RESUMO
The growth of omic data presents evolving challenges in data manipulation, analysis and integration. Addressing these challenges, Bioconductor provides an extensive community-driven biological data analysis platform. Meanwhile, tidy R programming offers a revolutionary data organization and manipulation standard. Here we present the tidyomics software ecosystem, bridging Bioconductor to the tidy R paradigm. This ecosystem aims to streamline omic analysis, ease learning and encourage cross-disciplinary collaborations. We demonstrate the effectiveness of tidyomics by analyzing 7.5 million peripheral blood mononuclear cells from the Human Cell Atlas, spanning six data frameworks and ten analysis tools.
Assuntos
Software , Humanos , Biologia Computacional/métodos , Leucócitos Mononucleares/metabolismo , Leucócitos Mononucleares/citologia , Genômica/métodos , Análise de DadosRESUMO
The growth of omic data presents evolving challenges in data manipulation, analysis, and integration. Addressing these challenges, Bioconductor1 provides an extensive community-driven biological data analysis platform. Meanwhile, tidy R programming2 offers a revolutionary standard for data organisation and manipulation. Here, we present the tidyomics software ecosystem, bridging Bioconductor to the tidy R paradigm. This ecosystem aims to streamline omic analysis, ease learning, and encourage cross-disciplinary collaborations. We demonstrate the effectiveness of tidyomics by analysing 7.5 million peripheral blood mononuclear cells from the Human Cell Atlas3, spanning six data frameworks and ten analysis tools.
RESUMO
Immunoglobulin loci-transgenic animals are widely used in antibody discovery and increasingly in vaccine response modelling. In this study, we phenotypically characterised B-cell populations from the Intelliselect Transgenic mouse (Kymouse) demonstrating full B-cell development competence. Comparison of the naïve B-cell receptor (BCR) repertoires of Kymice BCRs, naïve human, and murine BCR repertoires revealed key differences in germline gene usage and junctional diversification. These differences result in Kymice having CDRH3 length and diversity intermediate between mice and humans. To compare the structural space explored by CDRH3s in each species' repertoire, we used computational structure prediction to show that Kymouse naïve BCR repertoires are more human-like than mouse-like in their predicted distribution of CDRH3 shape. Our combined sequence and structural analysis indicates that the naïve Kymouse BCR repertoire is diverse with key similarities to human repertoires, while immunophenotyping confirms that selected naïve B cells are able to go through complete development.
Assuntos
Anticorpos , Linfócitos B , Animais , Humanos , Camundongos , Camundongos Transgênicos , Imunofenotipagem , Sequenciamento de Nucleotídeos em Larga Escala , Receptores de Antígenos de Linfócitos B/genéticaRESUMO
Over the past decade, the treatment of a variety of immune-mediated diseases has improved greatly due to the introduction of biologics for therapies in cases that are nonresponsive to traditional treatments. However, a side effect not encountered in traditional treatments is the immunogenicity of the biologics themselves. Our aim was to investigate the anti-infliximab-antibody response in pediatric patients receiving infliximab for juvenile idiopathic arthritis and other pediatric rheumatic diseases, with a focus on an analysis of the binding sites of these antibodies. We show that anti-infliximab antibodies developed in 43% of patients receiving infliximab therapy. Neutralization studies showed that in all these patients, the antibodies were directed toward the variable domains of infliximab, as they inhibited binding of infliximab to TNF. A more precise determination of the antibody epitopes using synthetic peptides was not achieved, indicating that all the antibody binding sites were composed of discontinuous segments of infliximab.
Assuntos
Anticorpos Monoclonais/imunologia , Anticorpos Monoclonais/uso terapêutico , Anticorpos/imunologia , Antirreumáticos/imunologia , Antirreumáticos/uso terapêutico , Doenças Reumáticas/tratamento farmacológico , Doenças Reumáticas/imunologia , Adolescente , Anticorpos/sangue , Anticorpos Monoclonais/sangue , Anticorpos Monoclonais/química , Antirreumáticos/sangue , Antirreumáticos/química , Sítios de Ligação , Criança , Pré-Escolar , Epitopos , Feminino , Humanos , Imunoglobulina G/imunologia , Infliximab , Conformação Proteica , Doenças Reumáticas/sangueRESUMO
The immunosuppressive tumor microenvironment constitutes a significant hurdle to immune checkpoint inhibitor responses. Both soluble factors and specialized immune cells, such as regulatory T cells (Treg), are key components of active intratumoral immunosuppression. Inducible costimulatory receptor (ICOS) can be highly expressed in the tumor microenvironment, especially on immunosuppressive Treg, suggesting that it represents a relevant target for preferential depletion of these cells. Here, we performed immune profiling of samples from tumor-bearing mice and patients with cancer to demonstrate differential expression of ICOS in immune T-cell subsets in different tissues. ICOS expression was higher on intratumoral Treg than on effector CD8 T cells. In addition, by immunizing an Icos knockout transgenic mouse line expressing antibodies with human variable domains, we selected a fully human IgG1 antibody called KY1044 that bound ICOS from different species. We showed that KY1044 induced sustained depletion of ICOShigh T cells but was also associated with increased secretion of proinflammatory cytokines from ICOSlow effector T cells (Teff). In syngeneic mouse tumor models, KY1044 depleted ICOShigh Treg and increased the intratumoral TEff:Treg ratio, resulting in increased secretion of IFNγ and TNFα by TEff cells. KY1044 demonstrated monotherapy antitumor efficacy and improved anti-PD-L1 efficacy. In summary, we demonstrated that using KY1044, one can exploit the differential expression of ICOS on T-cell subtypes to improve the intratumoral immune contexture and restore an antitumor immune response.
Assuntos
Anticorpos Monoclonais/farmacologia , Proteína Coestimuladora de Linfócitos T Induzíveis/metabolismo , Linfócitos T Reguladores/imunologia , Microambiente Tumoral/efeitos dos fármacos , Animais , Anticorpos Monoclonais/imunologia , Antígeno B7-H1/imunologia , Linhagem Celular Tumoral , Citocinas/metabolismo , Feminino , Humanos , Tolerância Imunológica/efeitos dos fármacos , Proteína Coestimuladora de Linfócitos T Induzíveis/imunologia , Camundongos , Camundongos Endogâmicos BALB C , Camundongos Endogâmicos C57BLRESUMO
If immunized with an antigen of interest, transgenic mice with large portions of unrearranged human immunoglobulin loci can produce fully human antigen-specific antibodies; several such antibodies are in clinical use. However, technical limitations inherent to conventional transgenic technology and sequence divergence between the human and mouse immunoglobulin constant regions limit the utility of these mice. Here, using repetitive cycles of genome engineering in embryonic stem cells, we have inserted the entire human immunoglobulin variable-gene repertoire (2.7 Mb) into the mouse genome, leaving the mouse constant regions intact. These transgenic mice are viable and fertile, with an immune system resembling that of wild-type mice. Antigen immunization results in production of high-affinity antibodies with long human-like complementarity-determining region 3 (CDR3H), broad epitope coverage and strong signatures of somatic hypermutation. These mice provide a robust system for the discovery of therapeutic human monoclonal antibodies; as a surrogate readout of the human antibody response, they may also aid vaccine design efforts.
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Anticorpos Monoclonais/genética , Engenharia Genética/métodos , Região Variável de Imunoglobulina/genética , Transgenes/genética , Sequência de Aminoácidos , Animais , Anticorpos Monoclonais/imunologia , Linfócitos B/imunologia , Linfócitos B/fisiologia , Cromossomos Artificiais Bacterianos/genética , Feminino , Humanos , Masculino , Camundongos , Camundongos Transgênicos , Dados de Sequência MolecularRESUMO
Monoclonal antibodies (mAbs) against prion proteins (PrPs) are indispensable in research and diagnosis of prion diseases, however the majority of these bind both the cellular (PrP(C)) and the disease-associated (PrP(Sc)) isoforms. According to the widely accepted protein-only hypothesis the two isoforms share the same sequence, but differ in their conformation. In the present study we set to determine the critical binding residues of our PrP(Sc)-specific mAbs with the view of discerning which residues play a key role in the conformational transition between PrP(C) and PrP(Sc). Focussing on the V5B2 mAb that provided differential labelling of prion-affected tissue from individuals positive for transmissible spongiform encephalopathies, we performed alanine scanning and phage-display epitope mapping to elucidate the antigenic determinants of this mAb and gain insight into its specificity on a molecular level. We observed that instead of discriminating between the two prion protein isoforms based on conformational differences, V5B2 binds a previously uncharacterized C-terminally truncated form of PrP(Sc) that ends with the residue Y226, which we named PrP226*. The addition of a single C-terminal amino-acid residue completely abolished V5B2 binding, while Western blots using recombinant full-length PrPs and PrPs terminating at Y226 confirmed that the V5B2 mAb discriminates between the two based on their difference in length.
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Anticorpos Monoclonais/imunologia , Fragmentos de Peptídeos/imunologia , Proteínas PrPSc/imunologia , Sequência de Aminoácidos , Mapeamento de Epitopos , Humanos , Ligantes , Dados de Sequência Molecular , Fragmentos de Peptídeos/química , Proteínas PrPSc/químicaRESUMO
Cross-contamination and misidentification of various cell lines is a widespread problem that can lead to spurious scientific conclusions. DNA fingerprinting is a powerful identification technique, which can be effectively used for the authentication of human cell lines. In contrast to human cancer cell lines, little attention has so far been given to establishing authentication practices for hybridoma cell lines. Since the majority of hybridomas stem from inbred animals, they have high genetic uniformity, which reduces the applicability of DNA fingerprinting. In the present study, we propose antibody variable-region sequencing as a method of choice for hybridoma cell-line authentication. This method focuses on the most diverse characteristic of hybridoma cell lines and thereby achieves a very high discriminatory power. The sequencing of light-chain variable regions has proven to be especially suitable for routine use because of its high success rate. Two other possible authentication methods, random amplified polymorphic DNA analysis and two-dimensional gel electrophoresis, were also examined. Compared to these and other methods that can be used for discrimination between hybridoma cell lines, variable-region sequencing has many advantages, most notably those of a very high discriminatory power, insensitivity to changes in experimental conditions, simple data analysis, and accessibility to most laboratories.