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1.
Angew Chem Int Ed Engl ; 59(38): 16536-16543, 2020 09 14.
Artigo em Inglês | MEDLINE | ID: mdl-32542862

RESUMO

We present a robust protocol based on iterations of free energy perturbation (FEP) calculations, chemical synthesis, biophysical mapping and X-ray crystallography to reveal the binding mode of an antagonist series to the A2A adenosine receptor (AR). Eight A2A AR binding site mutations from biophysical mapping experiments were initially analyzed with sidechain FEP simulations, performed on alternate binding modes. The results distinctively supported one binding mode, which was subsequently used to design new chromone derivatives. Their affinities for the A2A AR were experimentally determined and investigated through a cycle of ligand-FEP calculations, validating the binding orientation of the different chemical substituents proposed. Subsequent X-ray crystallography of the A2A AR with a low and a high affinity chromone derivative confirmed the predicted binding orientation. The new molecules and structures here reported were driven by free energy calculations, and provide new insights on antagonist binding to the A2A AR, an emerging target in immuno-oncology.


Assuntos
Antagonistas de Receptores Purinérgicos P1/química , Receptor A2A de Adenosina/química , Termodinâmica , Sítios de Ligação/efeitos dos fármacos , Cristalografia por Raios X , Humanos , Modelos Moleculares , Estrutura Molecular , Antagonistas de Receptores Purinérgicos P1/farmacologia , Receptor A2A de Adenosina/metabolismo
2.
J Med Chem ; 63(14): 7906-7920, 2020 07 23.
Artigo em Inglês | MEDLINE | ID: mdl-32558564

RESUMO

Structure-based drug design enabled the discovery of 8, HTL22562, a calcitonin gene-related peptide (CGRP) receptor antagonist. The structure of 8 complexed with the CGRP receptor was determined at a 1.6 Å resolution. Compound 8 is a highly potent, selective, metabolically stable, and soluble compound suitable for a range of administration routes that have the potential to provide rapid systemic exposures with resultant high levels of receptor coverage (e.g., subcutaneous). The low lipophilicity coupled with a low anticipated clinically efficacious plasma exposure for migraine also suggests a reduced potential for hepatotoxicity. These properties have led to 8 being selected as a clinical candidate for acute treatment of migraine.


Assuntos
Antagonistas do Receptor do Peptídeo Relacionado ao Gene de Calcitonina/farmacologia , Indazóis/farmacologia , Receptores de Peptídeo Relacionado com o Gene de Calcitonina/metabolismo , Compostos de Espiro/farmacologia , Animais , Sítios de Ligação , Antagonistas do Receptor do Peptídeo Relacionado ao Gene de Calcitonina/síntese química , Antagonistas do Receptor do Peptídeo Relacionado ao Gene de Calcitonina/metabolismo , Antagonistas do Receptor do Peptídeo Relacionado ao Gene de Calcitonina/toxicidade , Cães , Desenho de Fármacos , Humanos , Indazóis/síntese química , Indazóis/metabolismo , Indazóis/toxicidade , Macaca fascicularis , Transtornos de Enxaqueca/tratamento farmacológico , Simulação de Acoplamento Molecular , Estrutura Molecular , Ratos , Compostos de Espiro/síntese química , Compostos de Espiro/metabolismo , Compostos de Espiro/toxicidade , Relação Estrutura-Atividade
3.
J Chem Inf Model ; 60(11): 5563-5579, 2020 11 23.
Artigo em Inglês | MEDLINE | ID: mdl-32539374

RESUMO

The computational prediction of relative binding free energies is a crucial goal for drug discovery, and G protein-coupled receptors (GPCRs) are arguably the most important drug target class. However, they present increased complexity to model compared to soluble globular proteins. Despite breakthroughs, experimental X-ray crystal and cryo-EM structures are challenging to attain, meaning computational models of the receptor and ligand binding mode are sometimes necessary. This leads to uncertainty in understanding ligand-protein binding induced changes such as, water positioning and displacement, side chain positioning, hydrogen bond networks, and the overall structure of the hydration shell around the ligand and protein. In other words, the very elements that define structure activity relationships (SARs) and are crucial for accurate binding free energy calculations are typically more uncertain for GPCRs. In this work we use free energy perturbation (FEP) to predict the relative binding free energies for ligands of two different GPCRs. We pinpoint the key aspects for success such as the important role of key water molecules, amino acid ionization states, and the benefit of equilibration with specific ligands. Initial calculations following typical FEP setup and execution protocols delivered no correlation with experiment, but we show how results are improved in a logical and systematic way. This approach gave, in the best cases, a coefficient of determination (R2) compared with experiment in the range of 0.6-0.9 and mean unsigned errors compared to experiment of 0.6-0.7 kcal/mol. We anticipate that our findings will be applicable to other difficult-to-model protein ligand data sets and be of wide interest for the community to continue improving FE binding energy predictions.


Assuntos
Receptores Acoplados a Proteínas G , Entropia , Ligantes , Ligação Proteica , Termodinâmica
4.
J Med Chem ; 63(4): 1528-1543, 2020 02 27.
Artigo em Inglês | MEDLINE | ID: mdl-31860301

RESUMO

The orexin system, which consists of the two G protein-coupled receptors OX1 and OX2, activated by the neuropeptides OX-A and OX-B, is firmly established as a key regulator of behavioral arousal, sleep, and wakefulness and has been an area of intense research effort over the past two decades. X-ray structures of the receptors in complex with 10 new antagonist ligands from diverse chemotypes are presented, which complement the existing structural information for the system and highlight the critical importance of lipophilic hotspots and water molecules for these peptidergic GPCR targets. Learnings from the structural information regarding the utility of pharmacophore models and how selectivity between OX1 and OX2 can be achieved are discussed.


Assuntos
Antagonistas dos Receptores de Orexina/metabolismo , Receptores de Orexina/metabolismo , Sítios de Ligação , Simulação por Computador , Cristalografia por Raios X , Células HEK293 , Humanos , Ligação de Hidrogênio , Interações Hidrofóbicas e Hidrofílicas , Ligantes , Antagonistas dos Receptores de Orexina/química , Receptores de Orexina/química
5.
Bioorg Med Chem Lett ; 29(20): 126611, 2019 10 15.
Artigo em Inglês | MEDLINE | ID: mdl-31447084

RESUMO

A series of novel allosteric antagonists of the GLP-1 receptor (GLP-1R), exemplified by HTL26119, are described. SBDD approaches were employed to identify HTL26119, exploiting structural understanding of the allosteric binding site of the closely related Glucagon receptor (GCGR) (Jazayeri et al., 2016) and the homology relationships between GCGR and GLP-1R. The region around residue C3476.36b of the GLP-1R receptor represents a key difference from GCGR and was targeted for selectivity for GLP-1R.


Assuntos
Receptor do Peptídeo Semelhante ao Glucagon 1/antagonistas & inibidores , Compostos Heterocíclicos/química , Regulação Alostérica/efeitos dos fármacos , Sítio Alostérico , Sequência de Aminoácidos , Desenho de Fármacos , Simulação de Acoplamento Molecular , Estrutura Molecular , Ligação Proteica , Receptores de Glucagon/antagonistas & inibidores , Transdução de Sinais , Relação Estrutura-Atividade
6.
J Chem Inf Model ; 59(6): 2830-2836, 2019 06 24.
Artigo em Inglês | MEDLINE | ID: mdl-31125224

RESUMO

Adenosine receptors are involved in many pathological conditions and are thus promising drug targets. However, developing drugs that target this GPCR subfamily is a challenging task. A number of drug candidates fail due to lack of selectivity which results in unwanted side effects. The extensive structural similarity of adenosine receptors complicates the design of selective ligands. The problem of selective targeting is a general concern in GPCRs, and in this respect adenosine receptors are a prototypical example. Here we use enhanced sampling simulations to decipher the determinants of selectivity of ligands in A2a and A1 adenosine receptors. Our model shows how small differences in the binding pocket and in the water network around the ligand can be leveraged to achieve selectivity.


Assuntos
Simulação de Dinâmica Molecular , Receptores Acoplados a Proteínas G/química , Receptores Acoplados a Proteínas G/metabolismo , Ligantes , Ligação Proteica , Conformação Proteica , Especificidade por Substrato
7.
Sci Rep ; 9(1): 6180, 2019 04 16.
Artigo em Inglês | MEDLINE | ID: mdl-30992500

RESUMO

Allosteric modulation of G protein-coupled receptors represent a promising mechanism of pharmacological intervention. Dramatic developments witnessed in the structural biology of membrane proteins continue to reveal that the binding sites of allosteric modulators are widely distributed, including along protein surfaces. Here we restrict consideration to intrahelical and intracellular sites together with allosteric conformational locks, and show that the protein mapping tools FTMap and FTSite identify 83% and 88% of such experimentally confirmed allosteric sites within the three strongest sites found. The methods were also able to find partially hidden allosteric sites that were not fully formed in X-ray structures crystallized in the absence of allosteric ligands. These results confirm that the intrahelical sites capable of binding druglike allosteric modulators are among the strongest ligand recognition sites in a large fraction of GPCRs and suggest that both FTMap and FTSite are useful tools for identifying allosteric sites and to aid in the design of such compounds in a range of GPCR targets.


Assuntos
Sítio Alostérico , Receptores Acoplados a Proteínas G/química , Regulação Alostérica , Animais , Cristalografia por Raios X , Bases de Dados de Proteínas , Humanos , Ligantes , Modelos Moleculares , Conformação Proteica , Receptores Acoplados a Proteínas G/metabolismo
8.
J Med Chem ; 62(1): 207-222, 2019 01 10.
Artigo em Inglês | MEDLINE | ID: mdl-29455526

RESUMO

Two interesting new X-ray structures of negative allosteric modulator (NAM) ligands for the mGlu5 receptor, M-MPEP (3) and fenobam (4), are reported. The new structures show how the binding of the ligands induces different receptor water channel conformations to previously published structures. The structure of fenobam, where a urea replaces the acetylenic linker in M-MPEP and mavoglurant, reveals a binding mode where the ligand is rotated by 180° compared to a previously proposed docking model. The need for multiple ligand structures for accurate GPCR structure-based drug design is demonstrated by the different growing vectors identified for the head groups of M-MPEP and mavoglurant and by the unexpected water-mediated receptor interactions of a new chemotype represented by fenobam. The implications of the new structures for ligand design are discussed, with extensive analysis of the energetics of the water networks of both pseudoapo and bound structures providing a new design strategy for allosteric modulators.


Assuntos
Receptor de Glutamato Metabotrópico 5/química , Regulação Alostérica , Sítio Alostérico , Cristalografia por Raios X , Desenho de Fármacos , Humanos , Imidazóis/química , Imidazóis/metabolismo , Indóis/química , Indóis/metabolismo , Ligantes , Simulação de Acoplamento Molecular , Estrutura Terciária de Proteína , Piridinas/química , Piridinas/metabolismo , Receptor de Glutamato Metabotrópico 5/metabolismo , Tiazóis/química , Tiazóis/metabolismo , Água/química
9.
Methods Mol Biol ; 1705: 207-232, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29188565

RESUMO

The following chapter examines some of the current "state-of-the-art" tools for predicting, scoring, and examining explicit water molecules in proteins and protein/ligand complexes, highlighting some of the ways information can be readily examined in a manner that is useful in a drug discovery process.


Assuntos
Modelos Moleculares , Receptores Acoplados a Proteínas G/química , Água/química , Algoritmos , Descoberta de Drogas/métodos , Simulação de Acoplamento Molecular , Simulação de Dinâmica Molecular , Ligação Proteica , Relação Quantitativa Estrutura-Atividade , Software
11.
Nature ; 546(7657): 254-258, 2017 06 08.
Artigo em Inglês | MEDLINE | ID: mdl-28562585

RESUMO

Glucagon-like peptide 1 (GLP-1) regulates glucose homeostasis through the control of insulin release from the pancreas. GLP-1 peptide agonists are efficacious drugs for the treatment of diabetes. To gain insight into the molecular mechanism of action of GLP-1 peptides, here we report the crystal structure of the full-length GLP-1 receptor bound to a truncated peptide agonist. The peptide agonist retains an α-helical conformation as it sits deep within the receptor-binding pocket. The arrangement of the transmembrane helices reveals hallmarks of an active conformation similar to that observed in class A receptors. Guided by this structural information, we design peptide agonists with potent in vivo activity in a mouse model of diabetes.


Assuntos
Receptor do Peptídeo Semelhante ao Glucagon 1/agonistas , Receptor do Peptídeo Semelhante ao Glucagon 1/química , Peptídeos/química , Peptídeos/farmacologia , Animais , Sítios de Ligação , Cristalografia por Raios X , Relação Dose-Resposta a Droga , Receptor do Peptídeo Semelhante ao Glucagon 1/metabolismo , Humanos , Masculino , Camundongos , Modelos Moleculares , Peptídeos/metabolismo , Conformação Proteica , Ratos , Receptores de Hormônio Liberador da Corticotropina/química , Receptores de Glucagon/química
12.
In Silico Pharmacol ; 5(1): 16, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-29308352

RESUMO

Ligand-protein binding kinetic rates are growing in importance as parameters to consider in drug discovery and lead optimization. In this study we analysed using surface plasmon resonance (SPR) the transition state (TS) properties of a set of six adenosine A2A receptor inhibitors, belonging to both the xanthine and the triazolo-triazine scaffolds. SPR highlighted interesting differences among the ligands in the enthalpic and entropic components of the TS energy barriers for the binding and unbinding events. To better understand at a molecular level these differences, we developed suMetaD, a novel molecular dynamics (MD)-based approach combining supervised MD and metadynamics. This method allows simulation of the ligand unbinding and binding events. It also provides the system conformation corresponding to the highest energy barrier the ligand is required to overcome to reach the final state. For the six ligands evaluated in this study their TS thermodynamic properties were linked in particular to the role of water molecules in solvating/desolvating the pocket and the small molecules. suMetaD identified kinetic bottleneck conformations near the bound state position or in the vestibule area. In the first case the barrier is mainly enthalpic, requiring the breaking of strong interactions with the protein. In the vestibule TS location the kinetic bottleneck is instead mainly of entropic nature, linked to the solvent behaviour.

13.
Nature ; 540(7633): 462-465, 2016 12 15.
Artigo em Inglês | MEDLINE | ID: mdl-27926729

RESUMO

Chemokines and their G-protein-coupled receptors play a diverse role in immune defence by controlling the migration, activation and survival of immune cells. They are also involved in viral entry, tumour growth and metastasis and hence are important drug targets in a wide range of diseases. Despite very significant efforts by the pharmaceutical industry to develop drugs, with over 50 small-molecule drugs directed at the family entering clinical development, only two compounds have reached the market: maraviroc (CCR5) for HIV infection and plerixafor (CXCR4) for stem-cell mobilization. The high failure rate may in part be due to limited understanding of the mechanism of action of chemokine antagonists and an inability to optimize compounds in the absence of structural information. CC chemokine receptor type 9 (CCR9) activation by CCL25 plays a key role in leukocyte recruitment to the gut and represents a therapeutic target in inflammatory bowel disease. The selective CCR9 antagonist vercirnon progressed to phase 3 clinical trials in Crohn's disease but efficacy was limited, with the need for very high doses to block receptor activation. Here we report the crystal structure of the CCR9 receptor in complex with vercirnon at 2.8 Å resolution. Remarkably, vercirnon binds to the intracellular side of the receptor, exerting allosteric antagonism and preventing G-protein coupling. This binding site explains the need for relatively lipophilic ligands and describes another example of an allosteric site on G-protein-coupled receptors that can be targeted for drug design, not only at CCR9, but potentially extending to other chemokine receptors.


Assuntos
Receptores CCR/antagonistas & inibidores , Receptores CCR/química , Sulfonamidas/química , Sulfonamidas/farmacologia , Regulação Alostérica/efeitos dos fármacos , Sítio Alostérico/efeitos dos fármacos , Sítio Alostérico/genética , Sequência Conservada , Cristalografia por Raios X , Citoplasma/metabolismo , Desenho de Fármacos , Proteínas Heterotriméricas de Ligação ao GTP/antagonistas & inibidores , Proteínas Heterotriméricas de Ligação ao GTP/metabolismo , Humanos , Ligantes , Modelos Moleculares , Mutagênese , Receptores CCR/genética , Receptores CCR5/química , Receptores CXCR4/química
14.
J Med Chem ; 59(19): 9047-9061, 2016 10 13.
Artigo em Inglês | MEDLINE | ID: mdl-27643714

RESUMO

Developments in G protein-coupled receptor (GPCR) structural biology provide insights into GPCR-ligand binding. Compound 1 (4-(2-benzylphenoxy)piperidine) with high ligand efficiency for the histamine H1 receptor (H1R) was used to design derivatives to investigate the roles of (i) the amine-binding region, (ii) the upper and lower aromatic region, and (iii) binding site solvation. SAR analysis showed that the amine-binding region serves as the primary binding hot spot, preferably binding small tertiary amines. In silico prediction of water network energetics and mutagenesis studies indicated that the displacement of a water molecule from the amine-binding region is most likely responsible for the increased affinity of the N-methylated analog of 1. Deconstruction of 1 showed that the lower aromatic region serves as a secondary binding hot spot. This study demonstrates that an X-ray structure in combination with tool compounds, assessment of water energetics, and mutagenesis studies enables SAR exploration to map GPCR-ligand binding hot spots.


Assuntos
Desenho de Fármacos , Receptores Histamínicos H1/metabolismo , Bibliotecas de Moléculas Pequenas/química , Bibliotecas de Moléculas Pequenas/farmacologia , Aminas/química , Aminas/farmacologia , Sítios de Ligação , Cristalografia por Raios X , Células HEK293 , Humanos , Ligantes , Modelos Moleculares , Ligação Proteica , Receptores Histamínicos H1/química , Relação Estrutura-Atividade
15.
J Chem Inf Model ; 56(4): 642-51, 2016 04 25.
Artigo em Inglês | MEDLINE | ID: mdl-26958710

RESUMO

Virtual screening is routinely used to discover new ligands and in particular new ligand chemotypes for G protein-coupled receptors (GPCRs). To prepare for a virtual screen, we often tailor a docking protocol that will enable us to select the best candidates for further screening. To aid this, we created GPCR-Bench, a publically available docking benchmarking set in the spirit of the DUD and DUD-E reference data sets for validation studies, containing 25 nonredundant high-resolution GPCR costructures with an accompanying set of diverse ligands and computational decoy molecules for each target. Benchmarking sets are often used to compare docking protocols; however, it is important to evaluate docking methods not by "retrospective" hit rates but by the actual likelihood that they will produce novel prospective hits. Therefore, docking protocols must not only rank active molecules highly but also produce good poses that a chemist will select for purchase and screening. Currently, no simple objective machine-scriptable function exists that can do this; instead, docking hit lists must be subjectively examined in a consistent way to compare between docking methods. We present here a case study highlighting considerations we feel are of importance when evaluating a method, intended to be useful as a practitioners' guide.


Assuntos
Simulação de Acoplamento Molecular , Receptores A2 de Adenosina/química , Receptores A2 de Adenosina/metabolismo , Benchmarking , Bases de Dados de Proteínas , Avaliação Pré-Clínica de Medicamentos , Ligantes , Conformação Proteica , Interface Usuário-Computador , Água/metabolismo
16.
J Chem Inf Model ; 55(9): 1857-66, 2015 Sep 28.
Artigo em Inglês | MEDLINE | ID: mdl-26335976

RESUMO

The residence time of a ligand-protein complex is a crucial aspect in determining biological effect in vivo. Despite its importance, the prediction of ligand koff still remains challenging for modern computational chemistry. We have developed aMetaD, a fast and generally applicable computational protocol to predict ligand-protein unbinding events using a molecular dynamics (MD) method based on adiabatic-bias MD and metadynamics. This physics-based, fully flexible, and pose-dependent ligand scoring function evaluates the maximum energy (RTscore) required to move the ligand from the bound-state energy basin to the next. Unbinding trajectories are automatically analyzed and translated into atomic solvation factor (SF) values representing the water dynamics during the unbinding event. This novel computational protocol was initially tested on two M3 muscarinic receptor and two adenosine A2A receptor antagonists and then evaluated on a test set of 12 CRF1R ligands. The resulting RTscores were used successfully to classify ligands with different residence times. Additionally, the SF analysis was used to detect key differences in the degree of accessibility to water molecules during the predicted ligand unbinding events. The protocol provides actionable working hypotheses that are applicable in a drug discovery program for the rational optimization of ligand binding kinetics.


Assuntos
Proteínas/química , Receptores de Hormônio Liberador da Corticotropina/metabolismo , Água/química , Cristalização , Ligantes , Modelos Moleculares , Ligação Proteica , Receptores de Hormônio Liberador da Corticotropina/química , Solventes/química
17.
Drug Discov Today ; 20(11): 1355-64, 2015 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-26303408

RESUMO

X-ray structures of G protein-coupled receptors (GPCRs) have now been reported for more than 60 ligands and 20 receptors, including examples from GPCR classes A, B, C and F. The new structures show previously unobtainable details of interactions between GPCRs and ligands, including the roles of lipophilic regions and water molecules as key drivers of binding. In addition, the structures have revealed several surprising ligand-binding modes, including sites outside the orthosteric pocket. This new information is dramatically changing the way we approach GPCR drug discovery.


Assuntos
Desenho de Fármacos , Descoberta de Drogas/métodos , Receptores Acoplados a Proteínas G/química , Sítios de Ligação , Humanos , Ligantes , Ligação Proteica , Receptores Acoplados a Proteínas G/metabolismo
18.
Br J Pharmacol ; 171(13): 3132-45, 2014 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-24628305

RESUMO

Class B GPCRs of the secretin family are important drug targets in many human diseases including diabetes, neurodegeneration, cardiovascular disease and psychiatric disorders. X-ray crystal structures for the glucagon receptor and corticotropin-releasing factor receptor 1 have now been published. In this review, we analyse the new structures and how they compare with each other and with Class A and F receptors. We also consider the differences in druggability and possible similarity in the activation mechanisms. Finally, we discuss the potential for the design of small-molecule modulators for these important targets in drug discovery. This new structural insight allows, for the first time, structure-based drug design methods to be applied to Class B GPCRs.


Assuntos
Desenho de Fármacos , Receptores Acoplados a Proteínas G/química , Receptores dos Hormônios Gastrointestinais/química , Animais , Cristalografia por Raios X , Descoberta de Drogas/métodos , Humanos , Terapia de Alvo Molecular , Conformação Proteica , Receptores de Hormônio Liberador da Corticotropina/química , Receptores Acoplados a Proteínas G/efeitos dos fármacos , Receptores Acoplados a Proteínas G/metabolismo , Receptores dos Hormônios Gastrointestinais/efeitos dos fármacos , Receptores dos Hormônios Gastrointestinais/metabolismo , Receptores de Glucagon/química
19.
Pharmacol Ther ; 143(1): 51-60, 2014 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-24561131

RESUMO

Several new pairs of active and inactive GPCR structures have recently been solved enabling detailed structural insight into the activation process, not only of rhodopsin but now also of the ß2 adrenergic, M2 muscarinic and adenosine A2A receptors. Combined with structural analyses they have enabled us to examine the different recent theories proposed for GPCR activation and show that they are all indeed parts of the same process, and are intrinsically related through their effect on the central hydrophobic core of GPCRs. This new unifying general process of activation is consistent with the identification of known constitutively active mutants and an in-depth conservational analysis of significant residues implicated in the process.


Assuntos
Receptores Acoplados a Proteínas G/fisiologia , Animais , Humanos , Interações Hidrofóbicas e Hidrofílicas , Receptores Acoplados a Proteínas G/química , Relação Estrutura-Atividade
20.
J Chem Inf Model ; 53(7): 1700-13, 2013 Jul 22.
Artigo em Inglês | MEDLINE | ID: mdl-23725291

RESUMO

Recent efforts in the computational evaluation of the thermodynamic properties of water molecules have resulted in the development of promising new in silico methods to evaluate the role of water in ligand binding. These methods include WaterMap, SZMAP, GRID/CRY probe, and Grand Canonical Monte Carlo simulations. They allow the prediction of the position and relative free energy of the water molecule in the protein active site and the analysis of the perturbation of an explicit water network (WNP) as a consequence of ligand binding. We have for the first time extended these approaches toward the prediction of kinetics for small molecules and of relative free energy of binding with a focus on the perturbation of the water network and application to large diverse data sets. Our results support a qualitative correlation between the residence time of 12 related triazine adenosine A(2A) receptor antagonists and the number and position of high energy trapped solvent molecules. From a quantitative viewpoint, we successfully applied these computational techniques as an implicit solvent alternative, in linear combination with a molecular mechanics force field, to predict the relative ligand free energy of binding (WNP-MMSA). The applicability of this linear method, based on the thermodynamics additivity principle, did not extend to 375 diverse A(2A) receptor antagonists. However, a fast but effective method could be enabled by replacing the linear approach with a machine learning technique using probabilistic classification trees, which classified the binding affinity correctly for 90% of the ligands in the training set and 67% in the test set.


Assuntos
Antagonistas do Receptor A2 de Adenosina/metabolismo , Modelos Moleculares , Receptor A2A de Adenosina/metabolismo , Água/química , Antagonistas do Receptor A2 de Adenosina/química , Algoritmos , Cinética , Ligantes , Método de Monte Carlo , Probabilidade , Ligação Proteica , Conformação Proteica , Receptor A2A de Adenosina/química , Termodinâmica
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