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1.
Nat Commun ; 11(1): 68, 2020 01 02.
Article in English | MEDLINE | ID: mdl-31896772

ABSTRACT

In mammalian cells, >25% of synthesized proteins are exported through the secretory pathway. The pathway complexity, however, obfuscates its impact on the secretion of different proteins. Unraveling its impact on diverse proteins is particularly important for biopharmaceutical production. Here we delineate the core secretory pathway functions and integrate them with genome-scale metabolic reconstructions of human, mouse, and Chinese hamster ovary cells. The resulting reconstructions enable the computation of energetic costs and machinery demands of each secreted protein. By integrating additional omics data, we find that highly secretory cells have adapted to reduce expression and secretion of other expensive host cell proteins. Furthermore, we predict metabolic costs and maximum productivities of biotherapeutic proteins and identify protein features that most significantly impact protein secretion. Finally, the model successfully predicts the increase in secretion of a monoclonal antibody after silencing a highly expressed selection marker. This work represents a knowledgebase of the mammalian secretory pathway that serves as a novel tool for systems biotechnology.


Subject(s)
Genome , Mammals/genetics , Mammals/metabolism , Proteins/metabolism , Secretory Pathway/genetics , Animals , Bone Morphogenetic Protein 2/genetics , Bone Morphogenetic Protein 2/metabolism , CHO Cells , Computer Simulation , Cricetulus , Gene Knockdown Techniques , Humans , Mice , Proteins/genetics , Recombinant Proteins/genetics , Recombinant Proteins/metabolism , Reproducibility of Results
2.
Biotechnol Prog ; 32(5): 1113-1122, 2016 09.
Article in English | MEDLINE | ID: mdl-27114230

ABSTRACT

To investigate the effect of dextran sulfate (DS), a widely used anti-aggregation agent, on cell growth and monoclonal antibody (mAb) production including the quality attributes, DS with the three different MWs (4,000 Da, 15,000 Da, and 40,000 Da) at various concentrations (up to 1 g/L) was added to suspension cultures of two different recombinant CHO (rCHO) cell lines producing mAb, SM-0.025 and CS13-1.00. For both cell lines, the addition of DS, regardless of the MW and concentration of DS used, improved cell growth and viability in the decline phase of growth. However, it increased mAb production only in the CS13-1.00 cells. Among the three different MWs, 40,000 Da DS was most effective in attenuating cell aggregation during the cultures of CS13-1.00 cells, and showed the highest maximum mAb concentration. For SM-0.025 cells, it significantly decreased specific mAb productivity, particularly at a high concentration of DS. Overall, DS addition did not negatively affect the quality attributes of mAbs (aggregation, charge variation, and glycosylation), though its efficacy on mAb quality depended on the MW and concentration of DS and cell lines. For both cell lines, the addition of DS did not affect N-glycosylation of mAbs and decreased basic charge variants in mAbs. For CS13-1.00 cells, the mAb monomer increased with the addition of 40,000 Da DS at 0.3-1.0 g/L. Taken together, to maximize the beneficial effect of DS addition on mAb production, the optimal MW and concentration of DS should be determined for each specific rCHO cell line. © 2016 American Institute of Chemical Engineers Biotechnol. Prog., 32:1113-1122, 2016.


Subject(s)
Antibodies, Monoclonal/biosynthesis , Dextran Sulfate/pharmacology , Animals , Antibody Formation , CHO Cells , Cell Proliferation/drug effects , Cells, Cultured , Cricetulus , Dextran Sulfate/chemistry , Molecular Weight
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