner flasks agitated at 60 rpm. In bioreactors at 80 rpm, increasing the serum concentration from 2.5% to 10% and from 5% to 10% increased the CD13 receptor surface content by 60% and 35%, respectively. This increase in CD13 receptor surface content was correlated with a 30% and a 20% increase in CD13 mRNA levels. Increasing serum concentrations also increased the average HL60 cell size under non-damaging conditions (60 rpm in spinner flasks, 80 rpm in bioreactors). Under conditions of agitation at 300 rpm in 2 L bioreactors, increasing serum concentrations (2.5% vs. 10%, 5% vs. 10%) allowed for higher HL60 apparent growth rates, but decreased the CD13 receptor surface content and mRNA levels. In view of our earlier findings on the effects of agitation on the CD13 antigen, these data suggest that serum reduces the transduction of mechanical forces that affect CD13 expression. At 300 rpm, HL60 cells cultured in 10% serum exhibited glucose consumption and lactate production rates that were approximately 50% and 60% lower than the values of cells cultured in 5% and 2.5% serum, respectively.
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Affiliation(s)
- C L McDowell
- Northwestern University, Department of Chemical Engineering, 2145 Sheridan Road, Evanston, Illinois 60208-3120, USA
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