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1.
PLoS Comput Biol ; 14(2): e1006021, 2018 02.
Artigo em Inglês | MEDLINE | ID: mdl-29489822

RESUMO

Hypoxia inducible factors (HIFs) are transcription factors belonging to the basic helix-loop-helix PER-ARNT-SIM (bHLH-PAS) protein family with a role in sensing oxygen levels in the cell. Under hypoxia, the HIF-α degradation pathway is blocked and dimerization with the aryl hydrocarbon receptor nuclear translocator (ARNT) makes HIF-α transcriptionally active. Due to the common hypoxic environment of tumors, inhibition of this mechanism by destabilization of HIF-α:ARNT dimerization has been proposed as a promising therapeutic strategy. Following the discovery of a druggable cavity within the PAS-B domain of HIF-2α, research efforts have been directed to identify artificial ligands that can impair heterodimerization. Although the crystallographic structures of the HIF-2α:ARNT complex have elucidated the dimer architecture and the 0X3-inhibitor placement within the HIF-2α PAS-B, unveiling the inhibition mechanism requires investigation of how ligand-induced perturbations could dynamically propagate through the structure and affect dimerization. To this end, we compared evolutionary features, intrinsic dynamics and energetic properties of the dimerization interfaces of HIF-2α:ARNT in both the apo and holo forms. Residue conservation analysis highlighted inter-domain connecting elements that have a role in dimerization. Analysis of domain contributions to the dimerization energy demonstrated the importance of bHLH and PAS-A of both partners and of HIF-2α PAS-B domain in dimer stabilization. Among quaternary structure oscillations revealed by Molecular Dynamics simulations, the hinge-bending motion of the ARNT PAS-B domain around the flexible PAS-A/PAS-B linker supports a general model for ARNT dimerization in different heterodimers. Comparison of the HIF-2α:ARNT dynamics in the apo and 0X3-bound forms indicated a model of inhibition where the HIF-2α-PAS-B interfaces are destabilised as a result of water-bridged ligand-protein interactions and these local effects allosterically propagate to perturb the correlated motions of the domains and inter-domain communication. These findings will guide the design of improved inhibitors to contrast cell survival in tumor masses.


Assuntos
Translocador Nuclear Receptor Aril Hidrocarboneto/química , Fatores de Transcrição Hélice-Alça-Hélice Básicos/química , Simulação de Dinâmica Molecular , Domínios Proteicos , Animais , Cristalografia por Raios X , Ligantes , Camundongos , Mutação , Oscilometria , Oxigênio/química , Ligação Proteica , Multimerização Proteica , Termodinâmica , Transcrição Gênica , Água/química
2.
PLoS Comput Biol ; 12(6): e1004981, 2016 06.
Artigo em Inglês | MEDLINE | ID: mdl-27295348

RESUMO

The Aryl hydrocarbon Receptor (AhR) is a transcription factor that mediates the biochemical response to xenobiotics and the toxic effects of a number of environmental contaminants, including dioxins. Recently, endogenous regulatory roles for the AhR in normal physiology and development have also been reported, thus extending the interest in understanding its molecular mechanisms of activation. Since dimerization with the AhR Nuclear Translocator (ARNT) protein, occurring through the Helix-Loop-Helix (HLH) and PER-ARNT-SIM (PAS) domains, is needed to convert the AhR into its transcriptionally active form, deciphering the AhR:ARNT dimerization mode would provide insights into the mechanisms of AhR transformation. Here we present homology models of the murine AhR:ARNT PAS domain dimer developed using recently available X-ray structures of other bHLH-PAS protein dimers. Due to the different reciprocal orientation and interaction surfaces in the different template dimers, two alternative models were developed for both the PAS-A and PAS-B dimers and they were characterized by combining a number of computational evaluations. Both well-established hot spot prediction methods and new approaches to analyze individual residue and residue-pairwise contributions to the MM-GBSA binding free energies were adopted to predict residues critical for dimer stabilization. On this basis, a mutagenesis strategy for both the murine AhR and ARNT proteins was designed and ligand-dependent DNA binding ability of the AhR:ARNT heterodimer mutants was evaluated. While functional analysis disfavored the HIF2α:ARNT heterodimer-based PAS-B model, most mutants derived from the CLOCK:BMAL1-based AhR:ARNT dimer models of both the PAS-A and the PAS-B dramatically decreased the levels of DNA binding, suggesting this latter model as the most suitable for describing AhR:ARNT dimerization. These novel results open new research directions focused at elucidating basic molecular mechanisms underlying the functional activity of the AhR.


Assuntos
Translocador Nuclear Receptor Aril Hidrocarboneto , Biologia Computacional/métodos , Modelos Moleculares , Domínios Proteicos , Receptores de Hidrocarboneto Arílico , Translocador Nuclear Receptor Aril Hidrocarboneto/química , Translocador Nuclear Receptor Aril Hidrocarboneto/genética , Translocador Nuclear Receptor Aril Hidrocarboneto/metabolismo , Humanos , Mutação , Receptores de Hidrocarboneto Arílico/química , Receptores de Hidrocarboneto Arílico/genética , Receptores de Hidrocarboneto Arílico/metabolismo
3.
Brief Bioinform ; 12(6): 588-600, 2011 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-22021901

RESUMO

miRNA target genes prediction represents a crucial step in miRNAs functional characterization. In this context, the challenging issue remains predictions accuracy and recognition of false positive results. In this article myMIR, a web based system for increasing reliability of miRNAs predicted targets lists, is presented. myMIR implements an integrated pipeline for computing ranked miRNA::target lists and provides annotations for narrowing them down. The system relies on knowledge base data, suitably integrated in order to extend the functional characterization of targeted genes to miRNAs, by highlighting the search on over-represented annotation terms. Validation results show a dramatic reduction in the quantity of predictions and an increase in the sensitivity, when compared to other methods. This improves the predictions accuracy and allows the formulation of novel hypotheses on miRNAs functional involvement.


Assuntos
Biologia Computacional/métodos , Genoma , MicroRNAs/química , Anotação de Sequência Molecular/métodos , Reprodutibilidade dos Testes , Software
4.
J Chem Inf Model ; 53(11): 2937-50, 2013 Nov 25.
Artigo em Inglês | MEDLINE | ID: mdl-24168661

RESUMO

Antibody affinity maturation is one of the fundamental processes of immune defense against invading pathogens. From the biological point of view, the clonal selection hypothesis represents the most accepted mechanism to explain how mutations increasing the affinity for target antigens are introduced and selected in antibody molecules. However, understanding at the molecular level how protein modifications, such as point mutation, can modify and modulate the affinity of an antibody for its antigen is still a major open issue in molecular biology. In this paper, we address various aspects of this problem by analyzing and comparing atomistic simulations of 17 variants of the bevacizumab antibody, all directed against the common target protein VEGF-A. In particular, we examine MD-based descriptors of the internal energetics and dynamics of mutated antibodies and their possible correlations with experimentally determined affinities for the antigens. Our results show that affinity improvement is correlated with a variation of the internal stabilization energy of the antibody molecule when bound to the antigen, compensated by the variation in the interaction energy between the antigen and the antibody, paralleled by an overall modulation of internal coordination within the antibody molecular structure. A possible model of the mechanism of rigidification and of the main residues involved is proposed. Overall, our results can help in understanding the molecular determinants of antigen recognition and have implications in the rational design of new antibodies with optimized affinities.


Assuntos
Anticorpos Monoclonais Humanizados/química , Afinidade de Anticorpos , Antígenos/química , Simulação de Dinâmica Molecular , Mutação , Fator A de Crescimento do Endotélio Vascular/química , Anticorpos Monoclonais Humanizados/genética , Anticorpos Monoclonais Humanizados/metabolismo , Antígenos/metabolismo , Bevacizumab , Sítios de Ligação de Anticorpos , Análise por Conglomerados , Humanos , Cinética , Ligação Proteica , Estrutura Terciária de Proteína , Termodinâmica , Fator A de Crescimento do Endotélio Vascular/metabolismo
5.
Mol Biosyst ; 13(5): 981-990, 2017 May 02.
Artigo em Inglês | MEDLINE | ID: mdl-28393157

RESUMO

Elucidation of the dimerization process of the aryl hydrocarbon receptor (AhR) with the AhR nuclear translocator (ARNT) is crucial for understanding the mechanisms underlying the functional activity of AhR, including mediation of the toxicity of environmental contaminants. In this work, for the first time a structural model of the AhR:ARNT dimer encompassing the entire bHLH-PASA-PASB domain region is proposed. It is developed by using a template-based modeling approach, relying on the recently available crystallographic structures of two dimers of homologous systems in the bHLH-PAS family of proteins: the CLOCK:BMAL1 and the HIF2α:ARNT heterodimers. The structural and energetic characteristics of the modeled AhR:ARNT protein-protein interface are determined by evaluating the variations in solvent accessible surface area, the total binding free energy and the per-residue free energy contributions obtained by the MM-GBSA method and the Energy Decomposition Analysis. The analyses of the intricate network of inter-domain interactions at the dimerization interfaces provide insights into the key determinants of dimerization. These are confirmed by comparison of the computational findings with the available experimental mutagenesis and functional analysis data. The results presented here on the AhR:ARNT dimer structure and interactions provide a framework to start analyzing the mechanism of AhR transformation into its functional DNA binding form.


Assuntos
Translocador Nuclear Receptor Aril Hidrocarboneto/química , Translocador Nuclear Receptor Aril Hidrocarboneto/metabolismo , Fatores de Transcrição Hélice-Alça-Hélice Básicos/química , Fatores de Transcrição Hélice-Alça-Hélice Básicos/metabolismo , Receptores de Hidrocarboneto Arílico/química , Receptores de Hidrocarboneto Arílico/metabolismo , Animais , Translocador Nuclear Receptor Aril Hidrocarboneto/genética , Fatores de Transcrição Hélice-Alça-Hélice Básicos/genética , Sítios de Ligação , Cristalografia por Raios X , Camundongos , Modelos Moleculares , Mutagênese , Ligação Proteica , Domínios Proteicos , Multimerização Proteica , Estrutura Terciária de Proteína , Receptores de Hidrocarboneto Arílico/genética , Homologia Estrutural de Proteína
6.
Curr Opin Toxicol ; 2: 42-49, 2017 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-28497129

RESUMO

Molecular modeling has given important contributions to elucidation of the main stages in the AhR signal transduction pathway. Despite the lack of experimentally determined structures of the AhR functional domains, information derived from homologous systems has been exploited for modeling their structure and interactions. Homology models of the AhR PASB domain have provided information on the binding cavity and contributed to elucidate species-specific differences in ligand binding. Molecular Docking simulations of the ligand binding process have given insights into differences in binding of diverse agonists, antagonists, and selective AhR modulators, and their application to virtual screening of large databases of compounds have allowed identification of novel AhR ligands. Recently available structural information on protein-protein and protein-DNA complexes of other bHLH-PAS systems has opened the way for modeling the AhR:ARNT dimer structure and investigating the mechanisms of AhR transformation and DNA binding. Future research directions should include simulation of the protein dynamics to obtain a more reliable description of intermolecular interactions involved in signal transmission.

7.
Methods Mol Biol ; 1348: 13-22, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26424259

RESUMO

Unraveling the molecular basis of immune recognition still represents a challenging task for current biological sciences, both in terms of theoretical knowledge and practical implications. Here, we describe the physical-chemistry methods and computational protocols for the prediction of antibody-binding epitopes and MHC-II loaded epitopes, starting from the atomic coordinates of antigenic proteins (PDB file). These concepts are the base of the Web tool BEPPE (Binding Epitope Prediction from Protein Energetics), a free service that returns a list of putative epitope sequences and related blast searches against the Uniprot human complete proteome. BEPPE can be employed for the study of the biophysical processes at the basis of the immune recognition, as well as for immunological purposes such as the rational design of biomarkers and targets for diagnostics, therapeutics, and vaccine discovery.


Assuntos
Epitopos de Linfócito B/química , Epitopos de Linfócito T/química , Modelos Moleculares , Relação Quantitativa Estrutura-Atividade , Anticorpos/química , Anticorpos/imunologia , Anticorpos/metabolismo , Biologia Computacional/métodos , Mapeamento de Epitopos/métodos , Epitopos de Linfócito B/imunologia , Epitopos de Linfócito B/metabolismo , Epitopos de Linfócito T/imunologia , Epitopos de Linfócito T/metabolismo , Humanos , Ligação Proteica , Software , Navegador
8.
J Phys Chem B ; 117(2): 535-52, 2013 Jan 17.
Artigo em Inglês | MEDLINE | ID: mdl-23240736

RESUMO

Antibody-antigen recognition plays a key role in the immune response against pathogens. Here, we have investigated various aspects of this problem by analyzing a large and diverse set of antibodies and their respective complexes with protein antigens through atomistic simulations. Common features of antibody response to the presence of antigens are elucidated by the analysis of the proteins' internal dynamics and coordination in different ligand states, combined with the analysis of the interaction networks implicated in the stabilization of functional structures. The use of a common structural reference reveals preferential changes in the dynamic coordination and intramolecular interaction networks induced by antigen binding and shared by all antibodies. Such changes propagate from the binding region through the whole immunoglobulin domains. Overall, complexed antibodies show more diffuse networks of nonbonded interactions and a general higher internal dynamic coordination, which preferentially involve the immunoglobulin (Ig) domains of the heavy chain. The combined results provide atomistic insights into the correlations between the modulation of conformational dynamics, structural stability, and allosteric signal transduction. In particular, the results suggest that specific networks of residues, shared among all the analyzed proteins, define the molecular pathways by which antibody structures respond to antigen binding. Our studies may have implications in practical use, such as the rational design of antibodies with specifically modulated antigen-binding affinities.


Assuntos
Anticorpos/química , Complexo Antígeno-Anticorpo/química , Antígenos/química , Animais , Anticorpos/imunologia , Antígenos/imunologia , Camundongos , Simulação de Dinâmica Molecular , Estrutura Terciária de Proteína
9.
Eur Neuropsychopharmacol ; 23(7): 602-11, 2013 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-22925464

RESUMO

MicroRNAs (miRNAs) are potent modulators of protein expression that play key roles in brain pathways regulating neurogenesis and synaptic plasticity. These small RNAs may be critical for the pathophysiology of mental disorders and may influence the effectiveness of psychotropic drugs. To investigate the possible involvement of miRNAs in the mechanism of action of antidepressants (AD), we conducted a whole-miRNome quantitative analysis with qRT-PCR of the changes in the blood of 10 depressed subjects after 12 weeks of treatment with escitalopram. Thirty miRNAs were differentially expressed after the AD treatment: 28 miRNAs were up-regulated, and 2 miRNAs were strongly down-regulated. miRNA target gene prediction and functional annotation analysis showed that there was a significant enrichment in several pathways associated with neuronal brain function (such as neuroactive ligand-receptor interaction, axon guidance, long-term potentiation and depression), supporting the hypothesis that the differentially regulated miRNAs may be involved in the AD mechanism.


Assuntos
Antidepressivos de Segunda Geração/farmacologia , Citalopram/farmacologia , Transtorno Depressivo Maior/tratamento farmacológico , Regulação da Expressão Gênica/efeitos dos fármacos , MicroRNAs/efeitos dos fármacos , Adolescente , Adulto , Idoso , Antidepressivos de Segunda Geração/uso terapêutico , Citalopram/uso terapêutico , Bases de Dados Genéticas , Transtorno Depressivo Maior/sangue , Feminino , Humanos , Masculino , MicroRNAs/sangue , Pessoa de Meia-Idade , Transdução de Sinais/genética
10.
J Mol Recognit ; 21(5): 348-54, 2008.
Artigo em Inglês | MEDLINE | ID: mdl-18654997

RESUMO

Chicken liver bile acid binding protein (cL-BABP) crystallizes with water molecules in its binding site. To obtain insights on the role of internal water, we performed two 100 ns molecular dynamics (MD) simulations in explicit solvent for cL-BABP, as apo form and as a complex with two molecules of cholic acid, and analyzed in detail the dynamics properties of all water molecules. The diffusion coefficients of the more persistent internal water molecules are significantly different from the bulk, but similar between the two protein forms. A different number of molecules and a different organization are observed for apo- and holo-cL-BABP. Most water molecules identified in the binding site of the apo-crystal diffuse to the bulk during the simulation. In contrast, almost all the internal waters of the holo-crystal maintain the same interactions with internal sidechains and ligands, which suggests they have a relevant role in protein-ligand molecular recognition. Only in the presence of these water molecules we were able to reproduce, by a classical molecular docking approach, the structure of the complex cL-BABP::cholic acid with a low ligand root mean square deviation (RMSD) with respect to its reference positioning. Literature data reported a conserved pattern of hydrogen bonds between a single water molecule and three amino acid residues of the binding site in a series of crystallized FABP. In cL-BABP, the interactions between this conserved water molecule and the three residues are present in the crystal of both apo- and holo-cL-BABP but are lost immediately after the start of molecular dynamics.


Assuntos
Proteínas de Transporte/química , Proteínas de Transporte/metabolismo , Colatos/metabolismo , Glicoproteínas de Membrana/química , Glicoproteínas de Membrana/metabolismo , Água/farmacologia , Motivos de Aminoácidos/fisiologia , Animais , Sítios de Ligação , Galinhas , Colatos/química , Cristalografia por Raios X , Cinética , Ligantes , Fígado/metabolismo , Modelos Moleculares , Ligação Proteica/efeitos dos fármacos , Água/química , Água/metabolismo
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