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1.
Nat Commun ; 13(1): 1714, 2022 03 31.
Artículo en Inglés | MEDLINE | ID: mdl-35361816

RESUMEN

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.


Asunto(s)
Neoplasias de la Mama , Análisis de la Célula Individual , Neoplasias de la Mama/tratamiento farmacológico , Neoplasias de la Mama/genética , Femenino , Humanos , Células MCF-7 , Transcriptoma
2.
Biomed Res Int ; 2018: 2012078, 2018.
Artículo en Inglés | MEDLINE | ID: mdl-30065933

RESUMEN

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.


Asunto(s)
Genómica , Neoplasias , Medicina de Precisión , Biomarcadores , Humanos , Proteómica
3.
J Mol Biol ; 306(5): 1179-89, 2001 Mar 09.
Artículo en Inglés | MEDLINE | ID: mdl-11237626

RESUMEN

The formation of a complex between beta-catenin and members of the TCF/LEF family of high-mobility group proteins is a key regulatory event in the wnt-signaling pathway, essential for embryonal development as well as the growth of normal and malignant colon epithelium. We have characterized the binding of TCF4 to human beta-catenin by steady-state intrinsic fluorescence quenching experiments, surface plasmon resonance (SPR) and isothermal titration calorimetry (ITC). Binding studies in solution and in heterogeneous phase showed that TCF4 binds reversibly to beta-catenin with an affinity (KB) of 3(+/-1) 10(8) M(-1). Site-directed mutagenesis, together with calorimetric measurements, revealed that residue D16 in TCF4 plays a crucial role in high-affinity binding. Mutation of this residue to alanine resulted in a decrease of KB by two orders of magnitude as well as a significant reduction in binding enthalpy. Binding of TCF4 to beta-catenin gave rise to a large negative enthalpy change at 25 degrees C (-29.7 kcal/mol). Binding enthalpies were strongly temperature dependent, which resulted in the determination of a large heat capacity change upon binding of -1.5 kcal/(mol K). The molecular events that take place upon complex formation are discussed using the measured thermodynamic data together with the crystal structure of the beta-catenin arm repeat region/TCF complex.


Asunto(s)
Proteínas del Citoesqueleto/metabolismo , Termodinámica , Transactivadores , Factores de Transcripción/metabolismo , Sitios de Unión , Dicroismo Circular , Clonación Molecular , Proteínas del Citoesqueleto/química , Cartilla de ADN/química , Fluorescencia , Glutatión Transferasa/metabolismo , Humanos , Modelos Moleculares , Reacción en Cadena de la Polimerasa , Estructura Secundaria de Proteína , Proteínas Recombinantes de Fusión/metabolismo , Resonancia por Plasmón de Superficie/métodos , Factores de Transcripción TCF , Proteína 2 Similar al Factor de Transcripción 7 , Factores de Transcripción/química , Factores de Transcripción/genética , beta Catenina
4.
J Immunol ; 165(12): 6748-55, 2000 Dec 15.
Artículo en Inglés | MEDLINE | ID: mdl-11120794

RESUMEN

The insulinoma-associated protein 2 (IA-2) is a phosphatase-like autoantigen inducing T and B cell responses associated with human insulin-dependent diabetes mellitus (IDDM). We now report that T cell responses to IA-2 can also be detected in the nonobese diabetic (NOD) mouse, a model of human IDDM. Cytokine secretion in response to purified mouse rIA-2, characterized by high IFN-gamma and relatively low IL-10 and IL-6 secretion, was elicited in spleen cells from unprimed NOD mice. Conversely, no response to IA-2 was induced in spleen cells from BALB/c, C57BL/6, or Biozzi AB/H mice that express, like NOD, the I-A(g7) class II molecule, but are not susceptible to spontaneous IDDM. The IA-2-induced IFN-gamma response in NOD spleen cells could already be detected at 3 wk and peaked at 8 wk of age, whereas the IL-10 secretion was maximal at 4 wk of age and then waned. IA-2-dependent IFN-gamma secretion was induced in CD4(+) cells from spleen as well as pancreatic and mesenteric lymph nodes. It required Ag presentation by I-A(g7) molecules and engagement of the CD4 coreceptor. Interestingly, cytokines were produced in the absence of cell proliferation and IL-2 secretion. The biological relevance of the response to IA-2 is indicated by the enhanced IDDM following a single injection of the recombinant protein emulsified in IFA into 18-day-old NOD mice. In addition, IFN-gamma production in response to IA-2 and IDDM acceleration could be induced by IL-12 administration to 12-day-old NOD mice. These results identify IA-2 as an early T cell-inducing autoantigen in the NOD mouse and indicate a role for the IA-2-induced Th1 cell response in IDDM pathogenesis.


Asunto(s)
Autoantígenos/inmunología , Diabetes Mellitus Tipo 1/inmunología , Inmunización , Proteínas de la Membrana/inmunología , Proteínas Tirosina Fosfatasas/inmunología , Células TH1/metabolismo , Envejecimiento/inmunología , Animales , Presentación de Antígeno , Autoantígenos/administración & dosificación , Linfocitos T CD4-Positivos/inmunología , Linfocitos T CD4-Positivos/metabolismo , Células Cultivadas , Citocinas/biosíntesis , Diabetes Mellitus Tipo 1/etiología , Esquema de Medicación , Epítopos/inmunología , Femenino , Glutamato Descarboxilasa/administración & dosificación , Glutamato Descarboxilasa/inmunología , Antígenos de Histocompatibilidad Clase II/inmunología , Antígenos de Histocompatibilidad Clase II/metabolismo , Inyecciones Intraperitoneales , Inyecciones Subcutáneas , Interferón gamma/metabolismo , Interleucina-12/administración & dosificación , Islotes Pancreáticos/inmunología , Isoenzimas/administración & dosificación , Isoenzimas/inmunología , Ganglios Linfáticos/citología , Ganglios Linfáticos/inmunología , Ganglios Linfáticos/metabolismo , Masculino , Proteínas de la Membrana/administración & dosificación , Proteínas de la Membrana/genética , Ratones , Ratones Endogámicos BALB C , Ratones Endogámicos C57BL , Ratones Endogámicos NOD , Proteína Tirosina Fosfatasa no Receptora Tipo 1 , Proteínas Tirosina Fosfatasas/administración & dosificación , Proteínas Tirosina Fosfatasas/genética , Proteínas Tirosina Fosfatasas Clase 8 Similares a Receptores , Proteínas Recombinantes/administración & dosificación , Proteínas Recombinantes/inmunología , Bazo/citología , Bazo/inmunología , Bazo/metabolismo , Células TH1/inmunología
6.
Biochemistry ; 39(10): 2784-91, 2000 Mar 14.
Artículo en Inglés | MEDLINE | ID: mdl-10704231

RESUMEN

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.


Asunto(s)
Proteínas de la Membrana/metabolismo , Proteínas Tirosina Quinasas/química , Proteínas Tirosina Quinasas/metabolismo , Receptores de Antígenos de Linfocitos T/metabolismo , Tirosina/metabolismo , Adenosina Trifosfato/metabolismo , Secuencia de Aminoácidos , Animales , Células COS , Dicroismo Circular , Activación Enzimática/genética , Humanos , Células Jurkat , Cinética , Proteína Tirosina Quinasa p56(lck) Específica de Linfocito/genética , Proteína Tirosina Quinasa p56(lck) Específica de Linfocito/metabolismo , Proteínas de la Membrana/genética , Datos de Secuencia Molecular , Fosforilación , Unión Proteica/genética , Estructura Secundaria de Proteína , Proteínas Tirosina Quinasas/genética , Receptores de Antígenos de Linfocitos T/genética , Proteínas Recombinantes/metabolismo , Eliminación de Secuencia , Proteína Tirosina Quinasa ZAP-70 , Dominios Homologos src/genética
7.
Eur J Biochem ; 267(4): 1092-9, 2000 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-10672018

RESUMEN

The mitochondrial outer membrane enzyme kynurenine 3-hydroxylase (K3H) is an NADPH-dependent flavin mono-oxygenase involved in the tryptophan pathway, where it catalyzes the hydroxylation of kynurenine. K3H was transiently expressed in COS-1 cells as a glutathione S-transferase (GST) fusion protein, and the pure recombinant protein (rec-K3H) was obtained with a specific activity of about 2000 nmol.min-1.mg-1. Rec-K3H was shown to have an optimum pH at 7.5, to use NADPH more efficiently than NADH, and to contain one molecule of non-covalently bound FAD per molecule of enzyme. The mechanism of the rec-K3H-catalyzed reaction was investigated by overall initial-rate measurements, and a random mechanism in which combination of the enzyme with one substrate does not influence its affinity for the other is proposed. Further kinetic studies revealed that K3H activity was inhibited by both pyridoxal phosphate and Cl-, and that NADPH-catalyzed oxidation occurred even in the absence of kynurenine if 3-hydroxykynurenine was present, suggesting an uncoupling effect of 3-hydroxykynurenine with peroxide formation. This observation could be of clinical interest, as peroxide formation could explain the neurotoxicity of 3-hydroxykynurenine in vivo.


Asunto(s)
Oxigenasas de Función Mixta/metabolismo , Animales , Células COS , Cloruros/metabolismo , Cloruros/farmacología , Flavina-Adenina Dinucleótido/metabolismo , Humanos , Concentración de Iones de Hidrógeno , Iones , Cinética , Quinurenina/análogos & derivados , Quinurenina/metabolismo , Quinurenina 3-Monooxigenasa , Oxigenasas de Función Mixta/antagonistas & inhibidores , Oxigenasas de Función Mixta/genética , Oxigenasas de Función Mixta/aislamiento & purificación , Peso Molecular , NAD/metabolismo , NADP/metabolismo , NADPH Oxidasas/metabolismo , Oxidación-Reducción , Peróxidos/metabolismo , Fosfato de Piridoxal/metabolismo , Fosfato de Piridoxal/farmacología , Proteínas Recombinantes de Fusión/antagonistas & inhibidores , Proteínas Recombinantes de Fusión/genética , Proteínas Recombinantes de Fusión/aislamiento & purificación , Proteínas Recombinantes de Fusión/metabolismo , Especificidad por Sustrato , Termodinámica , Transfección
8.
Eur J Biochem ; 266(3): 1166-73, 1999 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-10583414

RESUMEN

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.


Asunto(s)
Proteínas Tirosina Quinasas/química , Proteínas Tirosina Quinasas/metabolismo , Animales , Sitios de Unión/genética , Células COS , Dominio Catalítico/genética , Humanos , Técnicas In Vitro , Células Jurkat , Mutación , Fosforilación , Proteínas Tirosina Quinasas/genética , Receptores de Antígenos de Linfocitos T/metabolismo , Proteínas Recombinantes/química , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismo , Transducción de Señal , Transfección , Tirosina/metabolismo , Proteína Tirosina Quinasa ZAP-70 , Dominios Homologos src/genética
9.
J Biol Chem ; 274(10): 6285-94, 1999 Mar 05.
Artículo en Inglés | MEDLINE | ID: mdl-10037717

RESUMEN

Following T cell antigen receptor (TCR) engagement, the protein tyrosine kinase (PTK) ZAP-70 is rapidly phosphorylated on several tyrosine residues, presumably by two mechanisms: an autophosphorylation and a trans-phosphorylation by the Src-family PTK Lck. These events have been implicated in both positive and negative regulation of ZAP-70 activity and in coupling this PTK to downstream signaling pathways in T cells. We show here that Tyr315 and Tyr319 in the interdomain B of ZAP-70 are autophosphorylated in vitro and become phosphorylated in vivo upon TCR triggering. Moreover, by mutational analysis, we demonstrate that phosphorylation of Tyr319 is required for the positive regulation of ZAP-70 function. Indeed, overexpression in Jurkat cells and in a murine T cell hybridoma of a ZAP-70 mutant in which Tyr319 was replaced by phenylalanine (ZAP-70-Y319F) dramatically impaired anti-TCR-induced activation of the nuclear factor of activated T cells and interleukin-2 production, respectively. Surprisingly, an analogous mutation of Tyr315 had little or no effect. The inhibitory effect of ZAP-70-Y319F correlated with a substantial loss of its activation-induced tyrosine phosphorylation and up-regulation of catalytic activity, as well as with a decreased in vivo capacity to phosphorylate known ZAP-70 substrates, such as SLP-76 and LAT. Collectively, our data reveal the pivotal role of Tyr319 phosphorylation in the positive regulation of ZAP-70 and in TCR-mediated signaling.


Asunto(s)
Proteínas Tirosina Quinasas/inmunología , Receptores de Antígenos de Linfocitos T/inmunología , Transducción de Señal/inmunología , Linfocitos T/inmunología , Secuencia de Aminoácidos , Humanos , Células Jurkat , Datos de Secuencia Molecular , Fosforilación , Proteínas Tirosina Quinasas/química , Receptores de Antígenos de Linfocitos T/química , Tirosina/química , Tirosina/inmunología , Proteína Tirosina Quinasa ZAP-70
10.
J Biol Chem ; 273(32): 20487-93, 1998 Aug 07.
Artículo en Inglés | MEDLINE | ID: mdl-9685404

RESUMEN

The protein tyrosine kinase ZAP-70 plays a central role in T-cell activation. Following receptor engagement, ZAP-70 is recruited to the phosphorylated subunits of the T-cell antigen receptor (TCR). This event results in ZAP-70 activation and in association of ZAP-70 with a number of signaling proteins. Among these is the Shc adaptor, which couples the activated TCR to Ras. Shc interaction with ZAP-70 is mediated by the Shc PTB domain. The inhibitory effect of a Shc mutant containing the isolated PTB domain suggests that Shc interaction with ZAP-70 might be required for TCR signaling. Here, we show that a point mutation (Phe474) of the putative Shc binding site on ZAP-70, spanning tyrosine 474, prevented ZAP-70 interaction with Shc and the subsequent binding of Shc to phospho-zeta. Neither ZAP-70 catalytic activity nor the pattern of protein phosphorylation induced by TCR triggering was affected by this mutation. However expression of the Phe474 ZAP-70 mutant resulted in impaired TCR-dependent gene activation. ZAP-70 could effectively phosphorylate Shc in vitro. Only the CH domain, which contains the two Grb2 binding sites on Shc, was phosphorylated by ZAP-70. Both Grb2 binding sites were excellent substrates for ZAP-70. The data show that Tyr474 on ZAP-70 is required for TCR signaling and suggest that Shc association with ZAP-70 and the resulting phosphorylation of Shc might be an obligatory step in linking the activated TCR to the Ras pathway.


Asunto(s)
Proteínas Adaptadoras Transductoras de Señales , Proteínas Adaptadoras del Transporte Vesicular , Proteínas Nucleares , Proteínas Tirosina Quinasas/metabolismo , Proteínas/metabolismo , Receptores de Antígenos de Linfocitos T/fisiología , Tirosina/metabolismo , Sitios de Unión/genética , Proteínas de Unión al ADN/metabolismo , Activación Enzimática/fisiología , Proteína Adaptadora GRB2 , Regulación de la Expresión Génica/genética , Humanos , Células Jurkat , Factores de Transcripción NFATC , Fosforilación , Mutación Puntual/genética , Proteínas Tirosina Quinasas/fisiología , Proteínas/genética , Proteínas Adaptadoras de la Señalización Shc , Transducción de Señal/fisiología , Proteína Transformadora 1 que Contiene Dominios de Homología 2 de Src , Factores de Transcripción/metabolismo , Activación Transcripcional , Transfección/genética , Proteína Tirosina Quinasa ZAP-70 , Proteínas ras/metabolismo
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