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1.
Bioengineering (Basel) ; 3(1)2016 Jan 11.
Article in English | MEDLINE | ID: mdl-28952567

ABSTRACT

Biomass and cell-specific metabolic rates usually change dynamically over time, making the "feed according to need" strategy difficult to realize in a commercial fed-batch process. We here demonstrate a novel feeding strategy which is designed to hold a particular metabolic state in a fed-batch process by adaptive feeding in real time. The feed rate is calculated with a transferable biomass model based on capacitance, which changes the nutrient flow stoichiometrically in real time. A limited glucose environment was used to confine the cell in a particular metabolic state. In order to cope with uncertainty, two strategies were tested to change the adaptive feed rate and prevent starvation while in limitation: (i) inline pH and online glucose concentration measurement or (ii) inline pH alone, which was shown to be sufficient for the problem statement. In this contribution, we achieved metabolic control within a defined target range. The direct benefit was two-fold: the lactic acid profile was improved and pH could be kept stable. Multivariate Data Analysis (MVDA) has shown that pH influenced lactic acid production or consumption in historical data sets. We demonstrate that a low pH (around 6.8) is not required for our strategy, as glucose availability is already limiting the flux. On the contrary, we boosted glycolytic flux in glucose limitation by setting the pH to 7.4. This new approach led to a yield of lactic acid/glucose (Y L/G) around zero for the whole process time and high titers in our labs. We hypothesize that a higher carbon flux, resulting from a higher pH, may lead to more cells which produce more product. The relevance of this work aims at feeding mammalian cell cultures safely in limitation with a desired metabolic flux range. This resulted in extremely stable, low glucose levels, very robust pH profiles without acid/base interventions and a metabolic state in which lactic acid was consumed instead of being produced from day 1. With this contribution, we wish to extend the basic repertoire of available process control strategies, which will open up new avenues in automation technology and radically improve process robustness in both process development and manufacturing.

2.
Sensors (Basel) ; 15(9): 22128-50, 2015 Sep 02.
Article in English | MEDLINE | ID: mdl-26364635

ABSTRACT

: Capacitance probes have the potential to revolutionize bioprocess control due to their safe and robust use and ability to detect even the smallest capacitors in the form of biological cells. Several techniques have evolved to model biomass statistically, however, there are problems with model transfer between cell lines and process conditions. Errors of transferred models in the declining phase of the culture range for linear models around +100% or worse, causing unnecessary delays with test runs during bioprocess development. The goal of this work was to develop one single universal model which can be adapted by considering a potentially mechanistic factor to estimate biomass in yet untested clones and scales. The novelty of this work is a methodology to select sensitive frequencies to build a statistical model which can be shared among fermentations with an error between 9% and 38% (mean error around 20%) for the whole process, including the declining phase. A simple linear factor was found to be responsible for the transferability of biomass models between cell lines, indicating a link to their phenotype or physiology.


Subject(s)
Biomass , Cell Culture Techniques/methods , Electric Capacitance , Models, Biological , Animals , CHO Cells , Cricetinae , Cricetulus , Models, Statistical
3.
Biotechnol Bioeng ; 94(5): 830-41, 2006 Aug 05.
Article in English | MEDLINE | ID: mdl-16489627

ABSTRACT

We previously compared changes in individual protein abundance between the proteomes of GS-NS0 cell lines with varying rates of cell-specific recombinant monoclonal antibody production (qMab). Here we extend analyses of our proteomic dataset to statistically determine if particular cell lines have distinct functional capabilities that facilitate production of secreted recombinant Mab. We categorized 79 proteins identified by mass spectrometry according to their biological function or location in the cell and statistically compared the relative abundance of proteins in each category between GS-NS0 cell lines with varying qMab. We found that the relative abundance of proteins in ER chaperone, non-ER chaperone, cytoskeletal, cell signaling, metabolic, and mitochondrial categories were significantly increased with qMab. As the GS-NS0 cell line with highest qMab also had an increased intracellular abundance of unassembled Mab heavy chain (HC), we tested the hypothesis that the increased ER chaperone content was caused by induction of an unfolded protein response (UPR) signaling pathway. Immunoblot analyses revealed that spliced X-box binding protein 1 (XBP1), a marker for UPR induction, was not detectable in the GS-NS0 cells with elevated qMab, although it was induced by chemical inhibitors of protein folding. These data suggest that qMab is functionally related to the abundance of specific categories of proteins that together facilitate recombinant protein production. We infer that individual cells within parental populations are more functionally equipped for high-level recombinant protein production than others and that this bias could be used to select cells that are more likely to achieve high qMab.


Subject(s)
Antibodies, Monoclonal/biosynthesis , Antibodies, Monoclonal/genetics , Multiple Myeloma/classification , Multiple Myeloma/metabolism , Myeloma Proteins/metabolism , Protein Engineering/methods , Proteome/metabolism , Animals , Cell Line, Tumor , Cell Proliferation , Gene Expression Regulation, Neoplastic , Mice , Mitochondrial Proteins/metabolism , Recombinant Proteins/biosynthesis
4.
Biotechnol Prog ; 21(1): 122-33, 2005.
Article in English | MEDLINE | ID: mdl-15903249

ABSTRACT

Monoclonal antibodies (Mab) are heterotetramers consisting of an equimolar ratio of heavy chain (HC) and light chain (LC) polypeptides. Accordingly, most recombinant Mab expression systems utilize an equimolar ratio of heavy chain (hc) to light chain (lc) genes encoded on either one or two plasmids. However, there is no evidence to suggest that this gene ratio is optimal for stable or transient production of recombinant Mab. In this study we have determined the optimal ratio of hc:lc genes for production of a recombinant IgG4 Mab, cB72.3, by Chinese hamster ovary (CHO) cells using both empirical and mathematical modeling approaches. Polyethyleneimine-mediated transient expression of cB72.3 at varying ratios of hc:lc genes encoded on separate plasmids yielded an optimal Mab titer at a hc:lc gene ratio of 3:2; a conclusion confirmed by separate mathematical modeling of the Mab folding and assembly process using transient expression data. On the basis of this information, we hypothesized that utilization of hc genes at low hc:lc gene ratios is more efficient. To confirm this, cB72.3 Mab was transiently produced by CHO cells at constant hc and varying lc gene dose. Under these conditions, Mab yield was increased with a concomitant increase in lc gene dose. To determine if the above findings also apply to stably transfected CHO cells producing recombinant Mab, we compared the intra- and extracellular ratios of HC and LC polypeptides for three GS-CHO cells lines transfected with a 1:1 ratio of hc:lc genes and selected for stable expression of the same recombinant Mab, cB72.3. Intra- and extracellular HC:LC polypeptide ratios ranged from 1:2 to 1:5, less than that observed on transient expression of the same Mab in parental CHO cells using the same vector. In conclusion, our data suggest that the optimal ratio of hc:lc genes used for transient and stable expression of Mab differ. In the case of the latter, we infer that optimal Mab production by stably transfected cells represents a compromise between HC abundance limiting productivity and the requirement for excess LC to render Mab folding and assembly more efficient.


Subject(s)
Antibodies, Monoclonal/biosynthesis , Immunoglobulin Heavy Chains/genetics , Immunoglobulin Light Chains/genetics , Animals , CHO Cells , Cell Culture Techniques/methods , Cells, Cultured , Cricetinae , Culture Media , Culture Media, Serum-Free , Immunoglobulin G/biosynthesis , Models, Theoretical , Peptides/genetics , Recombinant Proteins/biosynthesis , Transfection
5.
Tissue Eng ; 10(1-2): 201-14, 2004.
Article in English | MEDLINE | ID: mdl-15009946

ABSTRACT

Cultivation technologies promoting organization of mammalian cells in three dimensions are essential for gene-function analyses as well as drug testing and represent the first step toward the design of tissue replacements and bioartificial organs. Embedded in a three-dimensional environment, cells are expected to develop tissue-like higher order intercellular structures (cell-cell contacts, extracellular matrix) that orchestrate cellular functions including proliferation, differentiation, apoptosis, and angiogenesis with unmatched quality. We have refined the hanging drop cultivation technology to pioneer beating heart microtissues derived from pure primary rat and mouse cardiomyocyte cultures as well as mixed populations reflecting the cell type composition of rodent hearts. Phenotypic characterization combined with detailed analysis of muscle-specific cell traits, extracellular matrix components, as well as endogenous vascular endothelial growth factor (VEGF) expression profiles of heart microtissues revealed (1). a linear cell number-microtissue size correlation, (2). intermicrotissue superstructures, (3). retention of key cardiomyocyte-specific cell qualities, (4). a sophisticated extracellular matrix, and (5). a high degree of self-organization exemplified by the tendency of muscle structures to assemble at the periphery of these myocardial spheroids. Furthermore (6). myocardial spheroids support endogenous VEGF expression in a size-dependent manner that will likely promote vascularization of heart microtissues produced from defined cell mixtures as well as support connection to the host vascular system after implantation. As cardiomyocytes are known to be refractory to current transfection technologies we have designed lentivirus-based transduction strategies to lead the way for genetic engineering of myocardial microtissues in a clinical setting.


Subject(s)
Biocompatible Materials , Myocardium , Tissue Engineering , Animals , Cell Culture Techniques , Extracellular Matrix/physiology , Genetic Vectors , Immunohistochemistry , Lentivirus , Mice , Myocytes, Cardiac/physiology , Rats , Transduction, Genetic
6.
Biotechnol Bioeng ; 83(2): 210-25, 2003 Jul 20.
Article in English | MEDLINE | ID: mdl-12768627

ABSTRACT

Translation-initiation is a predominant checkpoint in mammalian cells which controls protein synthesis and fine-tunes the flow of information from gene to protein. In eukaryotes, translation-initiation is typically initiated at a 7-methyl-guanylic acid cap posttranscriptionally linked to the 5' end of mRNAs. Alternative cap-independent translation-initiation involves 5' untranslated regions (UTR) known as internal ribosome entry sites, which adopt a particular secondary structure. Translation-initiating ribosome assembly at cap or IRES elements is mediated by a multiprotein complex of which the initiation factor 4F (eIF4F) consisting of eIF4A (helicase), eIF4E (cap-binding protein), and eIF4G is a major constituent. eIF4G is a key target of picornaviral protease 2A, which cleaves this initiation factor into eIF4G(Delta) and (Delta)eIF4G to redirect the cellular translation machinery exclusively to its own IRES-containing transcripts. We have designed a novel translation control system (TCS) for conditional as well as adjustable translation of cap- and IRES-dependent transgene mRNAs in mammalian cells. eIF4G(Delta) and (Delta)eIF4G were fused C- and N-terminally to the FK506-binding protein (FKBP) and the FKBP-rapamycin-binding domain (FRB) of the human FKBP-rapamycin-associated protein (FRAP), respectively. Rapamycin-induced heterodimerization of eIF4G(Delta)-FKBP and FRB-(Delta)eIF4G fusion proteins reconstituted a functional chimeric elongation factor 4G in a dose-dependent manner. Rigorous quantitative expression analysis of cap- and IRES-dependent SEAP- (human placental secreted alkaline phosphatase) and luc- (Photinus pyralis luciferase) encoding reporter constructs confirmed adjustable translation control and revealed increased production of desired proteins in response to dimerization-induced heterologous eIF4G in Chinese hamster ovary (CHO-K1) cells.


Subject(s)
Eukaryotic Initiation Factor-4G/metabolism , Peptide Chain Initiation, Translational , Sirolimus/pharmacology , Animals , Base Sequence , CHO Cells , Cricetinae , DNA Primers , Dimerization , Peptide Chain Initiation, Translational/drug effects , Polymerase Chain Reaction/methods , Protein Engineering/methods , Recombinant Fusion Proteins/metabolism , Restriction Mapping/methods , Reverse Transcriptase Polymerase Chain Reaction , Transfection
7.
Biotechnol Bioeng ; 81(1): 1-12, 2003 Jan 05.
Article in English | MEDLINE | ID: mdl-12432575

ABSTRACT

Throughout the development of Xenopus, production of ribosomal proteins (rp) is regulated at the translational level. Translation control is mediated by a terminal oligopyrimidine element (TOP) present in the 5' untranslated region (UTR) of rp-encoding mRNAs. TOP elements adopt a specific secondary structure that prevents ribosome-binding and translation-initiation of rp-encoding mRNAs. However, binding of CNBP (cellular nucleic acid binding protein) or La proteins to the TOP hairpin structure abolishes the TOP-mediated transcription block and induces rp production. Based on the specific CNBP-TOP/La-TOP interactions we have designed a translation control system (TCS) for conditional as well as adjustable translation of desired transgene mRNAs in mammalian cells. The generic TCS configuration consists of a plasmid encoding CNBP or La under control of the tetracycline-responsive expression system (TET(OFF)) and a target expression vector containing a TOP module between a constitutive P(SV40) promoter and the human model product gene SEAP (human secreted alkaline phosphatase) (P(SV40)-TOP-SEAP-pA). The TCS technology showed excellent SEAP regulation profiles in transgenic Chinese hamster ovary (CHO) cells. Alternatively to CNBP and La, TOP-mediated translation control can also be adjusted by artificial phosphorothioate anti-TOP oligodeoxynucleotides. Confocal laser-scanning microscopy demonstrated cellular uptake of FITC-labeled oligodeoxynucleotides and their localization in perinuclear organelles within 24 hours. Besides their TOP-based translation-controlling capacity, CNBP and La were also shown to increase cap-independent translation from polioviral internal ribosomal entry sites (IRES) and La alone to boost cap-dependent translation initiation. CNBP and La exemplify for the first time the potential of RNA-binding proteins to exert translation control of desired transgenes and to increase heterologous protein production in mammalian cells. We expect both of these assets to advance current gene therapy and biopharmaceutical manufacturing strategies.


Subject(s)
DNA-Binding Proteins/physiology , Protein Biosynthesis/physiology , RNA-Binding Proteins , Ribonucleoproteins/physiology , Animals , Autoantigens , Base Sequence , CHO Cells , Colorimetry , Cricetinae , DNA Primers , Microscopy, Confocal , Protein Biosynthesis/drug effects , Thionucleotides/pharmacology , Xenopus Proteins , SS-B Antigen
8.
Gene ; 282(1-2): 19-31, 2002 Jan 09.
Article in English | MEDLINE | ID: mdl-11814674

ABSTRACT

The Bacillus stearothermophilus alpha-amylase (amyS) is a heat-stable monomeric exoenzyme which catalyses random hydrolysis of 1,4-alpha-glucosidic linkages in polyglucosans. The Bacillus alpha-amylase was engineered for use as an intracellular (AmyS(Delta S)) as well as a secreted reporter protein (SAMY; secreted alpha-amylase) in mammalian cells. The 5' end of amyS containing the prokaryotic secretion signal was either deleted (amyS(Delta S)) or replaced by a murine immunoglobulin secretion signal. SAMY was cloned under control of the cytomegalovirus promoter (P(CMV)) in a mammalian expression vector or the promoter of the human elongation factor 1 alpha (P(EF1 alpha)) in a lentiviral expression context. A variety of mammalian and human cell lines growing as monolayers, in suspension or as three-dimensional spheroids were transfected/transduced with SAMY- or amyS(Delta S)-encoding expression/lentiviral vectors and alpha-amylase activity was measured in cell lysates and culture supernatants. These experiments showed that SAMY and AmyS(Delta S) were either secreted or remained intracellular as highly sensitive reporter enzymes. SAMY expression and detection was fully compatible with established SEAP (human secreted alkaline phosphatase) and u-PA(LMW) (low molecular weight urokinase-type plasminogen activator) reporter systems and could be used to quantify expression of up to three independent genes in one culture supernatant.


Subject(s)
Geobacillus stearothermophilus/enzymology , alpha-Amylases/genetics , 3T3 Cells , Animals , CHO Cells , Cell Line , Colorimetry , Cricetinae , Gene Expression Regulation, Enzymologic , Genes, Reporter/genetics , Genetic Vectors/genetics , Geobacillus stearothermophilus/genetics , HeLa Cells , Humans , K562 Cells , Mice , Transfection , Tumor Cells, Cultured , alpha-Amylases/metabolism
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