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1.
Nat Commun ; 13(1): 1714, 2022 03 31.
Article in English | MEDLINE | ID: mdl-35361816

ABSTRACT

Cancer cells within a tumour have heterogeneous phenotypes and exhibit dynamic plasticity. How to evaluate such heterogeneity and its impact on outcome and drug response is still unclear. Here, we transcriptionally profile 35,276 individual cells from 32 breast cancer cell lines to yield a single cell atlas. We find high degree of heterogeneity in the expression of biomarkers. We then train a deconvolution algorithm on the atlas to determine cell line composition from bulk gene expression profiles of tumour biopsies, thus enabling cell line-based patient stratification. Finally, we link results from large-scale in vitro drug screening in cell lines to the single cell data to computationally predict drug responses starting from single-cell profiles. We find that transcriptional heterogeneity enables cells with differential drug sensitivity to co-exist in the same population. Our work provides a framework to determine tumour heterogeneity in terms of cell line composition and drug response.


Subject(s)
Breast Neoplasms , Single-Cell Analysis , Breast Neoplasms/drug therapy , Breast Neoplasms/genetics , Female , Humans , MCF-7 Cells , Transcriptome
2.
Proc Natl Acad Sci U S A ; 117(13): 7305-7316, 2020 03 31.
Article in English | MEDLINE | ID: mdl-32184325

ABSTRACT

Interleukin 10 (IL-10) is an antiinflammatory cytokine, but also promotes B cell responses and plays a pathogenic role in systemic lupus erythematosus (SLE). CD4+CCR6+IL-7R+T cells from human tonsils produced IL-10 following stimulation by naïve B cells, which promoted B cell immunoglobulin G (IgG) production. These tonsillar CCR6+B helper T cells were phenotypically distinct from follicular helper T (TFH) cells and lacked BCL6 expression. In peripheral blood, a CCR6+T cell population with similar characteristics was identified, which lacked Th17- and TFH-associated gene signatures and differentiation-associated surface markers. CD4+CCR6+T cells expressing IL-10, but not IL-17, were also detectable in the spleens of cytokine reporter mice. They provided help for IgG production in vivo, and expanded systemically in pristane-induced lupus-like disease. In SLE patients, CD4+CCR6+IL-7R+T cells were associated with the presence of pathogenic anti-dsDNA (double-stranded DNA) antibodies, and provided spontaneous help for autoantibody production ex vivo. Strikingly, IL-10-producing CCR6+T cells were highly abundant in lymph nodes of SLE patients, and colocalized with B cells at the margins of follicles. In conclusion, we identified a previously uncharacterized population of extrafollicular B helper T cells, which produced IL-10 and could play a prominent pathogenic role in SLE.


Subject(s)
B-Lymphocytes/immunology , Interleukin-10/immunology , Lupus Erythematosus, Systemic/immunology , Receptors, CCR6/immunology , T-Lymphocytes, Helper-Inducer/immunology , Adult , Animals , Antibody Formation , Child , Cytokines/immunology , Humans , Interleukin-10/biosynthesis , Interleukin-17/metabolism , Lupus Erythematosus, Systemic/metabolism , Mice , Mice, Inbred C57BL , Palatine Tonsil/cytology , Palatine Tonsil/immunology , Receptors, CCR6/biosynthesis , Th17 Cells/immunology
3.
Biomed Res Int ; 2018: 2012078, 2018.
Article in English | MEDLINE | ID: mdl-30065933

ABSTRACT

The availability of genomic datasets in association with clinical, phenotypic, and drug sensitivity information represents an invaluable source for potential therapeutic applications, supporting the identification of new drug sensitivity biomarkers and pharmacological targets. Drug discovery and precision oncology can largely benefit from the integration of treatment molecular discriminants obtained from cell line models and clinical tumor samples; however this task demands comprehensive analysis approaches for the discovery of underlying data connections. Here we introduce PATRI (Platform for the Analysis of TRanslational Integrated data), a standalone tool accessible through a user-friendly graphical interface, conceived for the identification of treatment sensitivity biomarkers from user-provided genomics data, associated with information on sample characteristics. PATRI streamlines a translational analysis workflow: first, baseline genomics signatures are statistically identified, differentiating treatment sensitive from resistant preclinical models; then, these signatures are used for the prediction of treatment sensitivity in clinical samples, via random forest categorization of clinical genomics datasets and statistical evaluation of the relative phenotypic features. The same workflow can also be applied across distinct clinical datasets. The ease of use of the PATRI tool is illustrated with validation analysis examples, performed with sensitivity data for drug treatments with known molecular discriminants.


Subject(s)
Genomics , Neoplasms , Precision Medicine , Biomarkers , Humans , Proteomics
4.
EMBO J ; 21(12): 3171-81, 2002 Jun 17.
Article in English | MEDLINE | ID: mdl-12065429

ABSTRACT

Studies in model organisms have contributed to elucidate multiple levels at which regulation of eukaryotic DNA replication occurs. Cdc7, an evolutionarily conserved serine-threonine kinase, plays a pivotal role in linking cell cycle regulation to genome duplication, being essential for the firing of DNA replication origins. Binding of the cell cycle-regulated subunit Dbf4 to Cdc7 is necessary for in vitro kinase activity. This binding is also thought to be the key regulatory event that controls Cdc7 activity in cells. Here, we describe a novel human protein, Drf1, related to both human and yeast Dbf4. Drf1 is a nuclear cell cycle-regulated protein, it binds to Cdc7 and activates the kinase. Therefore, human Cdc7, like cyclin-dependent kinases, can be activated by alternative regulatory subunits. Since the Drf1 gene is either absent or not yet identified in the genome of model organisms such as yeast and Drosophila, these findings introduce a new level of complexity in the regulation of DNA replication of the human genome.


Subject(s)
Adaptor Proteins, Signal Transducing , Cell Cycle Proteins/metabolism , Nuclear Proteins/metabolism , Protein Serine-Threonine Kinases/metabolism , Amino Acid Sequence , Cell Cycle/physiology , Cell Cycle Proteins/chemistry , Cell Cycle Proteins/genetics , Cell Line , Formins , Fungal Proteins/genetics , Fungal Proteins/metabolism , Humans , Molecular Sequence Data , Nuclear Proteins/chemistry , Nuclear Proteins/genetics , Phylogeny , Protein Binding , Protein Serine-Threonine Kinases/chemistry , Protein Subunits , Recombinant Fusion Proteins/genetics , Recombinant Fusion Proteins/metabolism
7.
Biochemistry ; 39(10): 2784-91, 2000 Mar 14.
Article in English | MEDLINE | ID: mdl-10704231

ABSTRACT

The protein tyrosine kinase ZAP-70 is implicated in the early steps of the T-cell antigen receptor (TCR) signaling. Binding of ZAP-70 to the phosphorylated immunoreceptor tyrosine-based activation motifs (ITAMs) of the TCR zeta chain through its two src-homology 2 (SH2) domains results in its activation coupled to phosphorylation on multiple tyrosine residues, mediated by Src kinases including Lck as well as by autophosphorylation. The mechanism of ZAP-70 activation following receptor binding is still not completely understood. Here we investigated the effect of intramolecular interactions and autophosphorylation by following the kinetics of recombinant ZAP-70 activation in a spectrophotometric substrate phosphorylation assay. Under these conditions, we observed a lag phase of several minutes before full ZAP-70 activation, which was not observed using a truncated form lacking the first 254 residues, suggesting that it might be due to an intramolecular interaction involving the interdomain A and SH2 region. Accordingly, the lag phase could be reproduced by testing the truncated form in the presence of recombinant SH2 domains and was abolished by the addition of diphosphorylated ITAM peptide. Preincubation with ATP or phosphorylation by Lck also abolished the lag phase and resulted in a more active enzyme. The same results were obtained using a ZAP-70 mutant lacking the interdomain B tyrosines. These findings are consistent with a mechanism in which ZAP-70 phosphorylation/autophosphorylation on tyrosine(s) other than 292, 315, and 319, as well as engagement of the SH2 domains by the phosphorylated TCR, can induce a conformational change leading to accelerated enzyme kinetics and higher catalytic efficiency.


Subject(s)
Membrane Proteins/metabolism , Protein-Tyrosine Kinases/chemistry , Protein-Tyrosine Kinases/metabolism , Receptors, Antigen, T-Cell/metabolism , Tyrosine/metabolism , Adenosine Triphosphate/metabolism , Amino Acid Sequence , Animals , COS Cells , Circular Dichroism , Enzyme Activation/genetics , Humans , Jurkat Cells , Kinetics , Lymphocyte Specific Protein Tyrosine Kinase p56(lck)/genetics , Lymphocyte Specific Protein Tyrosine Kinase p56(lck)/metabolism , Membrane Proteins/genetics , Molecular Sequence Data , Phosphorylation , Protein Binding/genetics , Protein Structure, Secondary , Protein-Tyrosine Kinases/genetics , Receptors, Antigen, T-Cell/genetics , Recombinant Proteins/metabolism , Sequence Deletion , ZAP-70 Protein-Tyrosine Kinase , src Homology Domains/genetics
8.
Eur J Biochem ; 266(3): 1166-73, 1999 Dec.
Article in English | MEDLINE | ID: mdl-10583414

ABSTRACT

The protein tyrosine kinase ZAP-70, which mediates T-cell antigen receptor (TCR) signalling, contains three distinct functional modules, two tandemly arranged SH2 domains, a kinase domain and a linker region (interdomain B) that connects them. ZAP-70 enzymatic activation is strictly dependent on the binding, via its SH2 domains, to the triggered TCR and on tyrosine phosphorylation. Here we utilized recombinant ZAP-70 and carried out a mutational analysis to understand the structural requirements for its activation. We show that deletion of both SH2 domains corresponding to the first 254 residues moderately increases ZAP-70 enzymatic activity on an exogenous substrate in vitro, results in increased tyrosine phosphorylation and produces subtle conformational changes, as judged by altered SDS/PAGE migration. Mutation of Tyr292, 315 and 319 to Phe in the interdomain B region, which constitute the major phosphorylation sites both in vitro and in vivo, did not affect ZAP-70 enzymatic activity. Moreover, deletion analysis of the interdomain B region established residues 320-619 as a minimal region endowed with full kinase activity. We propose that binding of ZAP-70 to the TCR promotes, through conformational changes, its extensive phosphorylation on tyrosine. However, Tyr292, 315 and 319 do not affect ZAP-70 enzymatic activity and may influence ZAP-70 signalling only indirectly by mediating its association with intracellular transducers.


Subject(s)
Protein-Tyrosine Kinases/chemistry , Protein-Tyrosine Kinases/metabolism , Animals , Binding Sites/genetics , COS Cells , Catalytic Domain/genetics , Humans , In Vitro Techniques , Jurkat Cells , Mutation , Phosphorylation , Protein-Tyrosine Kinases/genetics , Receptors, Antigen, T-Cell/metabolism , Recombinant Proteins/chemistry , Recombinant Proteins/genetics , Recombinant Proteins/metabolism , Signal Transduction , Transfection , Tyrosine/metabolism , ZAP-70 Protein-Tyrosine Kinase , src Homology Domains/genetics
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