33 results on '"Deniz Baycin Hizal"'
Search Results
2. Proteogenomic Annotation of Chinese Hamsters Reveals Extensive Novel Translation Events and Endogenous Retroviral Elements
- Author
-
Nathan E. Lewis, Michael A. Bowen, Paula Meleady, Seong Won Cha, Shangzhong Li, Deniz Baycin Hizal, Susan T. Sharfstein, Prashant Kaushik, Vijay Tejwani, Robert N. Cole, Michael J. Betenbaugh, Kelley M. Heffner, Michael Henry, Raghothama Chaerkady, and Vineet Bafna
- Subjects
Proteomics ,0301 basic medicine ,Gene prediction ,Endogenous retrovirus ,CHO Cells ,Computational biology ,Biology ,Biochemistry ,Genome ,Article ,Annotation ,03 medical and health sciences ,Cricetulus ,Protein Annotation ,Cricetinae ,RefSeq ,Animals ,RNA-Seq ,Proteogenomics ,030102 biochemistry & molecular biology ,Sequence Analysis, RNA ,Chinese hamster ovary cell ,Molecular Sequence Annotation ,General Chemistry ,Genome project ,030104 developmental biology - Abstract
A high quality genome annotation greatly facilitates successful cell line engineering. Standard draft genome annotation pipelines are based largely onde novogene prediction, homology, and RNA-Seq data. However, draft annotations can suffer from incorrectly predictions of translated sequence, incorrect splice isoforms and missing genes. Here we generated a draft annotation for the newly assembled Chinese hamster genome and used RNA-Seq, proteomics, and Ribo-Seq to experimentally annotate the genome. We identified 4,333 new proteins compared to the hamster RefSeq protein annotation and 2,503 novel translational events (e.g., alternative splices, mutations, novel splices). Finally, we used this pipeline to identify the source of translated retroviruses contaminating recombinant products from Chinese hamster ovary (CHO) cell lines, including 131 type-C retroviruses, thus enabling future efforts to eliminate retroviruses by reducing the costs incurred with retroviral particle clearance. In summary, the improved annotation provides a more accurate platform for guiding CHO cell line engineering, including facilitating the interpretation of omics data, defining of cellular pathways, and engineering of complex phenotypes.
- Published
- 2019
3. Meningiomas Display a Specific Immunoexpression Pattern in a Rostrocaudal Gradient: An Analysis of 366 Patients
- Author
-
Ayça Erşen Danyeli, Ege Ülgen, Pınar Kuru Bektaşoğlu, Deniz Baycin Hizal, M. Necmettin Pamir, Koray Özduman, M. Aydın Sav, and Özge Can
- Subjects
Adult ,Male ,Pathology ,medicine.medical_specialty ,Adolescent ,CD34 ,Meningioma ,Young Adult ,03 medical and health sciences ,Meninges ,0302 clinical medicine ,Cranial vault ,Progesterone receptor ,Meningeal Neoplasms ,otorhinolaryngologic diseases ,medicine ,Humans ,Aged ,Retrospective Studies ,Aged, 80 and over ,business.industry ,Middle Aged ,medicine.disease ,Immunohistochemistry ,Survival Analysis ,Skull ,medicine.anatomical_structure ,030220 oncology & carcinogenesis ,Embryology ,Female ,Surgery ,Neurology (clinical) ,business ,030217 neurology & neurosurgery ,Secretory Meningioma ,Follow-Up Studies - Abstract
Background Meningiomas are heterogeneous, with differences in anatomical, histopathological, and clinical characteristics. Such spatial variability in meningioma biology is thought to result from differences in the expression of critical developmental regulators. We hypothesized that the variability in meningioma biology would follow gradients such as in embryology and tested a cohort of 366 meningiomas for histopathological and immunohistochemical gradients. Methods The medical records from 366 patients treated for meningiomas from 2003 to 2016 were retrospectively analyzed for age, gender, anatomical localization, recurrence-free survival, overall survival, histopathological diagnosis, and immunohistochemistry findings for 6 markers: epithelial membrane antigen (EMA), progesterone receptor (PR), CD34, S100, p53, and Ki-67 labeling index. Results EMA, PR, S100, p53, and CD34 were expressed in 94%, 73%, 49%, 26%, and 23% of the tumors, respectively. p53 expression correlated positively with Ki-67 and World Health Organization (WHO) grade (rτ = 0.31 and rτ = 0.4, respectively). PR positivity correlated inversely with S100, p53, Ki-67, and WHO grade (rτ = −0.19, rτ = −0.14, rτ = −0.15, and rτ = −0.16, respectively). All secretory meningiomas were positive for EMA and PR and negative for S100, and this pattern exhibited a rostrocaudal gradient. The overall proportion of EMA+PR+S100− cases was significantly lower in the cranial vault (30.3%) than in the skull base (45.89%; P = 0.021). The proportion of WHO grade II-III tumors was greater in cranial vault than in skull base meningiomas. Conclusions Unsupervised methods detected an association between the anatomical location and tumor biology in meningiomas. Unlike the categorical associations that former studies had indicated, the present study revealed a rostrocaudal gradient in both the cranial vault and the skull base, correlating with human developmental biology.
- Published
- 2019
4. High-Throughput Lipidomic and Transcriptomic Analysis To Compare SP2/0, CHO, and HEK-293 Mammalian Cell Lines
- Author
-
Miao Wang, Xianlin Han, Joseph Priola, Kelley M. Heffner, Yue Zhang, Deniz Baycin-Hizal, Michelle Bahri, Amit Kumar, Michael J. Betenbaugh, and Michael A. Bowen
- Subjects
0301 basic medicine ,Transferases (Other Substituted Phosphate Groups) ,CHO Cells ,Mass Spectrometry ,Cell Line ,Analytical Chemistry ,Mice ,03 medical and health sciences ,chemistry.chemical_compound ,Cricetulus ,Cricetinae ,Phosphatidylcholine ,Lipidomics ,Animals ,Humans ,RNA, Messenger ,KEGG ,Phosphatidylethanolamine ,Principal Component Analysis ,030102 biochemistry & molecular biology ,Phosphoric Diester Hydrolases ,Chinese hamster ovary cell ,HEK 293 cells ,Lysophosphatidylcholines ,Molecular biology ,Sphingomyelins ,HEK293 Cells ,030104 developmental biology ,chemistry ,Cell culture ,lipids (amino acids, peptides, and proteins) ,Chromatography, Thin Layer ,Lysophospholipids ,Transcriptome ,Sphingomyelin - Abstract
A combined lipidomics and transcriptomics analysis was performed on mouse myeloma SP2/0, Chinese hamster ovary (CHO), and human embryonic kidney (HEK) cells in order to compare widely used mammalian expression systems. Initial thin layer chromatography (TLC) analysis indicated that phosphatidylethanolamine (PE) and phosphatidylcholine (PC) were the major lipid components in all cell lines with lower amounts of sphingomyelin (SM) in SP2/0 compared to CHO and HEK, which was subsequently confirmed and expanded upon following mass spectrometry (MS) analysis. HEK contained 4-10-fold higher amounts of lyso phosphatidylethanolamine (LPE) and 2-4-fold higher amounts of lyso phosphatidylcholine (LPC) compared to SP2/0 and CHO cell lines. C18:1 followed by C16:1 were the main contributors to the difference in both LPE and LPC levels. Alternatively, the SP2/0 cell line exhibited 30-65-fold lower amounts of SM principally in the amount of 16:0. By mapping the transcriptomics data to KEGG pathways, we found expression levels of secretory phospholipase A2 (sPLA2), lysophospholipid acyltransferase (LPEAT), lysophosphatidylcholine acyltransferase (LPCAT), and lysophospholipase (LYPLA) can contribute to the differences in LPE and LPC. Sphingomyelin synthases (SMS) and sphingomyelin phosphodiesterase (SMase) enzymes may play roles in SM differences across the three cell lines. The results of this study provide insights that will aid the understanding of the physiological and secretory differences across recombinant protein production systems.
- Published
- 2017
5. Expanded Chinese hamster organ and cell line proteomics profiling reveals tissue-specific functionalities
- Author
-
Athena Yerganian, Robert N. O'Meally, Michael A. Bowen, Venkata Gayatri Dhara, Kelley M. Heffner, Swetha Kumar, Natalia I. Majewska, Robert Cole, George Yerganian, Michael J. Betenbaugh, Deniz Baycin Hizal, Diane Hatton, and Jie Zhu
- Subjects
0301 basic medicine ,DNA Replication ,Proteomics ,Quantitative proteomics ,Hamster ,lcsh:Medicine ,CHO Cells ,Biologics ,Kidney ,Proteome informatics ,Chinese hamster ,Article ,03 medical and health sciences ,Cricetulus ,Tandem Mass Spectrometry ,Animals ,lcsh:Science ,Lung ,Multidisciplinary ,030102 biochemistry & molecular biology ,biology ,Chemistry ,Chinese hamster ovary cell ,Myocardium ,lcsh:R ,Cell Cycle ,Ovary ,Brain ,Proteins ,Phospholipid transport ,biology.organism_classification ,Chromosomes, Mammalian ,Cell biology ,030104 developmental biology ,Cell culture ,Proteome ,lcsh:Q ,Female ,Spleen - Abstract
Chinese hamster ovary (CHO) cells are the predominant production vehicle for biotherapeutics. Quantitative proteomics data were obtained from two CHO cell lines (CHO-S and CHO DG44) and compared with seven Chinese hamster (Cricetulus griseus) tissues (brain, heart, kidney, liver, lung, ovary and spleen) by tandem mass tag (TMT) labeling followed by mass spectrometry, providing a comprehensive hamster tissue and cell line proteomics atlas. Of the 8470 unique proteins identified, high similarity was observed between CHO-S and CHO DG44 and included increases in proteins involved in DNA replication, cell cycle, RNA processing, and chromosome processing. Alternatively, gene ontology and pathway analysis in tissues indicated increased protein intensities related to important tissue functionalities. Proteins enriched in the brain included those involved in acidic amino acid metabolism, Golgi apparatus, and ion and phospholipid transport. The lung showed enrichment in proteins involved in BCAA catabolism, ROS metabolism, vesicle trafficking, and lipid synthesis while the ovary exhibited enrichments in extracellular matrix and adhesion proteins. The heart proteome included vasoconstriction, complement activation, and lipoprotein metabolism enrichments. These detailed comparisons of CHO cell lines and hamster tissues will enhance understanding of the relationship between proteins and tissue function and pinpoint potential pathways of biotechnological relevance for future cell engineering.
- Published
- 2019
6. Interconversion of Peptide Mass Spectral Libraries Derivatized with iTRAQ or TMT Labels
- Author
-
Yuri A. Mirokhin, Dmitrii V. Tchekhovskoi, Sanford P. Markey, Jeri Roth, Deniz Baycin Hizal, Zheng Zhang, Xiaoyu Yang, Michael A. Bowen, Stephen E. Stein, Weihua Ji, and Pedatsur Neta
- Subjects
Proteomics ,0301 basic medicine ,chemistry.chemical_classification ,Staining and Labeling ,030102 biochemistry & molecular biology ,Sequence database ,Chemistry ,Peptide ,Spectral conversion ,General Chemistry ,Biochemistry ,Combinatorial chemistry ,Mass Spectrometry ,Molecular Weight ,03 medical and health sciences ,Isobaric labeling ,030104 developmental biology ,Peptide Library ,Peptide mass ,Multiplex ,Databases, Protein ,Peptide library - Abstract
Derivitization of peptides with isobaric tags such as iTRAQ and TMT is widely employed in proteomics due to their compatibility with multiplex quantitative measurements. We recently made publicly available a large peptide library derived from iTRAQ 4-plex labeled spectra. This resource has not been used for identifying peptides labeled with related tags with different masses, because values for virtually all masses of precursor and most product ions would differ for ions containing the different tags as well as containing different tag-specific peaks. We describe a method for interconverting spectra from iTRAQ 4-plex to TMT (6- and 10-plex) and to iTRAQ 8-plex. We interconvert spectra by appropriately mass shifting sequence ions and discarding derivative-specific peaks. After this "cleaning" of search spectra, we demonstrate that the converted libraries perform well in terms of peptide spectral matches. This is demonstrated by comparing results using sequence database searches as well as by comparing search effectiveness using original and converted libraries. At 1% FDR TMT labeled query spectra match 97% as many spectra against a converted iTRAQ library as compared to an original TMT library. Overall this interconversion strategy provides a practical way to extend results from one derivatization method to others that share related chemistry and do not significantly alter fragmentation profiles.
- Published
- 2016
7. Glycoengineering of Mammalian Expression Systems on a Cellular Level
- Author
-
Kelley M, Heffner, Qiong, Wang, Deniz Baycin, Hizal, Özge, Can, and Michael J, Betenbaugh
- Subjects
Cricetulus ,Glycosylation ,Cricetinae ,Animals ,CHO Cells ,Recombinant Proteins ,Glycoproteins - Abstract
Mammalian expression systems such as Chinese hamster ovary (CHO), mouse myeloma (NS0), and human embryonic kidney (HEK) cells serve a critical role in the biotechnology industry as the production host of choice for recombinant protein therapeutics. Most of the recombinant biologics are glycoproteins that contain complex oligosaccharide or glycan attachments representing a principal component of product quality. Both N-glycans and O-glycans are present in these mammalian cells, but the engineering of N-linked glycosylation is of critical interest in industry and many efforts have been directed to improve this pathway. This is because altering the N-glycan composition can change the product quality of recombinant biotherapeutics in mammalian hosts. In addition, sialylation and fucosylation represent components of the glycosylation pathway that affect circulatory half-life and antibody-dependent cellular cytotoxicity, respectively. In this chapter, we first offer an overview of the glycosylation, sialylation, and fucosylation networks in mammalian cells, specifically CHO cells, which are extensively used in antibody production. Next, genetic engineering technologies used in CHO cells to modulate glycosylation pathways are described. We provide examples of their use in CHO cell engineering approaches to highlight these technologies further. Specifically, we describe efforts to overexpress glycosyltransferases and sialyltransfereases, and efforts to decrease sialidase cleavage and fucosylation. Finally, this chapter covers new strategies and future directions of CHO cell glycoengineering, such as the application of glycoproteomics, glycomics, and the integration of 'omics' approaches to identify, quantify, and characterize the glycosylated proteins in CHO cells. Graphical Abstract.
- Published
- 2018
8. Glycoengineering of Mammalian Expression Systems on a Cellular Level
- Author
-
Qiong Wang, Michael J. Betenbaugh, Kelley M. Heffner, Deniz Baycin Hizal, and Özge Can
- Subjects
0106 biological sciences ,0301 basic medicine ,chemistry.chemical_classification ,Glycosylation ,Chinese hamster ovary cell ,HEK 293 cells ,Biology ,01 natural sciences ,Cell biology ,carbohydrates (lipids) ,Glycomics ,03 medical and health sciences ,chemistry.chemical_compound ,030104 developmental biology ,N-linked glycosylation ,chemistry ,010608 biotechnology ,O-linked glycosylation ,Glycoprotein ,Fucosylation - Abstract
Mammalian expression systems such as Chinese hamster ovary (CHO), mouse myeloma (NS0), and human embryonic kidney (HEK) cells serve a critical role in the biotechnology industry as the production host of choice for recombinant protein therapeutics. Most of the recombinant biologics are glycoproteins that contain complex oligosaccharide or glycan attachments representing a principal component of product quality. Both N-glycans and O-glycans are present in these mammalian cells, but the engineering of N-linked glycosylation is of critical interest in industry and many efforts have been directed to improve this pathway. This is because altering the N-glycan composition can change the product quality of recombinant biotherapeutics in mammalian hosts. In addition, sialylation and fucosylation represent components of the glycosylation pathway that affect circulatory half-life and antibody-dependent cellular cytotoxicity, respectively. In this chapter, we first offer an overview of the glycosylation, sialylation, and fucosylation networks in mammalian cells, specifically CHO cells, which are extensively used in antibody production. Next, genetic engineering technologies used in CHO cells to modulate glycosylation pathways are described. We provide examples of their use in CHO cell engineering approaches to highlight these technologies further. Specifically, we describe efforts to overexpress glycosyltransferases and sialyltransfereases, and efforts to decrease sialidase cleavage and fucosylation. Finally, this chapter covers new strategies and future directions of CHO cell glycoengineering, such as the application of glycoproteomics, glycomics, and the integration of ‘omics’ approaches to identify, quantify, and characterize the glycosylated proteins in CHO cells.
- Published
- 2018
9. Elucidation of the CHO Super-Ome (CHO-SO) by Proteoinformatics
- Author
-
Michael J. Betenbaugh, Nathan E. Lewis, Michael A. Bowen, Deniz Baycin-Hizal, Raghothama Chaerkady, Amit Kumar, Daniel Wolozny, Kelley M. Heffner, Joseph Shiloach, Lasse Ebdrup Pedersen, Robert N. Cole, and Hui Zhang
- Subjects
Signal peptide ,Cytoplasm ,Proteome ,Gene Expression ,CHO Cells ,Protein Sorting Signals ,Protein degradation ,Biology ,Proteomics ,Biochemistry ,Article ,Cricetulus ,Tandem Mass Spectrometry ,Protein Interaction Mapping ,Animals ,Cytoskeleton ,Cellular localization ,Secretory pathway ,Cell Proliferation ,Secretory Pathway ,Chinese hamster ovary cell ,Antibodies, Monoclonal ,Computational Biology ,Biological Transport ,Molecular Sequence Annotation ,General Chemistry ,Recombinant Proteins ,Cell biology ,Culture Media, Conditioned ,Proteolysis ,Vesicle-mediated transport ,Chromatography, Liquid - Abstract
Chinese hamster ovary (CHO) cells are the preferred host cell line for manufacturing a variety of complex biotherapeutic drugs including monoclonal antibodies. We performed a proteomics and bioinformatics analysis on the spent medium from adherent CHO cells. Supernatant from CHO-K1 culture was collected and subjected to in-solution digestion followed by LC/LC-MS/MS analysis, which allowed the identification of 3281 different host cell proteins (HCPs). To functionally categorize them, we applied multiple bioinformatics tools to the proteins identified in our study including SignalP, TargetP, SecretomeP, TMHMM, WoLF PSORT, and Phobius. This analysis provided information on the presence of signal peptides, transmembrane domains, and cellular localization and showed that both secreted and intracellular proteins were constituents of the supernatant. Identified proteins were shown to be localized to the secretory pathway including ones playing roles in cell growth, proliferation, and folding as well as those involved in protein degradation and removal. After combining proteins predicted to be secreted or having a signal peptide, we identified 1015 proteins, which we termed as CHO supernatant-ome (CHO-SO), or superome. As a part of this effort, we created a publically accessible web-based tool called GO-CHO to functionally categorize proteins found in CHO-SO and identify enriched molecular functions, biological processes, and cellular components. We also used a tool to evaluate the immunogenicity potential of high-abundance HCPs. Among enriched functions were catalytic activity and structural constituents of the cytoskeleton. Various transport related biological processes, such as vesicle mediated transport, were found to be highly enriched. Extracellular space and vesicular exosome associated proteins were found to be the most enriched cellular components. The superome also contained proteins secreted from both classical and nonclassical secretory pathways. The work and database described in our study will enable the CHO community to rapidly identify high-abundance HCPs in their cultures and therefore help assess process and purification methods used in the production of biologic drugs.
- Published
- 2015
10. A multi-pronged investigation into the effect of glucose starvation and culture duration on fed-batch CHO cell culture
- Author
-
Dietmar Weilguny, Christian Müller, Anne Mathilde Lund, Jette Wagtberg Sen, Cleo Kontoravdi, Søren Kofoed Rasmussen, Yuzhou Fan, Ioscani Jimenez del Val, Michael J. Betenbaugh, Mikael Rørdam Andersen, and Deniz Baycin-Hizal
- Subjects
Glycosylation ,medicine.drug_class ,Chinese hamster ovary cell ,Bioengineering ,Metabolism ,Biology ,Monoclonal antibody ,Nucleotide sugar ,Applied Microbiology and Biotechnology ,carbohydrates (lipids) ,chemistry.chemical_compound ,Titer ,chemistry ,Biochemistry ,Cell culture ,medicine ,Intracellular ,Biotechnology - Abstract
In this study, omics-based analysis tools were used to explore the effect of glucose starvation and culture duration on monoclonal antibody (mAb) production in fed-batch CHO cell culture to gain better insight into how these parameters can be controlled to ensure optimal mAb productivity and quality. Titer and N-glycosylation of mAbs, as well as proteomic signature and metabolic status of the production cells in the culture were assessed. We found that the impact of glucose starvation on the titer and N-glycosylation of mAbs was dependent on the degree of starvation during early stationary phase of the fed-batch culture. Higher degree of glucose starvation reduced intracellular concentrations of UDP-GlcNAc and UDP-GalNAc, but increased the levels of UDP-Glc and UDP-Gal. Increased GlcNAc and Gal occupancy correlated well with increased degree of glucose starvation, which can be attributed to the interplay between the dilution effect associated with change in specific productivity of mAbs and the changed nucleotide sugar metabolism. Herein, we also show and discuss that increased cell culture duration negatively affect the maturation of glycans. In addition, comparative proteomics analysis of cells was conducted to observe differences in protein abundance between early growth and early stationary phases. Generally higher expression of proteins involved in regulating cellular metabolism, extracellular matrix, apoptosis, protein secretion and glycosylation was found in early stationary phase. These analyses offered a systematic view of the intrinsic properties of these cells and allowed us to explore the root causes correlating culture duration with variations in the productivity and glycosylation quality of monoclonal antibodies produced with CHO cells.
- Published
- 2015
11. Exploiting the proteomics revolution in biotechnology: from disease and antibody targets to optimizing bioprocess development
- Author
-
Jie Zhu, Joseph Shiloach, Michael J. Betenbaugh, Michael A. Bowen, Amit Kumar, Kelley M. Heffner, and Deniz Baycin Hizal
- Subjects
Proteomics ,Proteomics methods ,business.industry ,Biomedical Engineering ,Protein database ,Bioengineering ,CHO Cells ,Cell growth regulation ,Biology ,Article ,Biotechnology ,Cricetulus ,Biopharmaceutical ,Recombinant protein production ,Escherichia coli ,biology.protein ,Animals ,Bioprocess ,Antibody ,business - Abstract
Recent advancements in proteomics have enabled the generation of high-quality data sets useful for applications ranging from target and monoclonal antibody (mAB) discovery to bioprocess optimization. Comparative proteomics approaches have recently been used to identify novel disease targets in oncology and other disease conditions. Proteomics has also been applied as a new avenue for mAb discovery. Finally, CHO and Escherichia coli cells represent the dominant production hosts for biopharmaceutical development, yet the physiology of these cells types has yet to be fully established. Proteomics approaches can provide new insights into these cell types, aiding in recombinant protein production, cell growth regulation, and medium formulation. Optimization of sample preparations and protein database developments are enhancing the quantity and accuracy of proteomic results. In these ways, innovations in proteomics are enriching biotechnology and bioprocessing research across a wide spectrum of applications.
- Published
- 2014
12. Lessons from the Hamster: Cricetulus griseus Tissue and CHO Cell Line Proteome Comparison
- Author
-
Robert N. O'Meally, Michael A. Bowen, Michael J. Betenbaugh, Amit Kumar, Özge Can, Herren Wu, George Yerganian, Deniz Baycin Hizal, Robert Cole, Kelley M. Heffner, and Raghothama Chaerkady
- Subjects
0301 basic medicine ,Proteomics ,biology ,Proteome ,Chinese hamster ovary cell ,Quantitative proteomics ,Hamster ,General Chemistry ,CHO Cells ,biology.organism_classification ,Biochemistry ,Molecular biology ,Chinese hamster ,Recombinant Proteins ,Cell biology ,03 medical and health sciences ,030104 developmental biology ,Cricetulus ,Cell culture ,Tandem Mass Spectrometry ,Cricetinae ,Animals ,KEGG - Abstract
Chinese hamster ovary cells represent the dominant host for therapeutic recombinant protein production. However, few large-scale data sets have been generated to characterize this host organism and derived CHO cell lines at the proteomics level. Consequently, an extensive label-free quantitative proteomics analysis of two cell lines (CHO-S and CHO DG44) and two Chinese hamster tissues (liver and ovary) was used to identify a total of 11 801 unique proteins containing at least two unique peptides. 9359 unique proteins were identified specifically in the cell lines, representing a 56% increase over previous work. Additionally, 6663 unique proteins were identified across liver and ovary tissues, providing the first Chinese hamster tissue proteome. Protein expression was more conserved within cell lines during both growth phases than across cell lines, suggesting large genetic differences across cell lines. Overall, both gene ontology and KEGG pathway analysis revealed enrichment of cell-cycle activity in cells. In contrast, upregulated molecular functions in tissue include glycosylation and lipid transporter activity. Furthermore, cellular components including Golgi apparatus are upregulated in both tissues. In conclusion, this large-scale proteomics analysis enables us to delineate specific changes between tissues and cells derived from these tissues, which can help explain specific tissue function and the adaptations cells incur for applications in biopharmaceutical productions.
- Published
- 2017
13. Statistical Models for the Analysis of Isobaric Tags Multiplexed Quantitative Proteomics
- Author
-
Gina D’Angelo, Harry Yang, Xiang Guo, Michael A. Bowen, Lorin Roskos, Raghothama Chaerkady, Kristen Lekstrom, Wen Yu, Wei Zhao, Deniz Baycin Hizal, Wendy I. White, and Sonja Hess
- Subjects
0301 basic medicine ,Mixed model ,Normalization (statistics) ,Proteomics ,Models, Statistical ,Staining and Labeling ,Escherichia coli Proteins ,Quantitative proteomics ,Linear model ,Protein Array Analysis ,Statistical model ,General Chemistry ,Computational biology ,Blood Proteins ,Biology ,Bioinformatics ,Biochemistry ,Data set ,03 medical and health sciences ,030104 developmental biology ,Escherichia coli ,Humans ,Lupus Erythematosus, Systemic ,Quantile normalization - Abstract
Mass spectrometry is being used to identify protein biomarkers that can facilitate development of drug treatment. Mass spectrometry-based labeling proteomic experiments result in complex proteomic data that is hierarchical in nature often with small sample size studies. The generalized linear model (GLM) is the most popular approach in proteomics to compare protein abundances between groups. However, GLM does not address all the complexities of proteomics data such as repeated measures and variance heterogeneity. Linear models for microarray data (LIMMA) and mixed models are two approaches that can address some of these data complexities to provide better statistical estimates. We compared these three statistical models (GLM, LIMMA, and mixed models) under two different normalization approaches (quantile normalization and median sweeping) to demonstrate when each approach is the best for tagged proteins. We evaluated these methods using a spiked-in data set of known protein abundances, a systemic lupus erythematosus (SLE) data set, and simulated data from multiplexed labeling experiments that use tandem mass tags (TMT). Data are available via ProteomeXchange with identifier PXD005486. We found median sweeping to be a preferred approach of data normalization, and with this normalization approach there was overlap with findings across all methods with GLM being a subset of mixed models. The conclusion is that the mixed model had the best type I error with median sweeping, whereas LIMMA had the better overall statistical properties regardless of normalization approaches.
- Published
- 2017
14. Genome-scale reconstructions of the mammalian secretory pathway predict metabolic costs and limitations of protein secretion
- Author
-
Shangzhong Li, Lise Marie Grav, Bernhard O. Palsson, Michael J. Betenbaugh, Amir Feizi, Deniz Baycin Hizal, Gyun Min Lee, Nathan E. Lewis, Daniel Ley, Jens Nielsen, Bjørn G. Voldborg, Jahir M. Gutierrez, Helene Faustrup Kildegaard, Thomas Beuchert Kallehauge, and Hooman Hefzi
- Subjects
0106 biological sciences ,0301 basic medicine ,General Physics and Astronomy ,Bone Morphogenetic Protein 2 ,01 natural sciences ,Genome ,Mice ,lcsh:Science ,Mammals ,0303 health sciences ,Multidisciplinary ,Secretory Pathway ,Chinese hamster ovary cell ,030302 biochemistry & molecular biology ,Recombinant Proteins ,Cell biology ,Networks and systems biology ,Biopharmaceutical ,Gene Knockdown Techniques ,Biotechnology ,medicine.drug_class ,Science ,1.1 Normal biological development and functioning ,Systems biology ,CHO Cells ,Biology ,Monoclonal antibody ,General Biochemistry, Genetics and Molecular Biology ,Article ,Vaccine Related ,03 medical and health sciences ,Metabolomics ,Cricetulus ,Underpinning research ,Biodefense ,010608 biotechnology ,medicine ,Gene silencing ,Animals ,Humans ,Secretion ,Computer Simulation ,Secretory pathway ,030304 developmental biology ,Biochemical networks ,Prevention ,Proteins ,Reproducibility of Results ,General Chemistry ,030104 developmental biology ,Secretory protein ,lcsh:Q ,Generic health relevance ,Metabolic engineering - 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., The secretory pathway is used in the production of most biopharmaceuticals, but the associated biosynthetic costs are little understood. Here, the authors integrate the core secretory pathway into genome-scale metabolic models of human, mouse, and CHO cells, enabling in silico analysis.
- Published
- 2017
15. Harnessing Chinese hamster ovary cell proteomics for biopharmaceutical processing
- Author
-
Kelley M. Heffner, Deniz Baycin-Hizal, Michael J. Betenbaugh, Joseph Shiloach, and Amit Kumar
- Subjects
Biopharmaceutical ,Cell culture ,Apoptosis ,Systems biology ,Chinese hamster ovary cell ,Recombinant protein production ,Quantitative proteomics ,Biology ,Proteomics ,Molecular biology ,Cell biology - Abstract
Chinese hamster ovary (CHO) cell lines are the preferred host for manufacturing therapeutic proteins. The use of proteomics for recombinant protein production in CHO cells has expanded recently because of the ease in identifying protein levels and its potential to elucidate targets for improved growth and productivity. Coupling advanced analytical methods, labeling strategies and bioinformatics with mass spectrometry-based proteomics facilitates identification and quantification of large numbers of proteins. CHO proteomics studies have increased the knowledge of proteins that affect cell culture events, thereby facilitating media development and cell line engineering to increase growth and production, delay apoptosis and utilize nutrients more effectively. The applications of proteomics offers numerous ways for creating superior hosts and improving biotherapeutics production in CHO cells.
- Published
- 2014
16. The emerging CHO systems biology era: harnessing the ‘omics revolution for biotechnology
- Author
-
Deniz Baycin-Hizal, Helene Faustrup Kildegaard, Michael J. Betenbaugh, and Nathan E. Lewis
- Subjects
Proteomics ,Systems biology ,Biomedical Engineering ,Bioengineering ,CHO Cells ,Biology ,Models, Biological ,Glycomics ,Metabolic engineering ,Cricetulus ,Metabolomics ,Animals ,Humans ,Fluxomics ,Genome ,business.industry ,Systems Biology ,Chinese hamster ovary cell ,Modelling biological systems ,Recombinant Proteins ,Biotechnology ,Metabolic Engineering ,Transcriptome ,business - Abstract
Chinese hamster ovary (CHO) cells are the primary factories for biopharmaceuticals because of their capacity to correctly fold and post-translationally modify recombinant proteins compatible with humans. New opportunities are arising to enhance these cell factories, especially since the CHO-K1 cell line was recently sequenced. Now, the CHO systems biology era is underway. Critical 'omics data sets, including proteomics, transcriptomics, metabolomics, fluxomics, and glycomics, are emerging, allowing the elucidation of the molecular basis of CHO cell physiology. The incorporation of these data sets into mathematical models that describe CHO phenotypes will provide crucial biotechnology insights. As 'omics technologies and computational systems biology mature, genome-scale approaches will lead to major innovations in cell line development and metabolic engineering, thereby improving protein production and bioprocessing.
- Published
- 2013
17. A Consensus Genome-scale Reconstruction of Chinese Hamster Ovary Cell Metabolism
- Author
-
Juergen Zanghellini, Jae Seong Lee, Yingxiang Huang, Daniel C. Zielinski, Daniel Ley, Shangzhong Li, Camila A. Orellana, Philipp Spahn, Bernhard O. Palsson, Nathan E. Lewis, Lasse Ebdrup Pedersen, David E. Ruckerbauer, Sarantos Kyriakopoulos, Natalia E Jiménez, Mikael Rørdam Andersen, Deniz Baycin-Hizal, Veronica Martinez, Kok Siong Ang, Lake-Ee Quek, Zachary A. King, Aarash Bordbar, Harish Nagarajan, Nicole Borth, Helene Faustrup Kildegaard, Anne Mathilde Lund, Dong-Yup Lee, Jahir M. Gutierrez, Alyaa M. Abdel-Haleem, Tune Wulff, Ziomara P. Gerdtzen, Bjørn G. Voldborg, Lars K. Nielsen, Giuseppe Paglia, Alex Thomas, Hooman Hefzi, Meiyappan Lakshmanan, Michael Hanscho, Michael J. Betenbaugh, Johnny Arnsdorf, Nicolás Loira, Hefzi, H, Ang, K, Hanscho, M, Bordbar, A, Ruckerbauer, D, Lakshmanan, M, Orellana, C, Baycin-Hizal, D, Huang, Y, Ley, D, Martinez, V, Kyriakopoulos, S, Jimenez, N, Zielinski, D, Quek, L, Wulff, T, Arnsdorf, J, Li, S, Lee, J, Paglia, G, Loira, N, Spahn, P, Pedersen, L, Gutierrez, J, King, Z, Lund, A, Nagarajan, H, Thomas, A, Abdel-Haleem, A, Zanghellini, J, Kildegaard, H, Voldborg, B, Gerdtzen, Z, Betenbaugh, M, Palsson, B, Andersen, M, Nielsen, L, Borth, N, Lee, D, and Lewis, N
- Subjects
0301 basic medicine ,endocrine system ,Histology ,Consensus ,Protein Conformation ,CHO ,Systems biology ,Metabolic network ,Bioengineering ,CHO Cells ,Biology ,Protein Engineering ,Article ,Pathology and Forensic Medicine ,03 medical and health sciences ,Cricetulus ,metabolic network ,Protein Phosphatase 1 ,Cricetinae ,genome-scale model ,Protein biosynthesis ,Animals ,Humans ,Bioprocess ,Gene ,Secretory pathway ,Genetics ,Genome ,biotherapeutic protein production ,Chinese hamster ovary cell ,systems biology ,Cell Biology ,Chinese hamster ovary ,Recombinant Proteins ,Cell biology ,Clone Cells ,Metabolic pathway ,030104 developmental biology ,HEK293 Cells ,Biochemistry and Cell Biology ,Metabolic Networks and Pathways - Abstract
Chinese hamster ovary (CHO) cells dominate biotherapeutic protein production and are widely used in mammalian cell line engineering research. To elucidate metabolic bottlenecks in protein production and to guide cell engineering and bioprocess optimization, we reconstructed the metabolic pathways in CHO and associated them with >1,700 genes in the Cricetulus griseus genome. The genome-scale metabolic model based on this reconstruction, iCHO1766, and cell-line-specific models for CHO-K1, CHO-S, and CHO-DG44 cells provide the biochemical basis of growth and recombinant protein production. The models accurately predict growth phenotypes and known auxotrophies in CHO cells. With the models, we quantify the protein synthesis capacity of CHO cells and demonstrate that common bioprocess treatments, such as histone deacetylase inhibitors, inefficiently increase product yield. However, our simulations show that the metabolic resources in CHO are more than three times more efficiently utilized for growth or recombinant protein synthesis following targeted efforts to engineer the CHO secretory pathway. This model will further accelerate CHO cell engineering and help optimize bioprocesses.
- Published
- 2016
18. Systems Glycobiology: Integrating Glycogenomics, Glycoproteomics, Glycomics, and Other 'Omics Data Sets to Characterize Cellular Glycosylation Processes
- Author
-
Sandra V. Bennun, Michael J. Betenbaugh, Özge Can, Kelley M. Heffner, Hui Zhang, and Deniz Baycin Hizal
- Subjects
0301 basic medicine ,Glycosylation ,Proteome ,Systems biology ,Computational biology ,Biology ,Glycomics ,03 medical and health sciences ,chemistry.chemical_compound ,N-linked glycosylation ,Structural Biology ,Polysaccharides ,Humans ,Molecular Biology ,Glycobiology ,Glycoproteomics ,carbohydrates (lipids) ,030104 developmental biology ,chemistry ,Biochemistry ,Glycoinformatics ,Protein Processing, Post-Translational ,Biomarkers - Abstract
The number of proteins encoded in the human genome has been estimated at between 20,000 and 25,000, despite estimates that the entire proteome contains more than a million proteins. One reason for this difference is due to many post-translational modifications of protein that contribute to proteome complexity. Among these, glycosylation is of particular relevance because it serves to modify a large number of cellular proteins. Glycogenomics, glycoproteomics, glycomics, and glycoinformatics are helping to accelerate our understanding of the cellular events involved in generating the glycoproteome, the variety of glycan structures possible, and the importance of roles that glycans play in therapeutics and disease. Indeed, interest in glycosylation has expanded rapidly over the past decade, as large amounts of experimental 'omics data relevant to glycosylation processing have accumulated. Furthermore, new and more sophisticated glycoinformatics tools and databases are now available for glycan and glycosylation pathway analysis. Here, we summarize some of the recent advances in both experimental profiling and analytical methods involving N- and O-linked glycosylation processing for biotechnological and medically relevant cells together with the unique opportunities and challenges associated with interrogating and assimilating multiple, disparate high-throughput glycosylation data sets. This emerging era of advanced glycomics will lead to the discovery of key glycan biomarkers linked to diseases and help establish a better understanding of physiology and improved control of glycosylation processing in diverse cells and tissues important to disease and production of recombinant therapeutics. Furthermore, methodologies that facilitate the integration of glycomics measurements together with other 'omics data sets will lead to a deeper understanding and greater insights into the nature of glycosylation as a complex cellular process.
- Published
- 2016
19. Proteomic Analysis of Chinese Hamster Ovary Cells
- Author
-
Elena F. Jacobson, Raghothama Chaerkady, Robert N. Cole, Robert N. O'Meally, Daniel Wolozny, Deniz Baycin-Hizal, Michael J. Betenbaugh, Harish Nagarajan, Bernhard O. Palsson, Joe Colao, Lily Chen, Vishaldeep Sarkaria, Amit Kumar, Nathan E. Lewis, Hui Zhang, Yuan Tian, David L. Tabb, and Sharon S. Krag
- Subjects
Glycosylation ,Proteome ,Carbohydrates ,CHO Cells ,Biology ,Mass spectrometry ,Tandem mass spectrometry ,Proteomics ,Biochemistry ,Genome ,Article ,chemistry.chemical_compound ,Cricetulus ,Tandem Mass Spectrometry ,Cricetinae ,Animals ,RNA, Messenger ,Codon ,Gel electrophoresis ,Chinese hamster ovary cell ,Acetylation ,General Chemistry ,Molecular biology ,chemistry ,Chromatography, Liquid - Abstract
To complement the recent genomic sequencing of Chinese hamster ovary (CHO) cells, proteomic analysis was performed on CHO cells including the cellular proteome, secretome, and glycoproteome using tandem mass spectrometry (MS/MS) of multiple fractions obtained from gel electrophoresis, multidimensional liquid chromatography, and solid phase extraction of glycopeptides (SPEG). From the 120 different mass spectrometry analyses generating 682,097 MS/MS spectra, 93,548 unique peptide sequences were identified with at most 0.02 false discovery rate (FDR). A total of 6164 grouped proteins were identified from both glycoproteome and proteome analysis, representing an 8-fold increase in the number of proteins currently identified in the CHO proteome. Furthermore, this is the first proteomic study done using the CHO genome exclusively, which provides for more accurate identification of proteins. From this analysis, the CHO codon frequency was determined and found to be distinct from humans, which will facilitate expression of human proteins in CHO cells. Analysis of the combined proteomic and mRNA data sets indicated the enrichment of a number of pathways including protein processing and apoptosis but depletion of proteins involved in steroid hormone and glycosphingolipid metabolism. Five-hundred four of the detected proteins included N-acetylation modifications, and 1292 different proteins were observed to be N-glycosylated. This first large-scale proteomic analysis will enhance the knowledge base about CHO capabilities for recombinant expression and provide information useful in cell engineering efforts aimed at modifying CHO cellular functions.
- Published
- 2012
20. Membrane Protein Expression in Mammalian Cells
- Author
-
Erika Ohsfeldt, Deniz Baycin Hizal, Michael J. Betenbaugh, and Sunny Mai
- Subjects
Vesicle-associated membrane protein 8 ,Anti-apoptosis ,Membrane protein ,Chemistry ,Posttranslational modification ,Gene delivery ,Cell biology - Published
- 2011
21. GlycoFish: A Database of Zebrafish N-linked Glycoproteins Identified Using SPEG Method Coupled with LC/MS
- Author
-
Alexander Wu, Russell Jampol, Ilhan Akan, Karen Palter, Yuan Tian, Deniz Baycin-Hizal, Dean Clark, Elena F. Jacobson, Hui Zhang, and Michael J. Betenbaugh
- Subjects
animal structures ,Glycosylation ,ved/biology.organism_classification_rank.species ,Danio ,Tandem mass spectrometry ,Proteomics ,computer.software_genre ,Article ,Analytical Chemistry ,chemistry.chemical_compound ,Ion binding ,Tandem Mass Spectrometry ,Animals ,Databases, Protein ,Model organism ,Zebrafish ,Glycoproteins ,chemistry.chemical_classification ,biology ,Database ,Chemistry ,ved/biology ,biology.organism_classification ,Biochemistry ,Glycoprotein ,computer ,Chromatography, Liquid - Abstract
Zebrafish (Danio rerio) is a model organism that is used to study the mechanisms and pathways of human disorders. Many dysfunctions in neurological, development, and neuromuscular systems are due to glycosylation deficiencies, but the glycoproteins involved in zebrafish embryonic development have not been established. In this study, a mass spectrometry-based glycoproteomic characterization of zebrafish embryos was performed to identify the N-linked glycoproteins and N-linked glycosylation sites. To increase the number of glycopeptides, proteins from zebrafish were digested with two different proteases--chymotrypsin and trypsin--into peptides of different length. The N-glycosylated peptides of zebrafish were then captured by the solid-phase extraction of N-linked glycopeptides (SPEG) method and the peptides were identified with an LTQ OrbiTrap Velos mass spectrometer. From 265 unique glycopeptides, including 269 consensus NXT/S glycosites, we identified 169 different N-glycosylated proteins. The identified glycoproteins were highly abundant in proteins belonging to the transporter, cell adhesion, and ion channel/ion binding categories, which are important to embryonic, organ, and central nervous system development. This proteomics data will expand our knowledge about glycoproteins in zebrafish and may be used to elucidate the role that glycosylation plays in cellular processes and disease. The glycoprotein data are available through the GlycoFish database (http://betenbaugh.jhu.edu/GlycoFish) introduced in this paper.
- Published
- 2011
22. GlycoFly: A Database of Drosophila N-linked Glycoproteins Identified Using SPEG–MS Techniques
- Author
-
Karen Palter, Dean Clark, Yuan Tian, Jeffrey H. Chu, Michael J. Betenbaugh, Deniz Baycin-Hizal, Elena F. Jacobson, Ilhan Akan, and Hui Zhang
- Subjects
Proteomics ,Protein glycosylation ,Ataxia ,Central nervous system ,Cellular functions ,Biology ,Online Systems ,Biochemistry ,Tandem Mass Spectrometry ,Paralysis ,medicine ,Animals ,Drosophila Proteins ,Drosophila (subgenus) ,Databases, Protein ,Glycoproteins ,Genetics ,chemistry.chemical_classification ,Solid Phase Extraction ,General Chemistry ,biology.organism_classification ,Molecular biology ,Peptide Fragments ,Drosophila melanogaster ,medicine.anatomical_structure ,chemistry ,medicine.symptom ,Glycoprotein - Abstract
Protein glycosylation affects cellular functions of the central nervous system (CNS). Its deficiency leads to neurological disorders such as ataxia, paralysis, learning disability, mental retardation, and memory loss. However, the glycoproteins that are responsible for these diseases are not well characterized. In this study, Drosophila melanogaster was used as a model organism to identify the N-glycosylated proteins and N-glycosylation sites of its CNS by means of proteomics. Adult fly heads were digested with chymotrypsin or trypsin and the N-linked glycopeptides were captured using solid phase extraction of N-linked glycopeptides (SPEG) technique followed by mass spectrometry (MS) analysis using LTQ OrbiTrap Velos. Three hundred and thirty new and 147 previously known glycoproteins were identified from 721 uniquely detected peptides that have 740 NXS/T glycosylation sites. The N-glycosylation sites were highly abundant in cell adhesion, ion channel, and ion binding molecules, which are important for nerve maturation, organ development, axon guidance, learning, and memory. Identification of the N-glycosylated sites of these proteins will enhance our knowledge of these proteins and serve as a basis for future studies to address the roles of these proteins in neurological function and disorders. A database for Drosophila N-linked glycopeptides ( http://betenbaugh.jhu.edu/GlycoFly ) has been established in this study as a resource for study of neurological disorders.
- Published
- 2011
23. Cellular traffic cops: the interplay between lipids and proteins regulates vesicular formation, trafficking, and signaling in mammalian cells
- Author
-
Michael A. Bowen, Yue Zhang, Deniz Baycin-Hizal, Michael J. Betenbaugh, and Amit Kumar
- Subjects
Cell Membrane ,Biomedical Engineering ,Proteins ,Bioengineering ,Lipid metabolism ,Biological Transport ,Biology ,Lipid Metabolism ,Sphingolipid ,Lipids ,Cell biology ,Vesicular transport protein ,Cell membrane ,medicine.anatomical_structure ,Secretory protein ,Membrane curvature ,medicine ,Animals ,Humans ,lipids (amino acids, peptides, and proteins) ,Signal transduction ,Lipid bilayer ,Biotechnology ,Signal Transduction - Abstract
Protein secretion and vesicular trafficking in mammalian cells rely on several key lipids including sphingolipids, phospholipids, and neutral lipids crucial to protein processing and other intracellular events. Proteins interact with these lipids to alter the shape of lipid bilayer, thereby playing a pivotal role in cellular sorting. Although some efforts have elucidated the role of these components, extensive studies are needed to further decipher the protein-lipid interactions along with the effect of membrane curvature and rafts in sorting of proteins. The regulatory role of proteins in subcellular localization and metabolism of lipids also needs to be described. Recent studies on the role of lipid-protein interactions in modulating membrane shape, signal transduction, and vesicular trafficking are presented in this review.
- Published
- 2015
24. Coupling enrichment methods with proteomics for understanding and treating disease
- Author
-
Deniz Baycin-Hizal, Michael J. Betenbaugh, Joseph Shiloach, Amit Kumar, and Michael A. Bowen
- Subjects
Proteomics ,Proteome ,Mechanism (biology) ,Clinical Biochemistry ,Proteins ,Drug action ,Disease ,Biology ,Bioinformatics ,Microvesicles ,Article ,Chromatography, Affinity ,Targeted drug delivery ,Animals ,Humans ,Biomarker discovery - Abstract
Owing to recent advances in proteomics analytical methods and bioinformatics capabilities there is a growing trend toward using these capabilities for the development of drugs to treat human disease, including target and drug evaluation, understanding mechanisms of drug action, and biomarker discovery. Currently, the genetic sequences of many major organisms are available, which have helped greatly in characterizing proteomes in model animal systems and humans. Through proteomics, global profiles of different disease states can be characterized (e.g. changes in types and relative levels as well as changes in PTMs such as glycosylation or phosphorylation). Although intracellular proteomics can provide a broad overview of physiology of cells and tissues, it has been difficult to quantify the low abundance proteins which can be important for understanding the diseased states and treatment progression. For this reason, there is increasing interest in coupling comparative proteomics methods with subcellular fractionation and enrichment techniques for membranes, nucleus, phosphoproteome, glycoproteome as well as low abundance serum proteins. In this review, we will provide examples of where the utilization of different proteomics-coupled enrichment techniques has aided target and biomarker discovery, understanding the drug targeting mechanism, and mAb discovery. Taken together, these improvements will help to provide a better understanding of the pathophysiology of various diseases including cancer, autoimmunity, inflammation, cardiovascular disease, and neurological conditions, and in the design and development of better medicines for treating these afflictions.
- Published
- 2015
25. A multi-pronged investigation into the effect of glucose starvation and culture duration on fed-batch CHO cell culture
- Author
-
Yuzhou, Fan, Ioscani, Jimenez Del Val, Christian, Müller, Anne Mathilde, Lund, Jette Wagtberg, Sen, Søren Kofoed, Rasmussen, Cleo, Kontoravdi, Deniz, Baycin-Hizal, Michael J, Betenbaugh, Dietmar, Weilguny, and Mikael Rørdam, Andersen
- Subjects
Cricetulus ,Glucose ,Cell Culture Techniques ,Animals ,Antibodies, Monoclonal ,CHO Cells ,Recombinant Proteins ,Culture Media - Abstract
In this study, omics-based analysis tools were used to explore the effect of glucose starvation and culture duration on monoclonal antibody (mAb) production in fed-batch CHO cell culture to gain better insight into how these parameters can be controlled to ensure optimal mAb productivity and quality. Titer and N-glycosylation of mAbs, as well as proteomic signature and metabolic status of the production cells in the culture were assessed. We found that the impact of glucose starvation on the titer and N-glycosylation of mAbs was dependent on the degree of starvation during early stationary phase of the fed-batch culture. Higher degree of glucose starvation reduced intracellular concentrations of UDP-GlcNAc and UDP-GalNAc, but increased the levels of UDP-Glc and UDP-Gal. Increased GlcNAc and Gal occupancy correlated well with increased degree of glucose starvation, which can be attributed to the interplay between the dilution effect associated with change in specific productivity of mAbs and the changed nucleotide sugar metabolism. Herein, we also show and discuss that increased cell culture duration negatively affect the maturation of glycans. In addition, comparative proteomics analysis of cells was conducted to observe differences in protein abundance between early growth and early stationary phases. Generally higher expression of proteins involved in regulating cellular metabolism, extracellular matrix, apoptosis, protein secretion and glycosylation was found in early stationary phase. These analyses offered a systematic view of the intrinsic properties of these cells and allowed us to explore the root causes correlating culture duration with variations in the productivity and glycosylation quality of monoclonal antibodies produced with CHO cells.
- Published
- 2014
26. Proteomics in Cell Culture: From Genomics to Combined ‘Omics for Cell Line Engineering and Bioprocess Development
- Author
-
Kelley M. Heffner, Deniz Baycin-Hizal, Michael J. Betenbaugh, Christian Schrøder Kaas, and Amit Kumar
- Subjects
Metabolomics ,Chinese hamster ovary cell ,Systems biology ,Proteome ,Genomics ,Biology ,Bioprocess ,Omics ,Proteomics ,Cell biology - Abstract
The genetic sequencing of Chinese hamster ovary cells has initiated a systems biology era for biotechnology applications. In addition to genomics, critical ‘omics data sets also include proteomics, transcriptomics and metabolomics. Recently, the use of proteomics in cell lines for recombinant protein production has increased significantly because proteomics can track changes in protein levels for different cell lines over time, which can be advantageous for bioprocess development and optimization. Specifically, the identification of proteins that affect cell culture processes can aid efforts in media development and cell line engineering to improve growth or productivity, delay the onset of apoptosis, or utilize nutrients efficiently. Mass-spectrometry based and other proteomics methods can provide for the detection of thousands of proteins from cell culture and bioinformatics analysis serves to identify and quantify protein levels. Optimizations of sample preparations and database development, including a detailed CHO proteome now available, have improved the quantity and accuracy of identified proteins. The applications are widespread and expanding, thus suggesting numerous applications of proteomics and combined ‘omics experiments in coming years.
- Published
- 2014
27. Physiologic and pathophysiologic consequences of altered sialylation and glycosylation on ion channel function
- Author
-
Allan Gottschalk, Michael J. Betenbaugh, Sunny Mai, Sharon S. Krag, Hui Zhang, Daniel Wolozny, Elena F. Jacobson, and Deniz Baycin-Hizal
- Subjects
Aging ,Glycosylation ,Potassium Channels ,Biophysics ,Gating ,Biochemistry ,Models, Biological ,Ion Channels ,Article ,chemistry.chemical_compound ,Congenital Disorders of Glycosylation ,Animals ,Humans ,Molecular Biology ,Ion channel ,Sodium channel ,Cell Biology ,Voltage-gated potassium channel ,Potassium channel ,N-Acetylneuraminic Acid ,Sialic acid ,Cell biology ,carbohydrates (lipids) ,chemistry ,Mutation ,Growth and Development ,N-Acetylneuraminic acid ,Ion Channel Gating - Abstract
Voltage-gated ion channels are transmembrane proteins that regulate electrical excitability in cells and are essential components of the electrically active tissues of nerves, muscle and the heart. Potassium channels are one of the largest subfamilies of voltage sensitive channels and are among the most-studied of the voltage-gated ion channels. Voltage-gated channels can be glycosylated and changes in the glycosylation pattern can affect ion channel function, leading to neurological and neuromuscular disorders and congenital disorders of glycosylation (CDG). Alterations in glycosylation can also be acquired and appear to play a role in development and aging. Recent studies have focused on the impact of glycosylation and sialylation on ion channels, particularly for voltage-gated potassium and sodium channels. The terminal step of sialylation often affects channel activation and inactivation kinetics. The presence of sialic acids on O or N-glycans can alter the gating mechanism and cause conformational changes in the voltage-sensing domains due to sialic acid's negative charges. This manuscript will provide an overview of sialic acids, potassium and sodium channel function, and the impact of sialylation on channel activation and deactivation.
- Published
- 2014
28. Glycoproteomic and glycomic databases
- Author
-
Daniel Wolozny, Deniz Baycin Hizal, Hui Zhang, Elena F. Jacobson, Michael J. Betenbaugh, Yuan Tian, Sharon S. Krag, and Joseph Colao
- Subjects
Protein glycosylation ,Glycan ,Glycosylation ,Database ,biology ,Glycobiology ,Clinical Biochemistry ,Review ,General Medicine ,Proteomics ,computer.software_genre ,carbohydrates (lipids) ,chemistry.chemical_compound ,Aberrant glycosylation ,chemistry ,biology.protein ,Molecular Medicine ,Identification (biology) ,Molecular Biology ,computer - Abstract
Protein glycosylation serves critical roles in the cellular and biological processes of many organisms. Aberrant glycosylation has been associated with many illnesses such as hereditary and chronic diseases like cancer, cardiovascular diseases, neurological disorders, and immunological disorders. Emerging mass spectrometry (MS) technologies that enable the high-throughput identification of glycoproteins and glycans have accelerated the analysis and made possible the creation of dynamic and expanding databases. Although glycosylation-related databases have been established by many laboratories and institutions, they are not yet widely known in the community. Our study reviews 15 different publicly available databases and identifies their key elements so that users can identify the most applicable platform for their analytical needs. These databases include biological information on the experimentally identified glycans and glycopeptides from various cells and organisms such as human, rat, mouse, fly and zebrafish. The features of these databases - 7 for glycoproteomic data, 6 for glycomic data, and 2 for glycan binding proteins are summarized including the enrichment techniques that are used for glycoproteome and glycan identification. Furthermore databases such as Unipep, GlycoFly, GlycoFish recently established by our group are introduced. The unique features of each database, such as the analytical methods used and bioinformatical tools available are summarized. This information will be a valuable resource for the glycobiology community as it presents the analytical methods and glycosylation related databases together in one compendium. It will also represent a step towards the desired long term goal of integrating the different databases of glycosylation in order to characterize and categorize glycoproteins and glycans better for biomedical research.
- Published
- 2014
29. Towards Integrative Glycoinformatics for Glycan Based Biomarker Cancer Research and Discovery
- Author
-
Deniz Baycin Hizal, Michael J. Betenbaugh, René Ranzinger, and Sandra V. Bennun
- Subjects
Glycan ,Glycosylation ,biology ,Emerging technologies ,Glycobiology ,Systems biology ,Cancer ,Computational biology ,medicine.disease ,Bioinformatics ,Glycoproteomics ,carbohydrates (lipids) ,chemistry.chemical_compound ,chemistry ,biology.protein ,medicine ,Glycoinformatics ,lipids (amino acids, peptides, and proteins) - Abstract
Despite some recent successes in deciphering new cancer molecular makers, there is still a clear and continual need to develop new technologies that help characterizing existing biomarkers or facilitate discovery of new biomarkers. An important systems biology opportunity on this respect is provided by understanding the glycosylation changes associated with cancer. Indeed, interest in cancer glycosylation has expanded over the past decade and large amount of data relevant to cancer glycosylation has been accumulating rapidly. Furthermore, new and improved sophisticated glycoinformatics tools, methods and databases for glycan analysis now offer the opportunity to investigate this data for understanding the role that glycans play in cancer glycosylation. Here we summarize developments of glycoinformatics tools to support analysis of cancer glycosylation and experimental glycoproteomics approaches. In addition, we discuss challenges faced by glycoinformatics for the integration and interrogation of disparate high-throughput glycan data sets in order to assimilate technologies and better address cancer glycosylation. We also provide examples of integrative glycoinformatics approaches that lead to a better understanding of cancer glycosylation as a complex cellular process.
- Published
- 2013
30. Measurement of sialic acid content on recombinant membrane proteins
- Author
-
Daniel Wolozny, Karen Palter, Noboru Tomiya, Ilhan Akan, Michael J. Betenbaugh, Sunny Mai, and Deniz Baycin-Hizal
- Subjects
Glycan ,biology ,Cell adhesion molecule ,lcsh:R ,lcsh:Medicine ,General Medicine ,Bioinformatics ,medicine.disease ,General Biochemistry, Genetics and Molecular Biology ,Potassium channel ,Sialic acid ,Cell biology ,chemistry.chemical_compound ,chemistry ,Membrane protein ,Channelopathy ,Meeting Abstract ,biology.protein ,medicine ,lcsh:Q ,lcsh:Science ,Receptor ,Ion channel - Abstract
BackgroundMembrane proteins such as cell adhesion molecules,receptors, transporters and ion channel proteins all haveessential roles in cell-growth, migration, and flow ofinformation, cell-cell and cell-protein communication.Membrane proteins are targets of biopharmaceuticalcompanies because they have diverse effects on the pro-gression of many diseases[1]. Ion channels are mem-brane proteins that play critical roles in a number ofcell functions including communication and neuromus-cular activity. Treatment of channelopathy diseases suchas cancer, cardiac arrhythmia, ataxia, paralysis, epilepsy,memory and learning loss, requires a broad understand-ing of ion channel function.Sialic acid is a criticalcharged glycan that affects the action potential of potas-sium channels which leads to changes in the neuronalsystem of organisms. In order to understand the effectof the sialylation on channel function, the presence ofthe sialic acid on the protein of interest should be stu-died. In this study, a novel method for the quantificationof sialic acid is described for a potassium channel mem-brane protein.Materials and methods
- Published
- 2011
31. Increased expression of the integral membrane proteins EGFR and FGFR3 in anti-apoptotic Chinese hamster ovary cell lines
- Author
-
Linda Kristoffersen, Deniz Baycin-Hizal, Kalina Hristova, Michael J. Betenbaugh, Szu-Han Huang, Erika Ohsfeldt, Edwin Li, and Thuy My T. Le
- Subjects
Blotting, Western ,Biomedical Engineering ,bcl-X Protein ,Bioengineering ,Apoptosis ,CHO Cells ,Biology ,Applied Microbiology and Biotechnology ,Receptor tyrosine kinase ,Cell Line ,Cricetulus ,Growth factor receptor ,Cell surface receptor ,Cricetinae ,Drug Discovery ,Animals ,Receptor, Fibroblast Growth Factor, Type 3 ,Integral membrane protein ,Process Chemistry and Technology ,Chinese hamster ovary cell ,General Medicine ,Flow Cytometry ,Molecular biology ,Cell biology ,Up-Regulation ,ErbB Receptors ,Membrane protein ,Cell culture ,biology.protein ,Molecular Medicine ,Tyrosine kinase ,Biotechnology - Abstract
Membrane proteins such as receptor tyrosine kinases (RTKs) have a vital role in many cellular functions, making them potential targets for therapeutic research. In this study, we investigated the coexpression of the anti-apoptosis gene Bcl-x(L) with model membrane proteins as a means of increasing membrane protein expression in mammalian cells. Chinese hamster ovary (CHO) cells expressing heterologous Bcl-x(L) and wild-type CHO cells were transfected with either epidermal growth factor receptor or fibroblast growth factor receptor 3. The CHO-Bcl-x(L) cell lines showed increased expression of both RTK proteins as compared with the wild-type CHO cell lines in transient expression analysis, as detected by Western blot and flow cytometry after 15 days of antibiotic selection in stable expression pools. Increased expression was also seen in clonal isolates from the CHO-Bcl-x(L) cell lines, whereas the clonal cell line expression was minimal in wild-type CHO cell lines. Our results demonstrate that application of the anti-apoptosis gene Bcl-x(L) can increase expression of RTK proteins in CHO cells. This approach may be applied to improve stable expression of other membrane proteins in the future using mammalian cell lines with Bcl-x(L) or perhaps other anti-apoptotic genes.
- Published
- 2011
32. Integrative ‘-omic’ approach to explore molecular mechanism of miRNA engineered Chinese hamster ovary cell
- Author
-
Matthias Hackl, Deniz Baycin-Hizal, Gerald Klanert, Nicole Borth, Michael J. Betenbaugh, Vaibhav Jadhav, and Johannes Grillari
- Subjects
Chinese hamster ovary cell ,microRNA ,Molecular mechanism ,Bioengineering ,General Medicine ,Biology ,Molecular Biology ,Biotechnology ,Cell biology - Published
- 2014
33. GlycoFly: A Database of Drosophila N-linked Glycoproteins Identified Using SPEG–MS Techniques.
- Author
-
Deniz Baycin-Hizal, Yuan Tian, Ilhan Akan, Elena Jacobson, Dean Clark, Jeffrey Chu, Karen Palter, Hui Zhang, and Michael J. Betenbaugh
- Published
- 2011
- Full Text
- View/download PDF
Catalog
Discovery Service for Jio Institute Digital Library
For full access to our library's resources, please sign in.