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1.
Bioinformatics ; 30(24): 3561-6, 2014 Dec 15.
Artículo en Inglés | MEDLINE | ID: mdl-25172926

RESUMEN

MOTIVATION: Off-target interactions of a popular immunosuppressant Cyclosporine A (CSA) with several proteins besides its molecular target, cyclophilin A, are implicated in the activation of signaling pathways that lead to numerous side effects of this drug. RESULTS: Using structural human proteome and a novel algorithm for inverse ligand binding prediction, ILbind, we determined a comprehensive set of 100+ putative partners of CSA. We empirically show that predictive quality of ILbind is better compared with other available predictors for this compound. We linked the putative target proteins, which include many new partners of CSA, with cellular functions, canonical pathways and toxicities that are typical for patients who take this drug. We used complementary approaches (molecular docking, molecular dynamics, surface plasmon resonance binding analysis and enzymatic assays) to validate and characterize three novel CSA targets: calpain 2, caspase 3 and p38 MAP kinase 14. The three targets are involved in the apoptotic pathways, are interconnected and are implicated in nephrotoxicity.


Asunto(s)
Ciclosporina/química , Inmunosupresores/química , Proteómica/métodos , Algoritmos , Calpaína/química , Calpaína/metabolismo , Caspasa 3/química , Caspasa 3/metabolismo , Ciclosporina/metabolismo , Humanos , Inmunosupresores/metabolismo , Proteína Quinasa 14 Activada por Mitógenos/química , Proteína Quinasa 14 Activada por Mitógenos/metabolismo , Simulación del Acoplamiento Molecular , Proteoma/química , Transducción de Señal , Resonancia por Plasmón de Superficie
2.
Cell Mol Life Sci ; 71(8): 1477-504, 2014 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-23942625

RESUMEN

Intrinsic disorder (i.e., lack of a unique 3-D structure) is a common phenomenon, and many biologically active proteins are disordered as a whole, or contain long disordered regions. These intrinsically disordered proteins/regions constitute a significant part of all proteomes, and their functional repertoire is complementary to functions of ordered proteins. In fact, intrinsic disorder represents an important driving force for many specific functions. An illustrative example of such disorder-centric functional class is RNA-binding proteins. In this study, we present the results of comprehensive bioinformatics analyses of the abundance and roles of intrinsic disorder in 3,411 ribosomal proteins from 32 species. We show that many ribosomal proteins are intrinsically disordered or hybrid proteins that contain ordered and disordered domains. Predicted globular domains of many ribosomal proteins contain noticeable regions of intrinsic disorder. We also show that disorder in ribosomal proteins has different characteristics compared to other proteins that interact with RNA and DNA including overall abundance, evolutionary conservation, and involvement in protein-protein interactions. Furthermore, intrinsic disorder is not only abundant in the ribosomal proteins, but we demonstrate that it is absolutely necessary for their various functions.


Asunto(s)
Proteínas Intrínsecamente Desordenadas/genética , Proteínas Intrínsecamente Desordenadas/metabolismo , Modelos Moleculares , Conformación Proteica , Proteínas de Unión al ARN/metabolismo , Proteínas Ribosómicas/metabolismo , Ribosomas/metabolismo , Aminoácidos/análisis , Archaea/genética , Bacterias/genética , Biología Computacional , Secuencia Conservada/genética , Bases de Datos de Proteínas , Eucariontes/genética , Evolución Molecular , Estructura Terciaria de Proteína/genética , Proteínas de Unión al ARN/genética , Proteínas Ribosómicas/genética , Especificidad de la Especie
3.
Bioinformatics ; 28(12): i75-83, 2012 Jun 15.
Artículo en Inglés | MEDLINE | ID: mdl-22689782

RESUMEN

MOTIVATION: Molecular recognition features (MoRFs) are short binding regions located within longer intrinsically disordered regions that bind to protein partners via disorder-to-order transitions. MoRFs are implicated in important processes including signaling and regulation. However, only a limited number of experimentally validated MoRFs is known, which motivates development of computational methods that predict MoRFs from protein chains. RESULTS: We introduce a new MoRF predictor, MoRFpred, which identifies all MoRF types (α, ß, coil and complex). We develop a comprehensive dataset of annotated MoRFs to build and empirically compare our method. MoRFpred utilizes a novel design in which annotations generated by sequence alignment are fused with predictions generated by a Support Vector Machine (SVM), which uses a custom designed set of sequence-derived features. The features provide information about evolutionary profiles, selected physiochemical properties of amino acids, and predicted disorder, solvent accessibility and B-factors. Empirical evaluation on several datasets shows that MoRFpred outperforms related methods: α-MoRF-Pred that predicts α-MoRFs and ANCHOR which finds disordered regions that become ordered when bound to a globular partner. We show that our predicted (new) MoRF regions have non-random sequence similarity with native MoRFs. We use this observation along with the fact that predictions with higher probability are more accurate to identify putative MoRF regions. We also identify a few sequence-derived hallmarks of MoRFs. They are characterized by dips in the disorder predictions and higher hydrophobicity and stability when compared to adjacent (in the chain) residues. AVAILABILITY: http://biomine.ece.ualberta.ca/MoRFpred/; http://biomine.ece.ualberta.ca/MoRFpred/Supplement.pdf.


Asunto(s)
Biología Computacional/métodos , Proteínas/análisis , Alineación de Secuencia , Aminoácidos , Sitios de Unión , Interacciones Hidrofóbicas e Hidrofílicas , Anotación de Secuencia Molecular , Estructura Secundaria de Proteína , Máquina de Vectores de Soporte
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