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N-glycosylation can have a profound effect on the quality of mAb therapeutics. In biomanufacturing, one of the ways to influence N-glycosylation patterns is by altering the media used to grow mAb cell expression systems. Here, we explore the potential of machine learning (ML) to forecast the abundances of N-glycan types based on variables related to the growth media. The ML models exploit a dataset consisting of detailed glycomic characterisation of Anti-HER fed-batch bioreactor cell cultures measured daily under 12 different culture conditions, such as changes in levels of dissolved oxygen, pH, temperature, and the use of two different commercially available media. By performing spent media quantitation and subsequent calculation of pseudo cell consumption rates (termed media markers) as inputs to the ML model, we were able to demonstrate a small subset of media markers (18 selected out of 167 mass spectrometry peaks) in a Chinese Hamster Ovary (CHO) cell cultures are important to model N-glycan relative abundances (Regression - correlations between 0.80-0.92; Classification - AUC between 75.0-97.2). The performances suggest the ML models can infer N-glycan critical quality attributes from extracellular media as a proxy. Given its accuracy, we envisage its potential applications in biomaufactucuring, especially in areas of process development, downstream and upstream bioprocessing.
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It is estimated that food fraud, where meat from different species is deceitfully labelled or contaminated, has cost the global food industry around USD 6.2 to USD 40 billion annually. To overcome this problem, novel and robust quantitative methods are needed to accurately characterise and profile meat samples. In this study, we use a glycomic approach for the profiling of meat from different species. This involves an O-glycan analysis using LC-MS qTOF, and an N-glycan analysis using a high-resolution non-targeted ultra-performance liquid chromatography-fluorescence-mass spectrometry (UPLC-FLR-MS) on chicken, pork, and beef meat samples. Our integrated glycomic approach reveals the distinct glycan profile of chicken, pork, and beef samples; glycosylation attributes such as fucosylation, sialylation, galactosylation, high mannose, α-galactose, Neu5Gc, and Neu5Ac are significantly different between meat from different species. The multi-attribute data consisting of the abundance of each O-glycan and N-glycan structure allows a clear separation between meat from different species through principal component analysis. Altogether, we have successfully demonstrated the use of a glycomics-based workflow to extract multi-attribute data from O-glycan and N-glycan analysis for meat profiling. This established glycoanalytical methodology could be extended to other high-value biotechnology industries for product authentication.
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Although Phaeodactylum tricornutum is gaining importance in plant molecular farming for the production of high-value molecules such as monoclonal antibodies, little is currently known about key cell metabolism occurring in this diatom such as protein glycosylation. For example, incorporation of fucose residues in the glycans N-linked to protein in P. tricornutum is questionable. Indeed, such epitope has previously been found on N-glycans of endogenous glycoproteins in P. tricornutum. Meanwhile, the potential immunogenicity of the α(1,3)-fucose epitope present on plant-derived biopharmaceuticals is still a matter of debate. In this paper, we have studied molecular actors potentially involved in the fucosylation of the glycoproteins in P. tricornutum. Based on sequence similarities, we have identified a putative P. tricornutum GDP-L-fucose transporter and three fucosyltransferase (FuT) candidates. The putative P. tricornutum GDP-L-fucose transporter coding sequence was expressed in the Chinese Hamster Ovary (CHO)-gmt5 mutant lacking its endogenous GDP-L-fucose transporter activity. We show that the P. tricornutum transporter is able to rescue the fucosylation of proteins in this CHO-gmt5 mutant cell line, thus demonstrating the functional activity of the diatom transporter and its appropriate Golgi localization. In addition, we overexpressed one of the three FuT candidates, namely the FuT54599, in P. tricornutum and investigated its localization within Golgi stacks of the diatom. Our findings show that overexpression of the FuT54599 leads to a significant increase of the α(1,3)-fucosylation of the diatom endogenous glycoproteins.
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Chinese hamster ovary (CHO) cells are the most prevalent mammalian cell factories for producing recombinant therapeutic proteins due to their ability to synthesize human-like post-translational modifications and ease of maintenance in suspension cultures. Currently, a wide variety of CHO host cell lines has been developed; substantial differences exist in their phenotypes even when transfected with the same target vector. However, relatively less is known about the influence of their inherited genetic heterogeneity on phenotypic traits and production potential from the bioprocessing point of view. Herein, we present a global transcriptome and proteome profiling of three commonly used parental cell lines (CHO-K1, CHO-DXB11, and CHO-DG44) in suspension cultures and further report their growth-related characteristics, and N- and O-glycosylation patterns of host cell proteins (HCPs). The comparative multi-omics and subsequent genome-scale metabolic network model-based enrichment analyses indicated that some physiological variations of CHO cells grown in the same media are possibly originated from the genetic deficits, particularly in the cell-cycle progression. Moreover, the dihydrofolate reductase deficient DG44 and DXB11 possess relatively less active metabolism when compared to K1 cells. The protein processing abilities and the N- and O-glycosylation profiles also differ significantly across the host cell lines, suggesting the need to select host cells in a rational manner for the cell line development on the basis of recombinant protein being produced.
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Proteoma/genética , Proteoma/metabolismo , Transcriptoma , Animais , Células CHO , Cricetulus , Glicosilação , Proteínas Recombinantes/biossíntese , Proteínas Recombinantes/genéticaRESUMO
BACKGROUND: Heart failure is a leading cause of mortality and morbidity, and the search for novel therapeutic approaches continues. In the monogenic disease mucopolysaccharidosis VI, loss-of-function mutations in arylsulfatase B lead to myocardial accumulation of chondroitin sulfate (CS) glycosaminoglycans, manifesting as myriad cardiac symptoms. Here, we studied changes in myocardial CS in nonmucopolysaccharidosis failing hearts and assessed its generic role in pathological cardiac remodeling. METHODS: Healthy and diseased human and rat left ventricles were subjected to histological and immunostaining methods to analyze glycosaminoglycan distribution. Glycosaminoglycans were extracted and analyzed for quantitative and compositional changes with Alcian blue assay and liquid chromatography-mass spectrometry. Expression changes in 20 CS-related genes were studied in 3 primary human cardiac cell types and THP-1-derived macrophages under each of 9 in vitro stimulatory conditions. In 2 rat models of pathological remodeling induced by transverse aortic constriction or isoprenaline infusion, recombinant human arylsulfatase B (rhASB), clinically used as enzyme replacement therapy in mucopolysaccharidosis VI, was administered intravenously for 7 or 5 weeks, respectively. Cardiac function, myocardial fibrosis, and inflammation were assessed by echocardiography and histology. CS-interacting molecules were assessed with surface plasmon resonance, and a mechanism of action was verified in vitro. RESULTS: Failing human hearts displayed significant perivascular and interstitial CS accumulation, particularly in regions of intense fibrosis. Relative composition of CS disaccharides remained unchanged. Transforming growth factor-ß induced CS upregulation in cardiac fibroblasts. CS accumulation was also observed in both the pressure-overload and the isoprenaline models of pathological remodeling in rats. Early treatment with rhASB in the transverse aortic constriction model and delayed treatment in the isoprenaline model proved rhASB to be effective at preventing cardiac deterioration and augmenting functional recovery. Functional improvement was accompanied by reduced myocardial inflammation and overall fibrosis. Tumor necrosis factor-α was identified as a direct binding partner of CS glycosaminoglycan chains, and rhASB reduced tumor necrosis factor-α-induced inflammatory gene activation in vitro in endothelial cells and macrophages. CONCLUSIONS: CS glycosaminoglycans accumulate during cardiac pathological remodeling and mediate myocardial inflammation and fibrosis. rhASB targets CS effectively as a novel therapeutic approach for the treatment of heart failure.
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Sulfatos de Condroitina/metabolismo , Insuficiência Cardíaca/metabolismo , Ventrículos do Coração/metabolismo , Miocárdio/metabolismo , Remodelação Ventricular , Animais , Cardiomiopatias/patologia , Cardiomiopatias/terapia , Fibrose , Insuficiência Cardíaca/patologia , Insuficiência Cardíaca/terapia , Ventrículos do Coração/patologia , Humanos , Camundongos , Miocárdio/patologia , RatosRESUMO
Effective development of host cells for therapeutic protein production is hampered by the poor characterization of cellular transfection. Here, we employed a multi-omics-based systems biotechnology approach to elucidate the genotypic and phenotypic differences between a wild-type and recombinant antibody-producing Chinese hamster ovary (CHO) cell line. At the genomic level, we observed extensive rearrangements in specific targeted loci linked to transgene integration sites. Transcriptional re-wiring of DNA damage repair and cellular metabolism in the antibody producer, via changes in gene copy numbers, was also detected. Subsequent integration of transcriptomic data with a genome-scale metabolic model showed a substantial increase in energy metabolism in the antibody producer. Metabolomics, lipidomics, and glycomics analyses revealed an elevation in long-chain lipid species, potentially associated with protein transport and secretion requirements, and a surprising stability of N-glycosylation profiles between both cell lines. Overall, the proposed knowledge-based systems biotechnology framework can further accelerate mammalian cell-line engineering in a targeted manner.
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Células CHO/metabolismo , Proteínas Recombinantes/biossíntese , Biologia de Sistemas/métodos , Animais , Biotecnologia/métodos , Cricetulus , Dosagem de Genes/genética , Genoma , Glicômica , Glicosilação , Mamíferos/genética , Metabolômica , Proteínas Recombinantes/metabolismo , Transcriptoma , Transfecção/métodos , Transgenes/genéticaRESUMO
Removal of core fucose from N-glycans attached to human IgG1 significantly enhances its affinity for the receptor FcγRIII and thereby dramatically improves its antibody-dependent cellular cytotoxicity activity. While previous works have shown that inactivation of fucosyltransferase 8 results in mutants capable of producing fucose-free antibodies, we report here the use of genome editing techniques, namely ZFNs, TALENs and the CRISPR-Cas9, to inactivate the GDP-fucose transporter (SLC35C1) in Chinese hamster ovary (CHO) cells. A FACS approach coupled with a fucose-specific lectin was developed to rapidly isolate SLC35C1-deficient cells. Mass spectrometry analysis showed that both EPO-Fc produced in mutants arising from CHO-K1 and anti-Her2 antibody produced in mutants arising from a pre-existing antibody-producing CHO-HER line lacked core fucose. Lack of functional SLC35C1 in these cells does not affect cell growth or antibody productivity. Our data demonstrate that inactivating Slc35c1 gene represents an alternative approach to generate CHO cells for production of fucose-free antibodies.
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Anticorpos Monoclonais/biossíntese , Eritropoetina/genética , Fucose/química , Inativação Gênica , Proteínas de Transporte de Monossacarídeos/genética , Receptores de IgG/genética , Animais , Células CHO , Sistemas CRISPR-Cas , Cricetinae , Cricetulus , Eritropoetina/metabolismo , Citometria de Fluxo , Humanos , Mutação , Receptores de IgG/metabolismo , Proteínas Recombinantes de Fusão/química , Proteínas Recombinantes de Fusão/metabolismo , Dedos de ZincoRESUMO
Recombinant glycoprotein drugs require proper glycosylation for optimal therapeutic efficacy. Glycoprotein therapeutics are rapidly removed from circulation and have reduced efficacy if they are poorly sialylated. Ricinus communis agglutinin-I (RCA-I) was found highly toxic to wild-type CHO-K1 cells and all the mutants that survived RCA-I treatment contained a dysfunctional N-acetylglucosaminyltransferase I (GnT I) gene. These mutants are named CHO-gmt4 cells. Interestingly, upon restoration of GnT I, the sialylation of a model glycoprotein, erythropoietin, produced in CHO-gmt4 cells was shown to be superior to that produced in wild-type CHO-K1 cells. This addendum summarizes the applicability of this cell line, from transient to stable expression of the recombinant protein, and from a lab scale to an industrial scale perfusion bioreactor. In addition, CHO-gmt4 cells can be used to produce glycoproteins with mannose-terminated N-glycans. Recombinant glucocerebrosidase produced by CHO-gmt4 cells will not require glycan remodeling and may be directly used to treat patients with Gaucher disease. CHO-gmt4 cells can also be used to produce other glycoprotein therapeutics which target cells expressing mannose receptors.
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Engenharia Celular , Eritropoetina/genética , Eritropoetina/metabolismo , N-Acetilglucosaminiltransferases/metabolismo , Ácido N-Acetilneuramínico/metabolismo , Tetra-Hidrofolato Desidrogenase/genética , Animais , HumanosRESUMO
Therapeutic glycoprotein drugs require a high degree of sialylation of their N-glycans for a better circulatory half-life that results in greater efficacy. It has been demonstrated that Chinese hamster ovary (CHO) glycosylation mutants lacking N-acetylglucosaminyltransferase I (GnT I), when restored by introduction of a functional GnT I, produced highly sialylated erythropoietin (EPO). We have now further engineered one of such mutants, JW152, by inactivating the dihydrofolate reductase (DHFR) gene to allow for the amplification of the EPO gene with methotrexate (MTX). Several MTX-amplified clones maintained the ability to produce highly sialylated EPO and one was selected for culture in a perfusion bioreactor that is used in an existing industrial EPO-production bioprocess. Extensive characterization of the EPO produced was performed using total sialic quantification, HPAEC-PAD and MALDI-TOF MS analyses. Our results demonstrated that the EPO produced by the mutant line exhibits superior sialylation compared to the commercially used EPO-producing CHO clone cultured under the same conditions. Therefore, this mutant has the industrial potential for producing highly sialylated recombinant EPO and potentially other recombinant glycoprotein therapeutics.
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Engenharia Celular , Eritropoetina/genética , Eritropoetina/metabolismo , N-Acetilglucosaminiltransferases/metabolismo , Ácido N-Acetilneuramínico/metabolismo , Tetra-Hidrofolato Desidrogenase/genética , Animais , Reatores Biológicos , Células CHO , Cricetinae , Cricetulus , Eritropoetina/química , Amplificação de Genes/efeitos dos fármacos , Glicosilação , Meia-Vida , Humanos , Metotrexato/farmacologia , Mutação , Proteínas Recombinantes/química , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismo , Tetra-Hidrofolato Desidrogenase/metabolismoRESUMO
Chlamydomonas reinhardtii is a green unicellular eukaryotic model organism for studying relevant biological and biotechnological questions. The availability of genomic resources and the growing interest in C. reinhardtii as an emerging cell factory for the industrial production of biopharmaceuticals require an in-depth analysis of protein N-glycosylation in this organism. Accordingly, we used a comprehensive approach including genomic, glycomic, and glycoproteomic techniques to unravel the N-glycosylation pathway of C. reinhardtii. Using mass-spectrometry-based approaches, we found that both endogenous soluble and membrane-bound proteins carry predominantly oligomannosides ranging from Man-2 to Man-5. In addition, minor complex N-linked glycans were identified as being composed of partially 6-O-methylated Man-3 to Man-5 carrying one or two xylose residues. These findings were supported by results from a glycoproteomic approach that led to the identification of 86 glycoproteins. Here, a combination of in-source collision-induced dissodiation (CID) for glycan fragmentation followed by mass tag-triggered CID for peptide sequencing and PNGase F treatment of glycopeptides in the presence of (18)O-labeled water in conjunction with CID mass spectrometric analyses were employed. In conclusion, our data support the notion that the biosynthesis and maturation of N-linked glycans in the endoplasmic reticulum and Golgi apparatus occur via a GnT I-independent pathway yielding novel complex N-linked glycans that maturate differently from their counterparts in land plants.
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Proteínas de Algas/química , Proteínas de Algas/metabolismo , Chlamydomonas reinhardtii/metabolismo , Glicoproteínas/química , Glicoproteínas/metabolismo , Proteínas de Algas/genética , Sequência de Aminoácidos , Sequência de Carboidratos , Chlamydomonas reinhardtii/genética , Retículo Endoplasmático/metabolismo , Genômica , Glicômica , Glicoproteínas/genética , Glicosilação , Complexo de Golgi/metabolismo , Redes e Vias Metabólicas , Metilação , Dados de Sequência Molecular , Estrutura Molecular , N-Acetilglucosaminiltransferases/metabolismo , Polissacarídeos/química , Processamento de Proteína Pós-Traducional , Proteômica , Espectrometria de Massas por Ionização e Dessorção a Laser Assistida por Matriz , Xilose/químicaRESUMO
Immunoglobulin G (IgG), the most common class of commercial monoclonal antibodies (mAbs), exists as multimers of two identical light chains (LC) and two identical heavy chains (HC) assembled together by disulfide bridges. Due to the kinetics of mAb assembly, it is suggested that expression of LC and HC in equal amounts is not optimal for IgG production. We designed a set of vectors using internal ribosome entry site (IRES) elements to control LC and HC expression. The intracellular LC:HC ratio of stable IgG expressing Chinese hamster ovary (CHO) cell pools can be controlled effectively at four different ratios of 3.43, 1.24, 1.12, and 0.32. The stable pools were used to study the impact of LC:HC ratio on mAb expression and quality. Gene amplification was most effective for pools with excess LC and generated the highest mAb titers among the transfected pools. When LC:HC ratio was greater than one, more than 97% of the secreted products were IgG monomers. The products also have similar N-glycosylation profiles and conformational stabilities at those ratios. For pools presented a lower LC:HC ratio of 0.32, monomers only constituted half of the product with the other half being aggregates and mAb fragments. High mannose-type N-glycans increased while fucosylated and galactosylated glycans decreased significantly at the lowest LC:HC ratio. Product stability was also adversely affected. The results obtained provide insights to the impact of different LC:HC ratios on stable mAb production and useful information for vector design during generation of mAb producing cell lines.
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Anticorpos Monoclonais/química , Imunoglobulina G/química , Cadeias Pesadas de Imunoglobulinas/química , Cadeias Leves de Imunoglobulina/química , Animais , Anticorpos Monoclonais/genética , Anticorpos Monoclonais/metabolismo , Células CHO , Cricetinae , Cricetulus , Vetores Genéticos , Glicosilação , Humanos , Imunoglobulina G/genética , Imunoglobulina G/metabolismo , Cadeias Pesadas de Imunoglobulinas/análise , Cadeias Pesadas de Imunoglobulinas/genética , Cadeias Pesadas de Imunoglobulinas/metabolismo , Cadeias Leves de Imunoglobulina/análise , Cadeias Leves de Imunoglobulina/genética , Cadeias Leves de Imunoglobulina/metabolismo , Espaço Intracelular/química , Espaço Intracelular/metabolismo , Conformação Proteica , Estabilidade Proteica , Receptor ErbB-2/imunologia , Receptor ErbB-2/metabolismo , TemperaturaRESUMO
The GDP-fucose transporter SLC35C1 critically regulates the fucosylation of glycans. Elucidation of its structure-function relationships remains a challenge due to the lack of an appropriate mutant cell line. Here we report a novel Chinese hamster ovary (CHO) mutant, CHO-gmt5, generated by the zinc-finger nuclease technology, in which the Slc35c1 gene was knocked out from a previously reported CHO mutant that has a dysfunctional CMP-sialic acid transporter (CST) gene (Slc35a1). Consequently, CHO-gmt5 harbors double genetic defects in Slc35a1 and Slc35c1 and produces N-glycans deficient in both sialic acid and fucose. The structure-function relationships of SLC35C1 were studied using CHO-gmt5 cells. In contrast to the CST and UDP-galactose transporter, the C-terminal tail of SLC35C1 is not required for its Golgi localization but is essential for generating glycans that are recognized by a fucose-binding lectin, Aleuria aurantia lectin (AAL), suggesting an important role in the transport activity of SLC35C1. Furthermore, we found that this impact can be independently contributed by a cluster of three lysine residues and a Glu-Met (EM) sequence within the C terminus. We also showed that the conserved glycine residues at positions 180 and 277 of SLC35C1 have significant impacts on AAL binding to CHO-gmt5 cells, suggesting that these conserved glycine residues are required for the transport activity of Slc35 proteins. The absence of sialic acid and fucose on Fc N-glycan has been independently shown to enhance the antibody-dependent cellular cytotoxicity (ADCC) effect. By combining these features into one cell line, we postulate that CHO-gmt5 may represent a more advantageous cell line for the production of recombinant antibodies with enhanced ADCC effect.
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Proteínas de Transporte de Monossacarídeos/genética , Sequência de Aminoácidos , Animais , Sequência de Bases , Células CHO , Configuração de Carboidratos , Sequência de Carboidratos , Sequência Conservada , Cricetinae , Glicosilação , Complexo de Golgi/metabolismo , Células HeLa , Humanos , Mutação INDEL , Lectinas/química , Glicoproteínas de Membrana/metabolismo , Dados de Sequência Molecular , Proteínas de Transporte de Monossacarídeos/química , Proteínas de Transporte de Monossacarídeos/metabolismo , Mutagênese , Fases de Leitura Aberta , Aglutinina de Amendoim/química , Ligação Proteica , Estrutura Terciária de Proteína , Transporte Proteico , Espectrometria de Massas por Ionização e Dessorção a Laser Assistida por Matriz , Coloração e Rotulagem , Dedos de ZincoRESUMO
Sialic acid can improve qualities of therapeutic glycoproteins such as circulatory half-life, biological activity, and solubility. In production of therapeutic glycoproteins, a high-throughput method is required for process monitoring and optimization to ensure consistent and optimal sialic acid content. Current methods for quantifying sialic acid, however, require chromatographic separation that is time-consuming and cannot rapidly analyze many samples in parallel. Here we present a novel high-throughput method for quantifying glycoprotein sialylation. Using chemical reduction, enzymatic release of sialic acid, and chemical derivatization of the sialic acid, the method can accurately, rapidly (15 min), and specifically analyze many samples in parallel. It requires only 45 µl of sample and has a quantitation limit of 2 µM sialic acid. It has also been validated for monitoring sialylation of recombinant interferon gamma (IFN-γ) produced in Chinese hamster ovary (CHO) cell culture. This method is useful for various applications in upstream and downstream bioprocesses.