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1.
Anal Biochem ; 693: 115585, 2024 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-38851475

RESUMO

Over the past few years, the implementation of mass spectrometry (MS) in QC laboratories has become a more common occurrence. The multi-attribute method (MAM), and emerging intact multi-attribute method (iMAM), are powerful analytical tools utilising liquid chromatography-mass spectrometry (LC-MS) methods that enable the monitoring of critical quality attributes (CQAs) in biotherapeutic proteins in compliant settings. Both MAM and iMAM are intended to replace or supplement several conventional assays with a single LC-MS method utilising MS data in combination with robust, semi-automated data processing workflows. MAM and iMAM workflows can also be implemented into current Good Manufacturing Practices environments due to the availability of CFR 11 compliant chromatography data system software. In this study, MAM and iMAM are employed for the analysis of 4 batches of a glucagon-like peptide-Fc fusion protein. MAM approach involved a first the discovery phase for the identification of CQAs and second, the target monitoring phase of the selected CQAs in other samples. New peak detection was performed on the data set to determine the appearance, absence or change of any peak. For native iMAM workflow both size exclusion and strong cation exchange chromatography were optimized for the identification and monitoring of CQAs at the intact level.


Assuntos
Proteínas Recombinantes de Fusão , Proteínas Recombinantes de Fusão/análise , Proteínas Recombinantes de Fusão/química , Proteínas Recombinantes de Fusão/genética , Cromatografia Líquida/métodos , Espectrometria de Massas/métodos , Fluxo de Trabalho , Fragmentos Fc das Imunoglobulinas/química , Fragmentos Fc das Imunoglobulinas/análise , Glucagon/análise , Glucagon/química , Humanos , Espectrometria de Massas em Tandem/métodos , Espectrometria de Massa com Cromatografia Líquida
2.
Anal Bioanal Chem ; 416(4): 1069-1084, 2024 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-38102410

RESUMO

Adeno-associated viruses (AAVs) are viral vectors used as delivery systems for gene therapies. Intact protein characterization of AAV viral capsid proteins (VPs) and their post-translational modifications is critical to ensuring product quality. In this study, microchip-based ZipChip capillary electrophoresis-mass spectrometry (CE-MS) was applied for the rapid characterization of AAV intact VPs, specifically full and empty viral capsids of serotypes AAV6, AAV8 and AAV9, which was accomplished using 5 min of analysis time. Low levels of dimethyl sulfoxide (4%) in the background electrolyte (BGE) improved MS signal quality and component detection. A sensitivity evaluation revealed consistent detection of VP proteoforms when as little as 2.64 × 106 viral particles (≈26.4 picograms) were injected. Besides the traditional VP proteoforms used for serotype identification, multiple VP3 variants were detected, including truncated VP3 variants most likely generated by leaky scanning as well as unacetylated and un-cleaved VP3 proteoforms. Phosphorylation, known to impact AAV transduction efficiency, was also seen in all serotypes analysed. Additionally, low abundant fragments originating from either N- or C-terminus truncation were detected. As the aforementioned VP components can impact product quality and efficacy, the ZipChip's ability to rapidly characterize them illustrates its strength in monitoring product quality during AAV production.


Assuntos
Proteínas do Capsídeo , Dependovirus , Dependovirus/genética , Dependovirus/metabolismo , Proteínas do Capsídeo/genética , Proteínas do Capsídeo/análise , Proteínas do Capsídeo/metabolismo , Processamento de Proteína Pós-Traducional , Espectrometria de Massas , Eletroforese Capilar , Vetores Genéticos
3.
Int J Mol Sci ; 25(5)2024 Feb 28.
Artigo em Inglês | MEDLINE | ID: mdl-38474031

RESUMO

Gene therapy holds great promise for the treatment of severe diseases, and adeno-associated virus (AAV) vectors have emerged as valuable tools in this field. However, challenges such as immunogenicity and high production costs complicate the commercial viability of AAV-based therapies. To overcome these barriers, improvements in production yield, driven through the availability of robust and sensitive characterization techniques that allow for the monitoring of critical quality attributes to deepen product and process understanding are crucial. Among the main attributes affecting viral production and performance, the ratio between empty and full capsids along with capsid protein stoichiometry are emerging as potential parameters affecting product quality and safety. This study focused on the production of AAV vectors using the baculovirus expression vector system (BEVS) in Sf9 cells and the complete characterization of AAV5 variants using novel liquid chromatography and mass spectrometry techniques (LC-MS) that, up to this point, had only been applied to reference commercially produced virions. When comparing virions produced using ATG, CTG or ACG start codons of the cap gene, we determined that although ACG was the most productive in terms of virus yield, it was also the least effective in transducing mammalian cells. This correlated with a low VP1/VP2 ratio and a higher percentage of empty capsids. Overall, this study provides insights into the impact of translational start codon modifications during rAAV5 production using the BEVS, the associated relationship with capsid packaging, capsid protein stoichiometry and potency. The developed characterization workflow using LC-MS offers a comprehensive and transferable analysis of AAV-based gene therapies, with the potential to aid in process optimization and facilitate the large-scale commercial manufacturing of these promising treatments.


Assuntos
Proteínas do Capsídeo , Dependovirus , Animais , Proteínas do Capsídeo/genética , Dependovirus/genética , Cromatografia Líquida , Espectrometria de Massa com Cromatografia Líquida , Fluxo de Trabalho , Vetores Genéticos , Espectrometria de Massas em Tandem , Baculoviridae/genética , Mamíferos/metabolismo
4.
J Proteome Res ; 2023 Dec 20.
Artigo em Inglês | MEDLINE | ID: mdl-38123456

RESUMO

Adeno-associated viruses (AAVs) are commonly used as vectors for the delivery of gene therapy targets. Characterization of AAV capsid proteins (VPs) and their post-translational modifications (PTMs) have become a critical attribute monitored to evaluate product quality. Liquid chromatography-mass spectrometry (LC-MS) analysis of intact AAV VPs provides both quick and reliable serotype identification as well as proteoform information on each VP. Incorporating these analytical strategies into rapid good manufacturing practice (GMP)-compliant workflows containing robust, but simplified, data processing methods is necessary to ensure effective product quality control (QC) during production. Here, we present a GMP-compliant LC-MS workflow for the rapid identification and in-depth characterization of AAVs. Hydrophilic interaction liquid chromatography (HILIC) MS with difluoroacetic acid as a mobile phase modifier is utilized to achieve the intact separation and identification of AAV VPs and their potential proteoforms. Peptide mapping is performed to confirm PTMs identified during intact VP analysis and for in-depth PTM characterization. The intact separations platform is then incorporated into a data processing workflow developed using GMP-compliant software capable of rapid AAV serotype identification and, if desired, specific serotype PTM monitoring and characterization. Such a platform provides product QC capabilities that are easily accessible in a regulatory setting.

5.
Anal Chem ; 95(40): 15118-15124, 2023 10 10.
Artigo em Inglês | MEDLINE | ID: mdl-37772750

RESUMO

Charge-detection mass spectrometry (CDMS) enables direct measurement of the charge of an ion alongside its mass-to-charge ratio. CDMS offers unique capabilities for the analysis of samples where isotopic resolution or the separation of charge states cannot be achieved, i.e., heterogeneous macromolecules or highly complex mixtures. CDMS is usually performed using static nano-electrospray ionization-based direct infusion with acquisition times in the range of several tens of minutes to hours. Whether CDMS analysis is also attainable on shorter time scales, e.g., comparable to chromatographic peak widths, has not yet been extensively investigated. In this contribution, we probed the compatibility of CDMS with online liquid chromatography interfacing. Size exclusion chromatography was coupled to CDMS for separation and mass determination of a mixture of transferrin and ß-galactosidase. Molecular masses obtained were compared to results from mass spectrometry based on ion ensembles. A relationship between the number of CDMS spectra acquired and the achievable mass accuracy was established. Both proteins were found to be confidently identified using CDMS spectra obtained from a single chromatographic run when peak widths in the range of 1.4-2.5 min, translating to 140-180 spectra per protein were achieved. After demonstration of the proof of concept, the approach was tested for the characterization of the highly complex glycoprotein α-1-acid glycoprotein and the Fc-fusion protein etanercept. With chromatographic peak widths of approximately 3 min, translating to ∼200 spectra, both proteins were successfully identified, demonstrating applicability for samples of high inherent molecular complexity.


Assuntos
Espectrometria de Massas por Ionização por Electrospray , Transferrina , Espectrometria de Massas por Ionização por Electrospray/métodos , Cromatografia Líquida , Cromatografia em Gel , Orosomucoide
6.
Anal Chem ; 95(49): 18130-18138, 2023 12 12.
Artigo em Inglês | MEDLINE | ID: mdl-38015205

RESUMO

Real-time monitoring of biopharmaceutical reactors is becoming increasingly important as the processes become more complex. During the continuous manufacturing of monoclonal antibodies (mAbs), the desired mAb product is continually created and collected over a 30 day process, where there can be changes in quality over that time. Liquid chromatography (LC) is the workhorse instrumentation capable of measuring mAb concentration as well as quality attributes such as aggregation, charge variants, oxidation, etc. However, traditional offline sampling is too infrequent to fully characterize bioprocesses, and the typical time from sample generation to data analysis and reporting can take weeks. To circumvent these limitations, an automated online sampling multidimensional workflow was developed to enable streamlined measurements of mAb concentration, aggregation, and charge variants. This analytical framework also facilitates automated data export for real-time analysis of up to six bioreactors, including feedback-controlling capability using readily available LC technology. This workflow increases the data points per bioreactor, improving the understanding of each experiment while also reducing the data turnaround time from weeks to hours. Examples of effective real-time analyses of mAb critical quality attributes are illustrated, showing substantial throughput improvements and accurate results while minimizing labor and manual intervention.


Assuntos
Produtos Biológicos , Reatores Biológicos , Retroalimentação , Anticorpos Monoclonais/química , Cromatografia Líquida
7.
Anal Chem ; 93(40): 13505-13512, 2021 10 12.
Artigo em Inglês | MEDLINE | ID: mdl-34585915

RESUMO

Monoclonal antibodies (mAbs) and related products undergo a wide range of modifications, many of which can often be directly associated to culture conditions during upstream processing. Ideally, such conditions should be monitored and fine-tuned based on real-time or close to real-time information obtained by the assessment of the product quality attribute (PQA) profile of the biopharmaceutical produced, which is the fundamental idea of process analytical technology. Therefore, methods that are simple, quick and robust, but sufficiently powerful, to allow for the generation of a comprehensive picture of the PQA profile of the protein of interest are required. A major obstacle for the analysis of proteins directly from cultures is the presence of impurities such as cell debris, host cell DNA, proteins and small-molecule compounds, which usually requires a series of capture and polishing steps using affinity and ion-exchange chromatography before characterization can be attempted. In the current study, we demonstrate direct coupling of protein A affinity chromatography with native mass spectrometry (ProA-MS) for development of a robust method that can be used to generate information on the PQA profile of mAbs and related products in as little as 5 min. The developed method was applied to several samples ranging in complexity and stability, such as simple and more complex monoclonal antibodies, as well as cysteine-conjugated antibody-drug conjugate mimics. Moreover, the method demonstrated suitability for the analysis of protein amounts of <1 µg, which suggests applicability during early-stage development activities.


Assuntos
Imunoconjugados , Proteína Estafilocócica A , Anticorpos Monoclonais , Cromatografia por Troca Iônica , Imunoconjugados/análise , Espectrometria de Massas
8.
Anal Chem ; 93(38): 12817-12821, 2021 09 28.
Artigo em Inglês | MEDLINE | ID: mdl-34519199

RESUMO

Adeno-associated virus (AAV)-based gene therapy is a rapidly developing field, requiring analytical methods for detailed product characterization. One important quality attribute of AAV products that requires monitoring is the amount of residual empty capsids following downstream processing. Traditionally, empty and full particles are quantified via analytical ultracentrifugation as well as anion exchange chromatography using ultraviolet or fluorescence detection. Here, we present a native mass spectrometry-based approach to assess the ratio of empty to full AAV-capsids without the need for excessive sample preparation. We report the rapid determination of the relative amount of empty capsids in AAV5 and AAV8 samples. The results correlate well with more conventional analysis strategies, demonstrating the potential of native mass spectrometry for the characterization of viral particles.


Assuntos
Capsídeo , Dependovirus , Dependovirus/genética , Terapia Genética , Vetores Genéticos/genética , Espectrometria de Massas
9.
Biotechnol Bioeng ; 118(5): 2016-2030, 2021 05.
Artigo em Inglês | MEDLINE | ID: mdl-33586781

RESUMO

A variety of mechanisms including transcriptional silencing, gene copy loss, and increased susceptibility to cellular stress have been associated with a sudden or gradual loss of monoclonal antibody (mAb) production in Chinese hamster ovary (CHO) cell lines. In this study, we utilized single-cell RNA-seq (scRNA-seq) to study a clonally derived CHO cell line that underwent production instability leading to a dramatic reduction of the levels of mAb produced. From the scRNA-seq data, we identified subclusters associated with variations in the mAb transgenes and observed that heavy chain gene expression was significantly lower than that of the light chain across the population. Using trajectory inference, the evolution of the cell line was reconstructed and was found to correlate with a reduction in heavy and light chain gene expression. Genes encoding for proteins involved in the response to oxidative stress and apoptosis were found to increase in expression as cells progressed along the trajectory. Future studies of CHO cell lines using this technology have the potential to dramatically enhance our understanding of the characteristics underpinning efficient manufacturing performance as well as product quality.


Assuntos
Perfilação da Expressão Gênica/métodos , Análise de Célula Única/métodos , Transcriptoma/genética , Animais , Anticorpos Monoclonais/análise , Anticorpos Monoclonais/genética , Anticorpos Monoclonais/metabolismo , Células CHO , Cricetinae , Cricetulus , Sequenciamento de Nucleotídeos em Larga Escala , Transgenes/genética
10.
Analyst ; 146(21): 6547-6555, 2021 Oct 25.
Artigo em Inglês | MEDLINE | ID: mdl-34585175

RESUMO

Disulfide bond reduction within antibody mass spectrometry workflows is typically carried out using chemical reducing agents to produce antibody subunits for middle-down and middle-up analysis. In this contribution we offer an online electrochemical reduction method for the reduction of antibodies coupled with liquid chromatography (LC) and mass spectrometry (MS), reducing the disulfide bonds present in the antibody without the need for chemical reducing agents. An electrochemical cell placed before the analytical column and mass spectrometer facilitated complete reduction of NISTmAb inter- and intrachain disulfide bonds. Reduction and analysis were carried out under optimal solvent conditions using a trapping column and switching valve to facilitate solvent exchange during analysis. The level of reduction was shown to be affected by electrochemical potential, temperature and solvent organic content, but with optimization, complete disulfide bond cleavage was achieved. The use of an inline electrochemical cell offers a simple, rapid, workflow solution for liquid chromatography mass spectrometry analysis of antibody subunits.


Assuntos
Dissulfetos , Técnicas Eletroquímicas , Cromatografia Líquida , Espectrometria de Massas , Fluxo de Trabalho
11.
Int J Mol Sci ; 22(21)2021 Oct 25.
Artigo em Inglês | MEDLINE | ID: mdl-34768929

RESUMO

Adeno-associated viral (AAV) vectors are widely used for gene therapy, providing treatment for diseases caused by absent or defective genes. Despite the success of gene therapy, AAV manufacturing is still challenging, with production yields being limited. With increased patient demand, improvements in host cell productivity through various engineering strategies will be necessary. Here, we study the host cell proteome of AAV5-producing HEK293 cells using reversed phase nano-liquid chromatography and tandem mass spectrometry (RPLC-MS/MS). Relative label-free quantitation (LFQ) was performed, allowing a comparison of transfected vs. untransfected cells. Gene ontology enrichment and pathway analysis revealed differential expression of proteins involved in fundamental cellular processes such as metabolism, proliferation, and cell death. Furthermore, changes in expression of proteins involved in endocytosis and lysosomal degradation were observed. Our data provides highly valuable insights into cellular mechanisms involved during recombinant AAV production by HEK293 cells, thus potentially enabling further improvements of gene therapy product manufacturing.


Assuntos
Dependovirus/genética , Regulação da Expressão Gênica/genética , Proteoma/genética , Proteínas Recombinantes/biossíntese , Linhagem Celular , Cromatografia de Fase Reversa , Endocitose/genética , Endocitose/fisiologia , Expressão Gênica/genética , Ontologia Genética , Terapia Genética/métodos , Vetores Genéticos/genética , Células HEK293 , Humanos , Lisossomos/metabolismo , Proteólise , Proteínas Recombinantes/genética , Transdução de Sinais/genética , Espectrometria de Massas em Tandem , Transfecção/métodos
12.
Anal Chem ; 92(7): 5431-5438, 2020 04 07.
Artigo em Inglês | MEDLINE | ID: mdl-32105056

RESUMO

Charge sensitive separation methods such as ion exchange chromatography (CEX) and capillary electrophoresis (CE) have recently been coupled to mass spectrometry to facilitate high resolution profiling of proteoforms present within the charge variant profile of complex biopharmaceuticals. Here we apply pH gradient cation exchange chromatography and microfluidic capillary electrophoresis using the ZipChip platform for comparative characterization of the monoclonal antibody Cetuximab. Cetuximab harbors four glycans per molecule, two on each heavy chain, of which the Fab glycans have been reported to be complex and multiply sialylated. The presence of these extra glycosylation sites in the variable region of the molecule causes significant charge variant and glycan heterogeneity, which makes comprehensive analysis on the intact protein level challenging. Both pH gradient CEX-MS and CE-MS were found to be powerful for the separation of Cetuximab charge variants with eight major peaks being baseline resolved using both separation platforms. Informative native-like mass spectra were collected for each charge variant peak using both platforms that facilitated deconvolution and further analysis. The total proteoform coverage was exceptionally high with >100 isoforms identified and relatively quantified with CEX-MS, in case of CE-MS the proteoform coverage was >200. A deep insight into the heterogeneity of Cetuximab was unveiled, the high level of sensitivity achievable enables the implementation of the presented technologies even at early stages of the biopharmaceutical development platform, such as in developability assessment, process development and also for monitoring process consistency.


Assuntos
Cetuximab/imunologia , Cromatografia por Troca Iônica , Eletroforese Capilar , Espectrometria de Massas , Proteínas/análise , Dispositivos Lab-On-A-Chip , Proteínas/imunologia
13.
Biotechnol Bioeng ; 117(8): 2489-2503, 2020 08.
Artigo em Inglês | MEDLINE | ID: mdl-32346860

RESUMO

RNA sequencing (RNASeq) has been widely used to associate alterations in Chinese hamster ovary (CHO) cell gene expression with bioprocess phenotypes; however, alternative messenger RNA (mRNA) splicing, has thus far, received little attention. In this study, we utilized RNASeq for transcriptomic analysis of a monoclonal antibody (mAb) producing CHO K1 cell line subjected to a temperature shift. More than 2,465 instances of differential splicing were observed 24 hr after the reduction of cell culture temperature. A total of 1,197 of these alternative splicing events were identified in genes where no changes in abundance were detected by standard differential expression analysis. Ten examples of alternative splicing were selected for independent validation using quantitative polymerase chain reaction in the mAb-producing CHO K1 cell line used for RNASeq and a further two CHO K1 cell lines. This analysis provided evidence that exon skipping and mutually exclusive splicing events occur in genes linked to the cellular response to changes in temperature and mitochondrial function. While further work is required to determine the impact of these changes in mRNA sequence on cellular phenotype, this study demonstrates that alternative splicing analysis can be utilized to gain a deeper understanding of post-transcriptional regulation in CHO cells during biopharmaceutical production.


Assuntos
Processamento Alternativo , RNA Mensageiro , Transcriptoma , Processamento Alternativo/genética , Processamento Alternativo/fisiologia , Animais , Anticorpos Monoclonais/genética , Anticorpos Monoclonais/metabolismo , Células CHO , Temperatura Baixa , Cricetinae , Cricetulus , Perfilação da Expressão Gênica , RNA Mensageiro/química , RNA Mensageiro/genética , RNA Mensageiro/metabolismo , Análise de Sequência de RNA , Transcriptoma/genética , Transcriptoma/fisiologia
14.
Anal Bioanal Chem ; 412(25): 6833-6848, 2020 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-32710279

RESUMO

Peptide mapping analysis is a regulatory expectation to verify the primary structure of a recombinant product sequence and to monitor post-translational modifications (PTMs). Although proteolytic digestion has been used for decades, it remains a labour-intensive procedure that can be challenging to accurately reproduce. Here, we describe a fast and reproducible protocol for protease digestion that is automated using immobilised trypsin on magnetic beads, which has been incorporated into an optimised peptide mapping workflow to show method transferability across laboratories. The complete workflow has the potential for use within a multi-attribute method (MAM) approach in drug development, production and QC laboratories. The sample preparation workflow is simple, ideally suited to inexperienced operators and has been extensively studied to show global applicability and robustness for mAbs by performing sample digestion and LC-MS analysis at four independent sites in Europe. LC-MS/MS along with database searching was used to characterise the protein and determine relevant product quality attributes (PQAs) for further testing. A list of relevant critical quality attributes (CQAs) was then established by creating a peptide workbook containing the specific mass-to-charge (m/z) ratios of the modified and unmodified peptides of the selected CQAs, to be monitored in a subsequent test using LC-MS analysis. Data is provided that shows robust digestion efficiency and low levels of protocol induced PTMs. Graphical abstract.


Assuntos
Anticorpos Monoclonais/química , Mapeamento de Peptídeos/métodos , Tripsina/química , Anticorpos Monoclonais/imunologia , Automação , Cromatografia Líquida/métodos , Espectrometria de Massas em Tandem/métodos
15.
J Proteome Res ; 18(10): 3689-3702, 2019 10 04.
Artigo em Inglês | MEDLINE | ID: mdl-31478673

RESUMO

Posttranslational modifications of proteins play fundamental roles in protein function in health and disease. More than 600 different types of posttranslational modifications are known, many of them being of extremely low abundance, causing subtle changes in physicochemical properties and posing an extreme challenge to analytical methods required for their characterization. Here, we report the development of a novel pH gradient-based anion-exchange chromatography method, which can be directly interfaced to Orbitrap-based mass spectrometry for the comprehensive characterization of proteoforms at the intact protein level under native conditions. The analysis of four different proteins demonstrates outstanding chromatographic selectivity, while the mass spectra obtained are of excellent quality enabling the identification of proteoforms, including near isobaric variants, spanning 4 orders of magnitude in abundance. An in-depth analysis of ovalbumin from chicken egg white yields the identification and relative quantification of more than 150 different proteoforms, including fragmented and dimeric forms. More than 20 different ovalbumin charge variants together with their glycoform distributions are identified and quantified, many of which have not been reported previously.


Assuntos
Ovalbumina/análise , Proteínas/análise , Proteômica/métodos , Animais , Ânions , Galinhas , Cromatografia por Troca Iônica , Humanos , Concentração de Íons de Hidrogênio , Espectrometria de Massas , Processamento de Proteína Pós-Traducional
16.
Glycobiology ; 29(10): 726-734, 2019 09 20.
Artigo em Inglês | MEDLINE | ID: mdl-31245822

RESUMO

Reliable biomarkers for oral cancer (OC) remain scarce, and routine tests for the detection of precancerous lesions are not routine in the clinical setting. This study addresses a current unmet need for more sensitive and quantitative tools for the management of OC. Whole saliva was used to identify and characterize the nature of glycans present in saliva and determine their potential as OC biomarkers. Proteins obtained from whole saliva were subjected to PNGase F enzymatic digestion. The resulting N-glycans were analyzed with weak anion exchange chromatography, exoglycosidase digestions coupled to ultra-high performance liquid chromatography and/or mass spectrometry. To determine N-glycan changes, 23 individuals with or without cancerous oral lesions were analyzed using Hydrophilic interaction ultra performance liquid chromatography (HILIC-UPLC), and peak-based area relative quantitation was performed. An abundant and complex salivary N-glycomic profile was identified. The main structures present in saliva were neutral oligosaccharides consisting of high mannose, hybrid and complex structures, followed by smaller fractions of mono and di-sialylated structures. To determine if differential N-glycosylation patterns distinguish between OC and control groups, Mann-Whitney testing and principle component analysis (PCA) were used. Eleven peaks were shown to be statistically significant (P ≤ 0.05), while PCA analysis showed segregation of the two groups based on their glycan profile. N-glycosylation changes are active in the oral carcinogenic process and may serve as biomarkers for early detection to reduce morbidity and mortality. Identifying which N-glycans contribute most in the carcinogenic process may lead to their use in the detection, prognosis and treatment of OC.


Assuntos
Biomarcadores Tumorais/metabolismo , Neoplasias Bucais/metabolismo , Oligossacarídeos/isolamento & purificação , Polissacarídeos/metabolismo , Adulto , Idoso , Idoso de 80 Anos ou mais , Biomarcadores Tumorais/química , Biomarcadores Tumorais/isolamento & purificação , Cromatografia Líquida de Alta Pressão , Detecção Precoce de Câncer , Feminino , Glicosídeo Hidrolases/química , Glicosilação , Humanos , Masculino , Manose/química , Manose/isolamento & purificação , Espectrometria de Massas , Pessoa de Meia-Idade , Neoplasias Bucais/diagnóstico , Neoplasias Bucais/genética , Oligossacarídeos/química , Oligossacarídeos/metabolismo , Peptídeo-N4-(N-acetil-beta-glucosaminil) Asparagina Amidase/química , Polissacarídeos/isolamento & purificação , Análise de Componente Principal , Saliva/química , Saliva/metabolismo
17.
Molecules ; 24(12)2019 Jun 13.
Artigo em Inglês | MEDLINE | ID: mdl-31200590

RESUMO

In this study, we present the application of a novel capillary electrophoresis (CE) method in combination with label-free quantitation and support vector machine-based feature selection (support vector machine-estimated recursive feature elimination or SVM-RFE) to identify potential glycan alterations in Parkinson's disease. Specific focus was placed on the use of neutral coated capillaries, by a dynamic capillary coating strategy, to ensure stable and repeatable separations without the need of non-mass spectrometry (MS) friendly additives within the separation electrolyte. The developed online dynamic coating strategy was applied to identify serum N-glycosylation by CE-MS/MS in combination with exoglycosidase sequencing. The annotated structures were quantified in 15 controls and 15 Parkinson's disease patients by label-free quantitation. Lower sialylation and increased fucosylation were found in Parkinson's disease patients on tri-antennary glycans with 2 and 3 terminal sialic acids. The set of potential glycan alterations was narrowed by a recursive feature elimination algorithm resulting in the efficient classification of male patients.


Assuntos
Doença de Parkinson/metabolismo , Máquina de Vetores de Suporte , Algoritmos , Eletroforese Capilar , Glicosilação , Humanos , Espectrometria de Massas em Tandem
18.
Anal Chem ; 90(7): 4669-4676, 2018 04 03.
Artigo em Inglês | MEDLINE | ID: mdl-29494133

RESUMO

Charge variant analysis (CVA) of monoclonal antibodies (mAbs) using cation exchange chromatography is routinely used as a fingerprint of the distribution of posttranslational modifications present on the molecule. Traditional salt or pH based eluents are not suited for direct coupling to mass spectrometry due to nonvolatility or high ionic strength. This makes further analysis complicated when an alteration in the charge variant profile or the emergence of an additional peak is encountered. Here, the use of pH gradient elution using volatile, low ionic strength buffers is reported with direct coupling to high-resolution Orbitrap mass spectrometry. The development of a universal method based on pH elution was explored using a number of mAb drug products. Optimized methods facilitated the separation and identification of charge variants including individual glycoforms of the mAbs investigated using the same buffer system but with tailored gradient slopes. The developed method represents an exciting advance for the characterization of biopharmaceuticals as intact entities through the combination of native charge variant separations with high-resolution native mass spectrometry.

19.
Anal Chem ; 90(15): 9006-9015, 2018 08 07.
Artigo em Inglês | MEDLINE | ID: mdl-29943976

RESUMO

Single-use technologies (SUTs) are widely used during biopharmaceutical manufacture as disposable bioreactors or media and buffer storage bags. Despite their advantages, the risk of release of extractable and leachable (E&Ls) substances is considered an important drawback in adopting disposables in the biomanufacturing process. E&Ls may detrimentally affect cell viability or productivity or may persist during purification and present a risk to the patient if remaining in the final drug product. In this study, 34 plastic films from single-use bags (SUBs) for cell cultivation were extracted with selected solvents that represent reasonable worst-case conditions for most typical biomanufacturing applications. SUBs were incubated at small-scale under accelerated-aging conditions that represented standard operational conditions of use. Leachables analysis was performed following dispersive liquid-liquid microextraction (DLLME) for analyte preconcentration and removal of matrix interference. Resulting extracts were characterized by GC-headspace for volatiles, high resolution GC-Orbitrap-MS/MS for semivolatiles, high resolution LC-Orbitrap-MS/MS for nonvolatiles, and ICP-MS for trace elemental analysis. Multivariate statistical analysis of the analytical data revealed significant correlations between the type and concentration of compounds and bags features including brand, manufacturing date and polymer type. The analytical data demonstrates that, over recent years, the nature of E&Ls has been altered due to the implementation of manufacturing changes and new types of polymers and may change further with the future advent of regulations that will limit or ban the use of certain raw materials and additives. The broad E&L database generated herein facilitates toxicological assessments from a biomanufacturing standpoint and provides practical guidelines for confident determination of E&Ls to enable screening and elimination of nonsatisfactory films for single use bioprocessing.


Assuntos
Contaminação de Medicamentos , Embalagem de Medicamentos/métodos , Espectrometria de Massas/métodos , Plásticos/análise , Solventes/análise , Compostos Orgânicos Voláteis/análise , Produtos Biológicos/química , Cromatografia Líquida/instrumentação , Cromatografia Líquida/métodos , Contaminação de Medicamentos/prevenção & controle , Embalagem de Medicamentos/instrumentação , Desenho de Equipamento , Cromatografia Gasosa-Espectrometria de Massas/instrumentação , Cromatografia Gasosa-Espectrometria de Massas/métodos , Humanos , Microextração em Fase Líquida/instrumentação , Microextração em Fase Líquida/métodos , Espectrometria de Massas/instrumentação , Espectrometria de Massas em Tandem/instrumentação , Espectrometria de Massas em Tandem/métodos
20.
Biotechnol Bioeng ; 115(6): 1509-1520, 2018 06.
Artigo em Inglês | MEDLINE | ID: mdl-29427454

RESUMO

Cell viability has a critical impact on product quantity and quality during the biomanufacturing of therapeutic proteins. An advanced understanding of changes in the cellular and conditioned media proteomes upon cell stress and death is therefore needed for improved bioprocess control. Here, a high pH/low pH reversed phase data independent 2D-LC-MSE discovery proteomics platform was applied to study the cellular and conditioned media proteomes of CHO-K1 apoptosis and necrosis models where cell death was induced by staurosporine exposure or aeration shear in a benchtop bioreactor, respectively. Functional classification of gene ontology terms related to molecular functions, biological processes, and cellular components revealed both cell death independent and specific features. In addition, label free quantitation using the Hi3 approach resulted in a comprehensive shortlist of 23 potential cell viability marker proteins with highest abundance and a significant increase in the conditioned media upon induction of cell death, including proteins related to cellular stress response, signal mediation, cytoskeletal organization, cell differentiation, cell interaction as well as metabolic and proteolytic enzymes which are interesting candidates for translating into targeted analysis platforms for monitoring bioprocessing response and increasing process control.


Assuntos
Apoptose , Células CHO/química , Células CHO/fisiologia , Necrose , Proteoma/análise , Animais , Cromatografia Líquida , Cricetulus , Meios de Cultivo Condicionados , Espectrometria de Massas , Proteômica
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