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1.
Metab Eng ; 81: 273-285, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-38145748

RESUMO

Understanding protein secretion has considerable importance in biotechnology and important implications in a broad range of normal and pathological conditions including development, immunology, and tissue function. While great progress has been made in studying individual proteins in the secretory pathway, measuring and quantifying mechanistic changes in the pathway's activity remains challenging due to the complexity of the biomolecular systems involved. Systems biology has begun to address this issue with the development of algorithmic tools for analyzing biological pathways; however most of these tools remain accessible only to experts in systems biology with extensive computational experience. Here, we expand upon the user-friendly CellFie tool which quantifies metabolic activity from omic data to include secretory pathway functions, allowing any scientist to infer properties of protein secretion from omic data. We demonstrate how the secretory expansion of CellFie (secCellFie) can help predict metabolic and secretory functions across diverse immune cells, hepatokine secretion in a cell model of NAFLD, and antibody production in Chinese Hamster Ovary cells.


Assuntos
Redes e Vias Metabólicas , Biologia de Sistemas , Cricetinae , Animais , Células CHO , Cricetulus , Redes e Vias Metabólicas/genética , Proteínas
2.
bioRxiv ; 2023 May 07.
Artigo em Inglês | MEDLINE | ID: mdl-37205389

RESUMO

Understanding protein secretion has considerable importance in the biotechnology industry and important implications in a broad range of normal and pathological conditions including development, immunology, and tissue function. While great progress has been made in studying individual proteins in the secretory pathway, measuring and quantifying mechanistic changes in the pathway's activity remains challenging due to the complexity of the biomolecular systems involved. Systems biology has begun to address this issue with the development of algorithmic tools for analyzing biological pathways; however most of these tools remain accessible only to experts in systems biology with extensive computational experience. Here, we expand upon the user-friendly CellFie tool which quantifies metabolic activity from omic data to include secretory pathway functions, allowing any scientist to infer protein secretion capabilities from omic data. We demonstrate how the secretory expansion of CellFie (secCellFie) can be used to predict metabolic and secretory functions across diverse immune cells, hepatokine secretion in a cell model of NAFLD, and antibody production in Chinese Hamster Ovary cells.

3.
Trends Biotechnol ; 41(9): 1127-1138, 2023 09.
Artigo em Inglês | MEDLINE | ID: mdl-37062598

RESUMO

As the era of omics continues to expand with increasing ubiquity and success in both academia and industry, omics-based experiments are becoming commonplace in industrial biotechnology, including efforts to develop novel solutions in bioprocess optimization and cell line development. Omic technologies provide particularly valuable 'observational' insights for discovery science, especially in academic research and industrial R&D; however, biomanufacturing requires a different paradigm to unlock 'actionable' insights from omics. Here, we argue the value of omic experiments in biotechnology can be maximized with deliberate selection of omic approaches and forethought about analysis techniques. We describe important considerations when designing and implementing omic-based experiments and discuss how systems biology analysis strategies can enhance efforts to obtain actionable insights in mammalian-based biologics production.


Assuntos
Produtos Biológicos , Animais , Biotecnologia/métodos , Linhagem Celular , Biologia de Sistemas/métodos , Mamíferos
4.
STAR Protoc ; 4(1): 102069, 2023 03 17.
Artigo em Inglês | MEDLINE | ID: mdl-36853701

RESUMO

Understanding cellular metabolism is important across biotechnology and biomedical research and has critical implications in a broad range of normal and pathological conditions. Here, we introduce the user-friendly web-based platform ImmCellFie, which allows the comprehensive analysis of metabolic functions inferred from transcriptomic or proteomic data. We explain how to set up a run using publicly available omics data and how to visualize the results. The ImmCellFie algorithm pushes beyond conventional statistical enrichment and incorporates complex biological mechanisms to quantify cell activity. For complete details on the use and execution of this protocol, please refer to Richelle et al. (2021).1.


Assuntos
Biologia Computacional , Proteômica , Proteômica/métodos , Biologia Computacional/métodos , Algoritmos , Internet
5.
Cell Rep Methods ; 1(3)2021 07 26.
Artigo em Inglês | MEDLINE | ID: mdl-34761247

RESUMO

Omics experiments are ubiquitous in biological studies, leading to a deluge of data. However, it is still challenging to connect changes in these data to changes in cell functions because of complex interdependencies between genes, proteins, and metabolites. Here, we present a framework allowing researchers to infer how metabolic functions change on the basis of omics data. To enable this, we curated and standardized lists of metabolic tasks that mammalian cells can accomplish. Genome-scale metabolic networks were used to define gene sets associated with each metabolic task. We further developed a framework to overlay omics data on these sets and predict pathway usage for each metabolic task. We demonstrated how this approach can be used to quantify metabolic functions of diverse biological samples from the single cell to whole tissues and organs by using multiple transcriptomic datasets. To facilitate its adoption, we integrated the approach into GenePattern (www.genepattern.org-CellFie).


Assuntos
Genoma , Redes e Vias Metabólicas , Animais , Redes e Vias Metabólicas/genética , Fenômenos Fisiológicos Celulares , Perfilação da Expressão Gênica , Transcriptoma/genética , Mamíferos/genética
6.
J Biomed Sci ; 28(1): 50, 2021 Jun 22.
Artigo em Inglês | MEDLINE | ID: mdl-34158025

RESUMO

Cancer immunotherapy has revolutionized treatment and led to an unprecedented wave of immuno-oncology research during the past two decades. In 2018, two pioneer immunotherapy innovators, Tasuku Honjo and James P. Allison, were awarded the Nobel Prize for their landmark cancer immunotherapy work regarding "cancer therapy by inhibition of negative immune regulation" -CTLA4 and PD-1 immune checkpoints. However, the challenge in the coming decade is to develop cancer immunotherapies that can more consistently treat various patients and cancer types. Overcoming this challenge requires a systemic understanding of the underlying interactions between immune cells, tumor cells, and immunotherapeutics. The role of aberrant glycosylation in this process, and how it influences tumor immunity and immunotherapy is beginning to emerge. Herein, we review current knowledge of miRNA-mediated regulatory mechanisms of glycosylation machinery, and how these carbohydrate moieties impact immune cell and tumor cell interactions. We discuss these insights in the context of clinical findings and provide an outlook on modulating the regulation of glycosylation to offer new therapeutic opportunities. Finally, in the coming age of systems glycobiology, we highlight how emerging technologies in systems glycobiology are enabling deeper insights into cancer immuno-oncology, helping identify novel drug targets and key biomarkers of cancer, and facilitating the rational design of glyco-immunotherapies. These hold great promise clinically in the immuno-oncology field.


Assuntos
Biomarcadores , Sistemas de Liberação de Medicamentos/métodos , Glicômica/métodos , Imunoterapia/métodos , MicroRNAs/metabolismo
7.
Nat Commun ; 12(1): 1230, 2021 02 23.
Artigo em Inglês | MEDLINE | ID: mdl-33623002

RESUMO

The recently discovered lytic polysaccharide monooxygenases (LPMOs), which cleave polysaccharides by oxidation, have been associated with bacterial virulence, but supporting functional data is scarce. Here we show that CbpD, the LPMO of Pseudomonas aeruginosa, is a chitin-oxidizing virulence factor that promotes survival of the bacterium in human blood. The catalytic activity of CbpD was promoted by azurin and pyocyanin, two redox-active virulence factors also secreted by P. aeruginosa. Homology modeling, molecular dynamics simulations, and small angle X-ray scattering indicated that CbpD is a monomeric tri-modular enzyme with flexible linkers. Deletion of cbpD rendered P. aeruginosa unable to establish a lethal systemic infection, associated with enhanced bacterial clearance in vivo. CbpD-dependent survival of the wild-type bacterium was not attributable to dampening of pro-inflammatory responses by CbpD ex vivo or in vivo. Rather, we found that CbpD attenuates the terminal complement cascade in human serum. Studies with an active site mutant of CbpD indicated that catalytic activity is crucial for virulence function. Finally, profiling of the bacterial and splenic proteomes showed that the lack of this single enzyme resulted in substantial re-organization of the bacterial and host proteomes. LPMOs similar to CbpD occur in other pathogens and may have similar immune evasive functions.


Assuntos
Proteínas de Bactérias/metabolismo , Proteínas de Transporte/metabolismo , Oxigenases de Função Mista/metabolismo , Polissacarídeos/metabolismo , Infecções por Pseudomonas/enzimologia , Infecções por Pseudomonas/microbiologia , Pseudomonas aeruginosa/enzimologia , Pseudomonas aeruginosa/patogenicidade , Animais , Proteínas de Bactérias/química , Proteínas de Transporte/química , Morte Celular , Proteínas do Sistema Complemento/metabolismo , Humanos , Camundongos , Viabilidade Microbiana , Oxirredução , Domínios Proteicos , Proteoma/metabolismo , Proteômica , Infecções por Pseudomonas/sangue , Especificidade por Substrato , Transcrição Gênica , Virulência , Fatores de Virulência/metabolismo
8.
Curr Opin Chem Eng ; 322021 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-37475722

RESUMO

Mammalian cells have been used widely as biopharmaceutical cell factories due to their ability to make complex biotherapeutic proteins with human-compatible modifications. However, their application for some products has been hampered by low protein yields. Numerous studies have aimed to characterize cellular bottlenecks in the hope of boosting protein productivity, but the complexity of the underlying pathways and the diversity of the modifications have complicated cell engineering when relying solely on traditional methodologies. Incorporating omics-based and systems approaches into cell engineering can provide valuable insights into desirable phenotypes of cell factories. Here, we discuss cell engineering strategies for enhancing protein productivity in mammalian cell factories, particularly CHO and HEK293, and the opportunities and limitations of the genome-wide screening and multi-omics approaches for guiding cell engineering. Systems biology strategies will also be discussed to show how they refine our understanding of the cellular mechanisms which will aid in effective engineering strategies.

9.
Biotechnol Lett ; 43(1): 73-87, 2021 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-33040240

RESUMO

OBJECTIVE: Chinese hamster ovary (CHO) cells are the leading cell factories for producing recombinant proteins in the biopharmaceutical industry. In this regard, constraint-based metabolic models are useful platforms to perform computational analysis of cell metabolism. These models need to be regularly updated in order to include the latest biochemical data of the cells, and to increase their predictive power. Here, we provide an update to iCHO1766, the metabolic model of CHO cells. RESULTS: We expanded the existing model of Chinese hamster metabolism with the help of four gap-filling approaches, leading to the addition of 773 new reactions and 335 new genes. We incorporated these into an updated genome-scale metabolic network model of CHO cells, named iCHO2101. In this updated model, the number of reactions and pathways capable of carrying flux is substantially increased. CONCLUSIONS: The present CHO model is an important step towards more complete metabolic models of CHO cells.


Assuntos
Células CHO/metabolismo , Genoma/genética , Redes e Vias Metabólicas/genética , Modelos Biológicos , Biologia de Sistemas/métodos , Animais , Cricetinae , Cricetulus , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismo
10.
Nat Commun ; 11(1): 1908, 2020 04 20.
Artigo em Inglês | MEDLINE | ID: mdl-32313013

RESUMO

Host cell proteins (HCPs) are process-related impurities generated during biotherapeutic protein production. HCPs can be problematic if they pose a significant metabolic demand, degrade product quality, or contaminate the final product. Here, we present an effort to create a "clean" Chinese hamster ovary (CHO) cell by disrupting multiple genes to eliminate HCPs. Using a model of CHO cell protein secretion, we predict that the elimination of unnecessary HCPs could have a non-negligible impact on protein production. We analyze the HCP content of 6-protein, 11-protein, and 14-protein knockout clones. These cell lines exhibit a substantial reduction in total HCP content (40%-70%). We also observe higher productivity and improved growth characteristics in specific clones. The reduced HCP content facilitates purification of a monoclonal antibody. Thus, substantial improvements can be made in protein titer and purity through large-scale HCP deletion, providing an avenue to increased quality and affordability of high-value biopharmaceuticals.


Assuntos
Engenharia Metabólica/métodos , Proteínas Recombinantes/biossíntese , Animais , Anticorpos Monoclonais/biossíntese , Anticorpos Monoclonais/isolamento & purificação , Produtos Biológicos , Células CHO , Cromatografia , Cricetulus , Técnicas de Inativação de Genes , Sequenciamento de Nucleotídeos em Larga Escala , Proteínas Recombinantes/genética , Proteínas Recombinantes/isolamento & purificação , Rituximab , Biologia Sintética
11.
J Child Sex Abus ; 28(6): 649-666, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-30840845

RESUMO

Young people are responsible for a significant number of the sexual offenses that are committed every year. These young people are generally referred to specialist services for treatment. This article explores the health characteristics and service experiences of 117 young people with sexual behavior problems, and the issues that services face when working with them. The study is based on analysis of 117 case files, identified from nine specialist services in the UK. The case files were thematically analyzed. Case files provided information on the following topics: the reasons why the young people were referred to harmful sexual behavior services; the young people's personal characteristics; their medical and mental health problems; the young people's interests and aspirations; their attitudes toward services and interventions; continued problematic sexual incidents in services; progress in services; and post-service experiences. Overall, the findings of the study indicate that these young people have a number of strengths, but often have problems across a range of personal and health domains. A number of them continue to remain sexually and generally violent in services, particularly in residential settings, which has risk management implications for staff.


Assuntos
Serviços de Saúde do Adolescente , Delitos Sexuais , Adolescente , Atitude Frente a Saúde , Feminino , Humanos , Masculino , Psicologia do Adolescente , Delitos Sexuais/psicologia , Reino Unido
12.
Plant Physiol ; 166(2): 455-69, 2014 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-24868032

RESUMO

Agrobacterium rhizogenes (or Rhizobium rhizogenes) is able to transform plant genomes and induce the production of hairy roots. We describe the use of A. rhizogenes in tomato (Solanum spp.) to rapidly assess gene expression and function. Gene expression of reporters is indistinguishable in plants transformed by Agrobacterium tumefaciens as compared with A. rhizogenes. A root cell type- and tissue-specific promoter resource has been generated for domesticated and wild tomato (Solanum lycopersicum and Solanum pennellii, respectively) using these approaches. Imaging of tomato roots using A. rhizogenes coupled with laser scanning confocal microscopy is facilitated by the use of a membrane-tagged protein fused to a red fluorescent protein marker present in binary vectors. Tomato-optimized isolation of nuclei tagged in specific cell types and translating ribosome affinity purification binary vectors were generated and used to monitor associated messenger RNA abundance or chromatin modification. Finally, transcriptional reporters, translational reporters, and clustered regularly interspaced short palindromic repeats-associated nuclease9 genome editing demonstrate that SHORT-ROOT and SCARECROW gene function is conserved between Arabidopsis (Arabidopsis thaliana) and tomato.


Assuntos
Agrobacterium/fisiologia , Regulação da Expressão Gênica de Plantas , Modelos Biológicos , Raízes de Plantas/fisiologia , Solanum lycopersicum/fisiologia , Sequência de Bases , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , DNA de Plantas , Solanum lycopersicum/genética , Dados de Sequência Molecular , Raízes de Plantas/genética , Raízes de Plantas/microbiologia , Regiões Promotoras Genéticas , Homologia de Sequência do Ácido Nucleico
13.
Child Maltreat ; 11(2): 146-56, 2006 May.
Artigo em Inglês | MEDLINE | ID: mdl-16595848

RESUMO

This article presents the findings of a study exploring current levels of consensus among practitioners in the United Kingdom (UK) and the Republic of Ireland (ROI) about good practice in relation to youth who are sexually abusive. A three-stage Delphi procedure was used to survey the views of 78 practitioners, experienced in this field, on a range of matters relating to preferred responses to this population. The exercise indicated high levels of agreement that youth who are sexually abusive should be seen as a group clinically distinct from adult sex offenders and that all of their developmental needs, and their problematic behavior, should be targeted in intervention. A strong level of consensus was found among respondents about the goals and content of ideal practice with this user group, although there was less consensus about the theoretical models that should underpin practice.


Assuntos
Abuso Sexual na Infância/estatística & dados numéricos , Aconselhamento , Transtornos Parafílicos/reabilitação , Adolescente , Criança , Técnica Delphi , Emoções , Família , Feminino , Humanos , Irlanda , Masculino , Psicologia do Adolescente , Comportamento Sexual/psicologia , Reino Unido
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