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1.
J Comput Chem ; 39(30): 2494-2507, 2018 11 15.
Artículo en Inglés | MEDLINE | ID: mdl-30368845

RESUMEN

We present osprey 3.0, a new and greatly improved release of the osprey protein design software. Osprey 3.0 features a convenient new Python interface, which greatly improves its ease of use. It is over two orders of magnitude faster than previous versions of osprey when running the same algorithms on the same hardware. Moreover, osprey 3.0 includes several new algorithms, which introduce substantial speedups as well as improved biophysical modeling. It also includes GPU support, which provides an additional speedup of over an order of magnitude. Like previous versions of osprey, osprey 3.0 offers a unique package of advantages over other design software, including provable design algorithms that account for continuous flexibility during design and model conformational entropy. Finally, we show here empirically that osprey 3.0 accurately predicts the effect of mutations on protein-protein binding. Osprey 3.0 is available at http://www.cs.duke.edu/donaldlab/osprey.php as free and open-source software. © 2018 Wiley Periodicals, Inc.


Asunto(s)
Conformación Proteica , Proteínas/química , Programas Informáticos , Algoritmos , Modelos Moleculares , Unión Proteica
2.
Mol Phylogenet Evol ; 125: 232-242, 2018 08.
Artículo en Inglés | MEDLINE | ID: mdl-29545110

RESUMEN

Ancient lakes are renowned for their exceptional diversity of endemic species. As model systems for the study of sympatric speciation, it is necessary to understand whether a given hypothesized species flock is of monophyletic or polyphyletic origin. Here, we present the first molecular characterization of the Hyalella (Crustacea: Amphipoda) species complex of Lake Titicaca, using COI and 28S DNA sequences, including samples from the connected Small and Large Lakes that comprise Lake Titicaca as well as from a broader survey of southern South American sites. At least five evolutionarily distant lineages are present within Lake Titicaca, which were estimated to have diverged from one another 12-20 MYA. These major lineages are dispersed throughout the broader South American Hyalella phylogeny, with each lineage representing at least one independent colonization of the lake. Moreover, complex genetic relationships are revealed between Lake Titicaca individuals and those from surrounding water bodies, which may be explained by repeated dispersal into and out of the lake, combined with parallel intralacustrine diversification within two separate clades. Although further work in deeper waters will be required to determine the number of species present and modes of diversification, our results strongly indicate that this amphipod species cloud is polyphyletic with a complex geographic history.


Asunto(s)
Anfípodos/fisiología , Lagos , Anfípodos/genética , Animales , Teorema de Bayes , Biodiversidad , Intervalos de Confianza , Especiación Genética , Geografía , Funciones de Verosimilitud , Filogenia , Especificidad de la Especie , Simpatría , Factores de Tiempo
3.
Proc Natl Acad Sci U S A ; 111(4): 1391-6, 2014 Jan 28.
Artículo en Inglés | MEDLINE | ID: mdl-24474763

RESUMEN

The membrane proximal external region (MPER) of HIV-1 glycoprotein (gp) 41 is involved in viral-host cell membrane fusion. It contains short amino acid sequences that are binding sites for the HIV-1 broadly neutralizing antibodies 2F5, 4E10, and 10E8, making these binding sites important targets for HIV-1 vaccine development. We report a high-resolution structure of a designed MPER trimer assembled on a detergent micelle. The NMR solution structure of this trimeric domain, designated gp41-M-MAT, shows that the three MPER peptides each adopt symmetric α-helical conformations exposing the amino acid side chains of the antibody binding sites. The helices are closely associated at their N termini, bend between the 2F5 and 4E10 epitopes, and gradually separate toward the C termini, where they associate with the membrane. The mAbs 2F5 and 4E10 bind gp41-M-MAT with nanomolar affinities, consistent with the substantial exposure of their respective epitopes in the trimer structure. The traditional structure determination of gp41-M-MAT using the Xplor-NIH protocol was validated by independently determining the structure using the DISCO sparse-data protocol, which exploits geometric arrangement algorithms that guarantee to compute all structures and assignments that satisfy the data.


Asunto(s)
Anticuerpos Neutralizantes/inmunología , Biopolímeros/inmunología , Proteína gp41 de Envoltorio del VIH/inmunología , VIH-1/inmunología , Secuencia de Aminoácidos , Anticuerpos Neutralizantes/química , Biopolímeros/química , Proteína gp41 de Envoltorio del VIH/química , Espectroscopía de Resonancia Magnética , Modelos Moleculares , Datos de Secuencia Molecular
4.
Proteins ; 83(4): 651-61, 2015 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-25620116

RESUMEN

Protein structure determination by NMR has predominantly relied on simulated annealing-based conformational search for a converged fold using primarily distance constraints, including constraints derived from nuclear Overhauser effects, paramagnetic relaxation enhancement, and cysteine crosslinkings. Although there is no guarantee that the converged fold represents the global minimum of the conformational space, it is generally accepted that good convergence is synonymous to the global minimum. Here, we show such a criterion breaks down in the presence of large numbers of ambiguous constraints from NMR experiments on homo-oligomeric protein complexes. A systematic evaluation of the conformational solutions that satisfy the NMR constraints of a trimeric membrane protein, DAGK, reveals 9 distinct folds, including the reported NMR and crystal structures. This result highlights the fundamental limitation of global fold determination for homo-oligomeric proteins using ambiguous distance constraints and provides a systematic solution for exhaustive enumeration of all satisfying solutions.


Asunto(s)
Espectroscopía de Resonancia Magnética , Modelos Moleculares , Subunidades de Proteína/química , Proteínas/química , Conformación Proteica , Pliegue de Proteína , Multimerización de Proteína , Subunidades de Proteína/metabolismo , Proteínas/metabolismo
5.
J Phys Chem B ; 123(49): 10441-10455, 2019 12 12.
Artículo en Inglés | MEDLINE | ID: mdl-31697075

RESUMEN

The CFTR-associated ligand PDZ domain (CALP) binds to the cystic fibrosis transmembrane conductance regulator (CFTR) and mediates lysosomal degradation of mature CFTR. Inhibition of this interaction has been explored as a therapeutic avenue for cystic fibrosis. Previously, we reported the ensemble-based computational design of a novel peptide inhibitor of CALP, which resulted in the most binding-efficient inhibitor to date. This inhibitor, kCAL01, was designed using osprey and evinced significant biological activity in in vitro cell-based assays. Here, we report a crystal structure of kCAL01 bound to CALP and compare structural features against iCAL36, a previously developed inhibitor of CALP. We compute side-chain energy landscapes for each structure to not only enable approximation of binding thermodynamics but also reveal ensemble features that contribute to the comparatively efficient binding of kCAL01. Finally, we compare the previously reported design ensemble for kCAL01 vs the new crystal structure and show that, despite small differences between the design model and crystal structure, significant biophysical features that enhance inhibitor binding are captured in the design ensemble. This suggests not only that ensemble-based design captured thermodynamically significant features observed in vitro, but also that a design eschewing ensembles would miss the kCAL01 sequence entirely.


Asunto(s)
Regulador de Conductancia de Transmembrana de Fibrosis Quística/antagonistas & inhibidores , Péptidos/farmacología , Termodinámica , Sitios de Unión/efectos de los fármacos , Fibrosis Quística/tratamiento farmacológico , Fibrosis Quística/metabolismo , Regulador de Conductancia de Transmembrana de Fibrosis Quística/metabolismo , Humanos , Ligandos , Modelos Moleculares , Péptidos/síntesis química , Péptidos/química
6.
J Mol Biol ; 430(18 Pt B): 3412-3426, 2018 09 14.
Artículo en Inglés | MEDLINE | ID: mdl-29924964

RESUMEN

The flexibility of biological macromolecules is an important structural determinant of function. Unfortunately, the correlations between different motional modes are poorly captured by discrete ensemble representations. Here, we present new ways to both represent and visualize correlated interdomain motions. Interdomain motions are determined directly from residual dipolar couplings, represented as a continuous conformational distribution, and visualized using the disk-on-sphere representation. Using the disk-on-sphere representation, features of interdomain motions, including correlations, are intuitively visualized. The representation works especially well for multidomain systems with broad conformational distributions.This analysis also can be extended to multiple probability density modes, using a Bingham mixture model. We use this new paradigm to study the interdomain motions of staphylococcal protein A, which is a key virulence factor contributing to the pathogenicity of Staphylococcus aureus. We capture the smooth transitions between important states and demonstrate the utility of continuous distribution functions for computing the reorientational components of binding thermodynamics. Such insights allow for the dissection of the dynamic structural components of functionally important intermolecular interactions.


Asunto(s)
Modelos Moleculares , Conformación Proteica , Dominios y Motivos de Interacción de Proteínas , Proteínas/química , Termodinámica , Resonancia Magnética Nuclear Biomolecular , Proteína Estafilocócica A/química
7.
PLoS One ; 9(5): e95843, 2014.
Artículo en Inglés | MEDLINE | ID: mdl-24835790

RESUMEN

Osteosarcoma is the most common malignancy of bone, and occurs most frequently in children and adolescents. Currently, the most reliable technique for determining a patients' prognosis is measurement of histopathologic tumor necrosis following pre-operative neo-adjuvant chemotherapy. Unfavourable prognosis is indicated by less than 90% estimated necrosis of the tumor. Neither genetic testing nor molecular biomarkers for diagnosis and prognosis have been described for osteosarcomas. We used the novel nanoString mRNA digital expression analysis system to analyse gene expression in 32 patients with sporadic paediatric osteosarcoma. This system used specific molecular barcodes to quantify expression of a set of 17 genes associated with osteosarcoma tumorigenesis. Five genes, from this panel, which encoded the bone differentiation regulator RUNX2, the cell cycle regulator CDC5L, the TP53 transcriptional inactivator MDM2, the DNA helicase RECQL4, and the cyclin-dependent kinase gene CDK4, were differentially expressed in tumors that responded poorly to neo-adjuvant chemotherapy. Analysis of the signalling relationships of these genes, as well as other expression markers of osteosarcoma, indicated that gene networks linked to RB1, TP53, PI3K, PTEN/Akt, myc and RECQL4 are associated with osteosarcoma. The discovery of these networks provides a basis for further experimental studies of role of the five genes (RUNX2, CDC5L, MDM2, RECQL4, and CDK4) in differential response to chemotherapy.


Asunto(s)
Quimioterapia/métodos , Regulación Neoplásica de la Expresión Génica/genética , Redes Reguladoras de Genes/genética , Marcadores Genéticos/genética , Terapia Neoadyuvante/métodos , Osteosarcoma/tratamiento farmacológico , Osteosarcoma/genética , Adolescente , Proteínas de Ciclo Celular/genética , Niño , Subunidad alfa 1 del Factor de Unión al Sitio Principal/genética , Quinasa 4 Dependiente de la Ciclina/genética , Femenino , Perfilación de la Expresión Génica/métodos , Humanos , Masculino , Proteínas Proto-Oncogénicas c-mdm2/genética , Proteínas de Unión al ARN/genética , RecQ Helicasas/genética , Resultado del Tratamiento
8.
Protein Sci ; 20(6): 970-85, 2011 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-21413097

RESUMEN

High-resolution structure determination of homo-oligomeric protein complexes remains a daunting task for NMR spectroscopists. Although isotope-filtered experiments allow separation of intermolecular NOEs from intramolecular NOEs and determination of the structure of each subunit within the oligomeric state, degenerate chemical shifts of equivalent nuclei from different subunits make it difficult to assign intermolecular NOEs to nuclei from specific pairs of subunits with certainty, hindering structural analysis of the oligomeric state. Here, we introduce a graphical method, DISCO, for the analysis of intermolecular distance restraints and structure determination of symmetric homo-oligomers using residual dipolar couplings. Based on knowledge that the symmetry axis of an oligomeric complex must be parallel to an eigenvector of the alignment tensor of residual dipolar couplings, we can represent distance restraints as annuli in a plane encoding the parameters of the symmetry axis. Oligomeric protein structures with the best restraint satisfaction correspond to regions of this plane with the greatest number of overlapping annuli. This graphical analysis yields a technique to characterize the complete set of oligomeric structures satisfying the distance restraints and to quantitatively evaluate the contribution of each distance restraint. We demonstrate our method for the trimeric E. coli diacylglycerol kinase, addressing the challenges in obtaining subunit assignments for distance restraints. We also demonstrate our method on a dimeric mutant of the immunoglobulin-binding domain B1 of streptococcal protein G to show the resilience of our method to ambiguous atom assignments. In both studies, DISCO computed oligomer structures with high accuracy despite using ambiguously assigned distance restraints.


Asunto(s)
Gráficos por Computador , Simulación por Computador , Modelos Moleculares , Resonancia Magnética Nuclear Biomolecular/métodos , Proteínas/química , Algoritmos , Proteínas Bacterianas/química , Diacilglicerol Quinasa/química , Escherichia coli/química , Conformación Proteica , Multimerización de Proteína , Estructura Terciaria de Proteína , Streptococcus/química
9.
J Comput Biol ; 18(11): 1507-23, 2011 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-22035328

RESUMEN

Nuclear magnetic resonance (NMR) spectroscopy is a primary tool to perform structural studies of proteins in physiologically-relevant solution conditions. Restraints on distances between pairs of nuclei in the protein, derived from the nuclear Overhauser effect (NOE), provide information about the structure of the protein in its folded state. NMR studies of symmetric protein homo-oligomers present a unique challenge. Using X-filtered NOESY experiments, it is possible to determine whether an NOE restrains a pair of protons across different subunits or within a single subunit, but current experimental techniques are unable to determine in which subunits the restrained protons lie. Consequently, it is difficult to assign NOEs to particular pairs of subunits with certainty, thus hindering the structural analysis of the oligomeric state. Computational approaches are needed to address this subunit ambiguity, but traditional solutions often rely on stochastic search coupled with simulated annealing and simulations of simplified molecular dynamics, which have many tunable parameters that must be chosen carefully and can also fail to report structures consistent with the experimental restraints. In addition, these traditional approaches rarely provide guarantees on running time or solution quality. We reduce the structure determination of homo-oligomers with cyclic symmetry to computing geometric arrangements of unions of annuli in a plane. Our algorithm, disco, runs in expected O(n²) time, where n is the number of distance restraints, potentially assigned ambiguously. disco is guaranteed to report the exact set of oligomer structures consistent with the distance restraints and also with orientational restraints from residual dipolar couplings (RDCs). We demonstrate our method using two symmetric protein complexes: the trimeric E. coli diacylglycerol kinase (DAGK) and a dimeric mutant of the immunoglobulin-binding domain B1 of streptococcal protein G (GB1). In both cases, disco computes oligomer structures with high precision and also finds distance restraints that are either mutually inconsistent or inconsistent with the RDCs. The entire protocol DISCO has been completely automated in a software package that is freely available and open-source at www.cs.duke.edu/donaldlab/software.php.


Asunto(s)
Algoritmos , Proteínas Bacterianas/química , Diacilglicerol Quinasa/química , Proteínas de Escherichia coli/química , Simulación por Computador , Disulfuros/química , Espectroscopía de Resonancia Magnética/métodos , Modelos Moleculares , Complejos Multiproteicos/química , Estructura Cuaternaria de Proteína
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