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1.
J Med Chem ; 64(10): 6706-6719, 2021 05 27.
Artículo en Inglés | MEDLINE | ID: mdl-34006103

RESUMEN

Cryptococcosis is an invasive infection that accounts for 15% of AIDS-related fatalities. Still, treating cryptococcosis remains a significant challenge due to the poor availability of effective antifungal therapies and emergence of drug resistance. Interestingly, protease inhibitor components of antiretroviral therapy regimens have shown some clinical benefits in these opportunistic infections. We investigated Major aspartyl peptidase 1 (May1), a secreted Cryptococcus neoformans protease, as a possible target for the development of drugs that act against both fungal and retroviral aspartyl proteases. Here, we describe the biochemical characterization of May1, present its high-resolution X-ray structure, and provide its substrate specificity analysis. Through combinatorial screening of 11,520 compounds, we identified a potent inhibitor of May1 and HIV protease. This dual-specificity inhibitor exhibits antifungal activity in yeast culture, low cytotoxicity, and low off-target activity against host proteases and could thus serve as a lead compound for further development of May1 and HIV protease inhibitors.


Asunto(s)
Antifúngicos/química , Proteasas de Ácido Aspártico/antagonistas & inhibidores , Cryptococcus neoformans/enzimología , Proteínas Fúngicas/antagonistas & inhibidores , Antifúngicos/metabolismo , Antifúngicos/farmacología , Proteasas de Ácido Aspártico/genética , Proteasas de Ácido Aspártico/metabolismo , Sitios de Unión , Dominio Catalítico , Cristalografía por Rayos X , Evaluación Preclínica de Medicamentos , Proteínas Fúngicas/genética , Proteínas Fúngicas/metabolismo , Hongos/efectos de los fármacos , VIH/enzimología , Proteasa del VIH/química , Proteasa del VIH/metabolismo , Simulación de Dinámica Molecular , Proteínas Recombinantes/biosíntesis , Proteínas Recombinantes/química , Proteínas Recombinantes/aislamiento & purificación , Relación Estructura-Actividad , Especificidad por Sustrato
2.
Molecules ; 24(24)2019 Dec 11.
Artículo en Inglés | MEDLINE | ID: mdl-31835661

RESUMEN

In this study, we isolated nine compounds from the acid hydrolysate of the flower buds of Lonicera fulvotomentosa Hsu et S. C. Cheng and characterized their chemical structures using 1H-NMR, 13C-NMR, and electron ionization mass spectroscopy (EI-MS). These compounds were identified as ß-sitosterol (1), 5,5'-dibutoxy-2,2'-bifuran (2), nonacosane-10-ol (3), ethyl (3ß)-3,23-dihydroxyolean-12-en-28-oate (4), oleanolic acid (5), ethyl caffeate (6), caffeic acid (7), isovanillin (8), and hederagenin (9), with 4 as a new triterpene compound. Inhibitory activity against human immunodeficiency virus (HIV) protease was also evaluated for the compounds, and only ethyl caffeate, caffeic acid, and isovanillin (6, 7, and 8) exhibited inhibitory effects, with IC50 values of 1.0 µM, 1.5 µM, and 3.5 µM, respectively. Molecular docking with energy minimization and subsequent molecular dynamic (MD) simulation showed that ethyl caffeate and caffeic acid bound to the active site of HIV protease, while isovanillin drifted out from the active site and dissociated into bulk water during MD simulations, and most of the binding residues of HIV protease have been previously identified for HIV protease inhibitors. These results suggest that caffeic acid derivatives may possess inhibitory activities towards HIV protease other than previously reported inhibitory activities against HIV integrase, and thus ethyl caffeate and caffeic acid could be used as lead compounds in developing potential HIV protease inhibitors, and possibly even dual-function inhibitors against HIV.


Asunto(s)
Inhibidores de la Proteasa del VIH/farmacología , Proteasa del VIH/metabolismo , VIH-1/enzimología , Lonicera/química , Fitoquímicos/farmacología , Dominio Catalítico , Proteasa del VIH/química , Inhibidores de la Proteasa del VIH/química , Espectrometría de Masas , Simulación del Acoplamiento Molecular , Simulación de Dinámica Molecular , Estructura Molecular , Fitoquímicos/química , Extractos Vegetales/análisis
3.
Artículo en Inglés | MEDLINE | ID: mdl-31061155

RESUMEN

There is currently no specific therapeutics for the HIV-1-related central nervous system (CNS) complications. Here we report that three newly designed CNS-targeting HIV-1 protease inhibitors (PIs), GRL-083-13, GRL-084-13, and GRL-087-13, which contain a P1-3,5-bis-fluorophenyl or P1-para-monofluorophenyl ring, and P2-bis-tetrahydrofuran (bis-THF) or P2-tetrahydropyrano-tetrahydrofuran (Tp-THF), with a sulfonamide isostere, are highly active against wild-type HIV-1 strains and primary clinical isolates (50% effective concentration [EC50], 0.0002 to ∼0.003 µM), with minimal cytotoxicity. These CNS-targeting PIs efficiently suppressed the replication of HIV-1 variants (EC50, 0.002 to ∼0.047 µM) that had been selected to propagate at high concentrations of conventional HIV-1 PIs. Such CNS-targeting PIs maintained their antiviral activity against HIV-2ROD as well as multidrug-resistant clinical HIV-1 variants isolated from AIDS patients who no longer responded to existing antiviral regimens after long-term therapy. Long-term drug selection experiments revealed that the emergence of resistant-HIV-1 against these CNS-targeting PIs was substantially delayed. In addition, the CNS-targeting PIs showed the most favorable CNS penetration properties among the tested compounds, including various FDA-approved anti-HIV-1 drugs, as assessed with the in vitro blood-brain barrier reconstruction system. Crystallographic analysis demonstrated that the bicyclic rings at the P2 moiety of the CNS-targeting PIs form strong hydrogen-bond interactions with HIV-1 protease (PR) active site. Moreover, both the P1-3,5-bis-fluorophenyl and P1-para-monofluorophenyl rings sustain greater van der Waals contacts with PR than in the case of darunavir (DRV). The data suggest that the present CNS-targeting PIs have desirable features for treating patients infected with wild-type and/or multidrug-resistant HIV-1 strains and might serve as promising preventive and/or therapeutic candidates for HIV-1-associated neurocognitive disorders (HAND) and other CNS complications.


Asunto(s)
Enfermedades Virales del Sistema Nervioso Central/tratamiento farmacológico , Infecciones por VIH/tratamiento farmacológico , Inhibidores de la Proteasa del VIH/química , Inhibidores de la Proteasa del VIH/farmacología , VIH-1/efectos de los fármacos , Animales , Astrocitos/efectos de los fármacos , Astrocitos/virología , Barrera Hematoencefálica/efectos de los fármacos , Dominio Catalítico , Enfermedades Virales del Sistema Nervioso Central/virología , Cristalografía por Rayos X , Evaluación Preclínica de Medicamentos/métodos , Farmacorresistencia Viral/efectos de los fármacos , Infecciones por VIH/complicaciones , Infecciones por VIH/virología , Proteasa del VIH/química , Proteasa del VIH/metabolismo , VIH-1/aislamiento & purificación , VIH-1/fisiología , VIH-2/efectos de los fármacos , Humanos , Ratas , Sulfonamidas/química , Replicación Viral/efectos de los fármacos
4.
J Mol Biol ; 430(24): 5182-5195, 2018 12 07.
Artículo en Inglés | MEDLINE | ID: mdl-30414407

RESUMEN

Retroviral proteases (PRs) have a unique specificity that allows cleavage of sites with or without a P1' proline. A P1' proline is required at the MA/CA cleavage site due to its role in a post-cleavage conformational change in the capsid protein. However, the HIV-1 PR prefers to have large hydrophobic amino acids flanking the scissile bond, suggesting that PR recognizes two different classes of substrate sequences. We analyzed the cleavage rate of over 150 combinations of six different HIV-1 cleavage sites to explore rate determinants of cleavage. We found that cleavage rates are strongly influenced by the two amino acids flanking the amino acids at the scissile bond (P2-P1/P1'-P2'), with two complementary sets of rules. When P1' is proline, the P2 side chain interacts with a polar region in the S2 subsite of the PR, while the P2' amino acid interacts with a hydrophobic region of the S2' subsite. When P1' is not proline, the orientations of the P2 and P2' side chains with respect to the scissile bond are reversed; P2 residues interact with a hydrophobic face of the S2 subsite, while the P2' amino acid usually engages hydrophilic amino acids in the S2' subsite. These results reveal that the HIV-1 PR has evolved bi-functional S2 and S2' subsites to accommodate the steric effects imposed by a P1' proline on the orientation of P2 and P2' substrate side chains. These results also suggest a new strategy for inhibitor design to engage the multiple specificities in these subsites.


Asunto(s)
Aminoácidos/metabolismo , Proteasa del VIH/química , Proteasa del VIH/metabolismo , VIH-1/enzimología , Sitios de Unión , Interacciones Hidrofóbicas e Hidrofílicas , Cinética , Modelos Moleculares , Prolina/metabolismo , Conformación Proteica , Proteolisis , Especificidad por Sustrato
5.
J Biochem Mol Toxicol ; 32(11): e22215, 2018 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-30194790

RESUMEN

Garlic has been used as a traditional medicine to treat various diseases. Garlic reduces the risk of some diseases. This protective effect is due to the organosulfur compounds of garlic. The aim of this study was to investigate the inhibition effects of garlic-derived compounds on human immunodeficiency virus type 1 (HIV-1) and as the most important anti-HIV-1 medicine. The activation of saquinavir is believed to be the principal mechanism behind the protective effects of HIV-1. Our theoretical calculations are performed for blood phase by using the density functional theory for the main compounds of garlic. The chemical activity and solubility of ajoene and the mainly derived compounds of garlic as theoretical calculations are important for the medical research comparing with the other compounds of the garlic. The theoretical calculations have helped us to determine which active ingredient of the garlic having inhibition effects on HIV-1 and saquinavir.


Asunto(s)
Fármacos Anti-VIH/farmacología , Ajo/química , Inhibidores de la Proteasa del VIH/farmacología , Proteasa del VIH/metabolismo , VIH-1/efectos de los fármacos , Fitoquímicos/farmacología , Saquinavir/antagonistas & inhibidores , Fármacos Anti-VIH/química , Antioxidantes/química , Antioxidantes/farmacología , Dominio Catalítico , Biología Computacional , Teoría Funcional de la Densidad , Disulfuros/química , Disulfuros/farmacología , Interacciones Farmacológicas , Sinergismo Farmacológico , Proteasa del VIH/química , Inhibidores de la Proteasa del VIH/química , VIH-1/enzimología , Simulación del Acoplamiento Molecular , Fitoquímicos/química , Saquinavir/agonistas , Saquinavir/química , Saquinavir/farmacología , Solubilidad , Sulfóxidos
6.
Sci Rep ; 8(1): 4202, 2018 03 09.
Artículo en Inglés | MEDLINE | ID: mdl-29523802

RESUMEN

Polygonumins A, a new compound, was isolated from the stem of Polygonum minus. Based on NMR results, the compound's structure is identical to that of vanicoside A, comprising four phenylpropanoid ester units and a sucrose unit. The structure differences were located at C-3″″'. The cytotoxic activity of polygonumins A was evaluated on several cancer cell lines by a cell viability assay using tetrazolium dye 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT). The compound showed the highest antiproliferative (p < 0.05) activities against K562 (Human Leukaemia Cell Line), MCF7 (Human breast adenocarcinoma cell line), and HCT116 (Colorectal cancer cells) cells. Cytotoxic studies against V79-4 cells were carried out and showed that polygonumins A was toxic at 50 µg/ml, suggesting that this compound may be used as an anticancer drug without affecting normal cells. Polygonumins A also showed promising activity as an HIV-1 protease inhibitor with 56% relative inhibition. Molecular docking results indicated that the compound possesses high binding affinity towards the HIV protease over the low binding free energy range of -10.5 to -11.3 kcal/mol. P. minus is used in Malaysian traditional medicine for the treatment of tumour cells. This is the first report on the use of P. minus as an HIV-1 protease inhibitor.


Asunto(s)
Antineoplásicos Fitogénicos/química , Antineoplásicos Fitogénicos/farmacología , Inhibidores de la Proteasa del VIH/química , Inhibidores de la Proteasa del VIH/farmacología , Tallos de la Planta/química , Polygonum/química , Antineoplásicos Fitogénicos/aislamiento & purificación , Antineoplásicos Fitogénicos/metabolismo , Línea Celular Tumoral , Proliferación Celular/efectos de los fármacos , Supervivencia Celular/efectos de los fármacos , Cinamatos/química , Proteasa del VIH/química , Proteasa del VIH/metabolismo , Inhibidores de la Proteasa del VIH/aislamiento & purificación , Inhibidores de la Proteasa del VIH/metabolismo , Humanos , Microscopía Electrónica de Transmisión de Rastreo , Simulación del Acoplamiento Molecular , Dominios Proteicos
7.
Antimicrob Agents Chemother ; 60(12): 7046-7059, 2016 12.
Artículo en Inglés | MEDLINE | ID: mdl-27620483

RESUMEN

We report here that GRL-10413, a novel nonpeptidic HIV-1 protease inhibitor (PI) containing a modified P1 moiety and a hydroxyethylamine sulfonamide isostere, is highly active against laboratory HIV-1 strains and primary clinical isolates (50% effective concentration [EC50] of 0.00035 to 0.0018 µM), with minimal cytotoxicity (50% cytotoxic concentration [CC50] = 35.7 µM). GRL-10413 blocked the infectivity and replication of HIV-1NL4-3 variants selected by use of atazanavir, lopinavir, or amprenavir (APV) at concentrations of up to 5 µM (EC50 = 0.0021 to 0.0023 µM). GRL-10413 also maintained its strong antiviral activity against multidrug-resistant clinical HIV-1 variants isolated from patients who no longer responded to various antiviral regimens after long-term antiretroviral therapy. The development of resistance against GRL-10413 was significantly delayed compared to that against APV. In addition, GRL-10413 showed favorable central nervous system (CNS) penetration properties as assessed with an in vitro blood-brain barrier (BBB) reconstruction system. Analysis of the crystal structure of HIV-1 protease in complex with GRL-10413 demonstrated that the modified P1 moiety of GRL-10413 has a greater hydrophobic surface area and makes greater van der Waals contacts with active site amino acids of protease than in the case of darunavir. Moreover, the chlorine substituent in the P1 moiety interacts with protease in two distinct configurations. The present data demonstrate that GRL-10413 has desirable features for treating patients infected with wild-type and/or multidrug-resistant HIV-1 variants, with favorable CNS penetration capability, and that the newly modified P1 moiety may confer desirable features in designing novel anti-HIV-1 PIs.


Asunto(s)
Farmacorresistencia Viral Múltiple/efectos de los fármacos , Etilaminas/farmacología , Inhibidores de la Proteasa del VIH/química , Inhibidores de la Proteasa del VIH/farmacología , Proteasa del VIH/química , VIH-1/efectos de los fármacos , Sulfonamidas/farmacología , Animales , Barrera Hematoencefálica/efectos de los fármacos , Carbamatos/farmacología , Línea Celular , Sistema Nervioso Central/efectos de los fármacos , Sistema Nervioso Central/virología , Cristalografía por Rayos X , Darunavir/farmacología , Evaluación Preclínica de Medicamentos/métodos , Farmacorresistencia Viral Múltiple/genética , Etilaminas/química , Furanos , Proteasa del VIH/metabolismo , VIH-1/genética , Humanos , Lopinavir/farmacología , Pruebas de Sensibilidad Microbiana , Péptidos/química , Péptidos/farmacología , Ratas , Relación Estructura-Actividad , Sulfonamidas/química , Replicación Viral/efectos de los fármacos
8.
Anal Biochem ; 513: 1-6, 2016 11 15.
Artículo en Inglés | MEDLINE | ID: mdl-27567994

RESUMEN

The enthalpic and entropic contributions to the binding affinity of drug candidates have been acknowledged to be important determinants of the quality of a drug molecule. These quantities, usually summarized in the thermodynamic signature, provide a rapid assessment of the forces that drive the binding of a ligand. Having access to the thermodynamic signature in the early stages of the drug discovery process will provide critical information towards the selection of the best drug candidates for development. In this paper, the Enthalpy Screen technique is presented. The enthalpy screen allows fast and accurate determination of the binding enthalpy for hundreds of ligands. As such, it appears to be ideally suited to aid in the ranking of the hundreds of hits that are usually identified after standard high throughput screening.


Asunto(s)
Inhibidores de la Proteasa del VIH/química , Proteasa del VIH/química , VIH-1/enzimología , Termodinámica , Evaluación Preclínica de Medicamentos/métodos
9.
J Chem Inf Model ; 56(5): 915-23, 2016 05 23.
Artículo en Inglés | MEDLINE | ID: mdl-27082876

RESUMEN

The development of mutations in HIV-1 protease (PR) hinders the activity of antiretroviral drugs, forcing changes in drug prescription. Most resistance assessments used to date rely on expert-based rules on predefined sets of stereotypical mutations; such an information-driven approach cannot capture new polymorphisms or be applied for new drugs. Computational modeling could provide a more general assessment of drug resistance and could be made available to clinicians through the Internet. We have created a protocol involving sequence comparison and all-atom protein-ligand induced fit simulations to predict resistance at the molecular level. We first compared our predictions with the experimentally determined IC50 values of darunavir, amprenavir, ritonavir, and indinavir from reference PR mutants displaying different resistance levels. We then performed analyses on a large set of variants harboring more than 10 mutations. Finally, several sequences from real patients were analyzed for amprenavir and darunavir. Our computational approach detected all of the genotype changes triggering high-level resistance, even those involving a large number of mutations.


Asunto(s)
Biología Computacional/métodos , Evaluación Preclínica de Medicamentos/métodos , Farmacorresistencia Viral/efectos de los fármacos , Inhibidores de la Proteasa del VIH/farmacología , Proteasa del VIH/metabolismo , VIH-1/efectos de los fármacos , VIH-1/enzimología , Secuencia de Aminoácidos , Carbamatos/farmacología , Darunavir/farmacología , Furanos , Proteasa del VIH/química , Proteasa del VIH/genética , Humanos , Concentración 50 Inhibidora , Modelos Moleculares , Mutación , Multimerización de Proteína , Estructura Cuaternaria de Proteína , Sulfonamidas/farmacología
10.
J Chem Inf Model ; 55(7): 1400-12, 2015 Jul 27.
Artículo en Inglés | MEDLINE | ID: mdl-25993532

RESUMEN

Human immunodeficiency virus (HIV) protease inhibitors (PIs) are important components of highly active anti-retroviral therapy (HAART) that block the catalytic site of HIV protease, thus preventing maturation of the HIV virion. However, with two decades of PI prescriptions in clinical practice, drug-resistant HIV mutants have now been found for all of the PI drugs. Therefore, the continuous development of new PI drugs is crucial both to combat the existing drug-resistant HIV strains and to provide treatments for future patients. Here we purpose an HIV PI drug design strategy to select candidate PIs with binding energy distributions dominated by interactions with conserved protease residues in both wild-type and various drug-resistant mutants. On the basis of this strategy, we have constructed a virtual screening pipeline including combinatorial library construction, combinatorial docking, MM/GBSA-based rescoring, and reranking on the basis of the binding energy distribution. We have tested our strategy on lopinavir by modifying its two functional groups. From an initial 751 689 candidate molecules, 18 candidate inhibitors were selected using the pipeline for experimental validation. IC50 measurements and drug resistance predictions successfully identified two ligands with both HIV protease inhibitor activity and an improved drug resistance profile on 2382 HIV mutants. This study provides a proof of concept for the integration of MM/GBSA energy analysis and drug resistance information at the stage of virtual screening and sheds light on future HIV drug design and the use of virtual screening to combat drug resistance.


Asunto(s)
Fármacos Anti-VIH/farmacología , Evaluación Preclínica de Medicamentos/métodos , Farmacorresistencia Viral/efectos de los fármacos , Inhibidores de la Proteasa del VIH/farmacología , Proteasa del VIH/metabolismo , VIH-1/efectos de los fármacos , VIH-1/enzimología , Fármacos Anti-VIH/química , Proteasa del VIH/química , Inhibidores de la Proteasa del VIH/química , Ligandos , Simulación de Dinámica Molecular , Conformación Proteica , Termodinámica , Interfaz Usuario-Computador
11.
ChemMedChem ; 10(1): 107-15, 2015 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-25336073

RESUMEN

The structure-based design, synthesis, biological evaluation, and X-ray structural studies of fluorine-containing HIV-1 protease inhibitors are described. The synthesis of both enantiomers of the gem-difluoro-bis-THF ligands was carried out in a stereoselective manner using a Reformatskii-Claisen reaction as the key step. Optically active ligands were converted into protease inhibitors. Two of these inhibitors, (3R,3aS,6aS)-4,4-difluorohexahydrofuro[2,3-b]furan-3-yl(2S,3R)-3-hydroxy-4-((N-isobutyl-4-methoxyphenyl)sulfonamido)-1-phenylbutan-2-yl) carbamate (3) and (3R,3aS,6aS)-4,4-difluorohexahydrofuro[2,3-b]furan-3-yl(2S,3R)-3-hydroxy-4-((N-isobutyl-4-aminophenyl)sulfonamido)phenylbutan-2-yl) carbamate (4), exhibited HIV-1 protease inhibitory Ki values in the picomolar range. Both 3 and 4 showed very potent antiviral activity, with respective EC50 values of 0.8 and 3.1 nM against the laboratory strain HIV-1LAI . The two inhibitors exhibited better lipophilicity profiles than darunavir, and also showed much improved blood-brain barrier permeability in an in vitro model. A high-resolution X-ray structure of inhibitor 4 in complex with HIV-1 protease was determined, revealing that the fluorinated ligand makes extensive interactions with the S2 subsite of HIV-1 protease, including hydrogen bonding interactions with the protease backbone atoms. Moreover, both fluorine atoms on the bis-THF ligand formed strong interactions with the flap Gly 48 carbonyl oxygen atom.


Asunto(s)
Diseño de Fármacos , Furanos/química , Inhibidores de la Proteasa del VIH/síntesis química , Proteasa del VIH/química , VIH-1/enzimología , Sitios de Unión , Barrera Hematoencefálica/metabolismo , Cristalografía por Rayos X , Evaluación Preclínica de Medicamentos , Furanos/metabolismo , Furanos/farmacología , Genotipo , Proteasa del VIH/metabolismo , Inhibidores de la Proteasa del VIH/metabolismo , Inhibidores de la Proteasa del VIH/farmacología , VIH-1/efectos de los fármacos , VIH-1/genética , Humanos , Enlace de Hidrógeno , Cinética , Ligandos , Simulación de Dinámica Molecular , Estructura Terciaria de Proteína , Estereoisomerismo
12.
Methods Mol Biol ; 1215: 425-44, 2015.
Artículo en Inglés | MEDLINE | ID: mdl-25330974

RESUMEN

The availability of 3D models of both drug leads (small molecule ligands) and drug targets (proteins) is essential to molecular docking and computational drug discovery. This chapter describes a simple approach that can be used to identify both drug leads and drug targets using two popular Web-accessible databases: (1) DrugBank and (2) The Human Metabolome Database. First, it is illustrated how putative drug targets and drug leads for exogenous diseases (i.e., infectious diseases) can be readily identified and their 3D structures selected using only the genomic sequences from pathogenic bacteria or viruses as input. The second part illustrates how putative drug targets and drug leads for endogenous diseases (i.e., noninfectious diseases or chronic conditions) can be identified using similar databases and similar sequence input. This chapter is intended to illustrate how bioinformatics and cheminformatics can work synergistically to help provide the necessary inputs for computer-aided drug design.


Asunto(s)
Sistemas de Liberación de Medicamentos , Diseño de Fármacos , Evaluación Preclínica de Medicamentos , Simulación del Acoplamiento Molecular , Interfaz Usuario-Computador , Secuencia de Aminoácidos , Antineoplásicos/análisis , Antineoplásicos/uso terapéutico , Antivirales/análisis , Antivirales/química , Antivirales/farmacología , Bases de Datos como Asunto , Proteasa del VIH/química , Humanos , Masculino , Metaboloma , Datos de Secuencia Molecular , Neoplasias de la Próstata/tratamiento farmacológico
13.
J Phys Chem B ; 119(3): 976-88, 2015 Jan 22.
Artículo en Inglés | MEDLINE | ID: mdl-25189630

RESUMEN

Molecular docking is a powerful tool used in drug discovery and structural biology for predicting the structures of ligand-receptor complexes. However, the accuracy of docking calculations can be limited by factors such as the neglect of protein reorganization in the scoring function; as a result, ligand screening can produce a high rate of false positive hits. Although absolute binding free energy methods still have difficulty in accurately rank-ordering binders, we believe that they can be fruitfully employed to distinguish binders from nonbinders and reduce the false positive rate. Here we study a set of ligands that dock favorably to a newly discovered, potentially allosteric site on the flap of HIV-1 protease. Fragment binding to this site stabilizes a closed form of protease, which could be exploited for the design of allosteric inhibitors. Twenty-three top-ranked protein-ligand complexes from AutoDock were subject to the free energy screening using two methods, the recently developed binding energy analysis method (BEDAM) and the standard double decoupling method (DDM). Free energy calculations correctly identified most of the false positives (≥83%) and recovered all the confirmed binders. The results show a gap averaging ≥3.7 kcal/mol, separating the binders and the false positives. We present a formula that decomposes the binding free energy into contributions from the receptor conformational macrostates, which provides insights into the roles of different binding modes. Our binding free energy component analysis further suggests that improving the treatment for the desolvation penalty associated with the unfulfilled polar groups could reduce the rate of false positive hits in docking. The current study demonstrates that the combination of docking with free energy methods can be very useful for more accurate ligand screening against valuable drug targets.


Asunto(s)
Proteasa del VIH/química , Proteasa del VIH/metabolismo , Simulación del Acoplamiento Molecular , Sitios de Unión , Evaluación Preclínica de Medicamentos , Ligandos , Unión Proteica , Conformación Proteica , Termodinámica
14.
Biomed Res Int ; 2014: 325959, 2014.
Artículo en Inglés | MEDLINE | ID: mdl-24812613

RESUMEN

The receptor-ligand interaction evaluation is one important step in rational drug design. The databases that provide the structures of the ligands are growing on a daily basis. This makes it impossible to test all the ligands for a target receptor. Hence, a ligand selection before testing the ligands is needed. One possible approach is to evaluate a set of molecular descriptors. With the aim of describing the characteristics of promising compounds for a specific receptor we introduce a data warehouse-based infrastructure to mine molecular descriptors for virtual screening (VS). We performed experiments that consider as target the receptor HIV-1 protease and different compounds for this protein. A set of 9 molecular descriptors are taken as the predictive attributes and the free energy of binding is taken as a target attribute. By applying the J48 algorithm over the data we obtain decision tree models that achieved up to 84% of accuracy. The models indicate which molecular descriptors and their respective values are relevant to influence good FEB results. Using their rules we performed ligand selection on ZINC database. Our results show important reduction in ligands selection to be applied in VS experiments; for instance, the best selection model picked only 0.21% of the total amount of drug-like ligands.


Asunto(s)
Minería de Datos , Evaluación Preclínica de Medicamentos , Interfaz Usuario-Computador , Árboles de Decisión , Proteasa del VIH/química , Ligandos , Modelos Moleculares , Reproducibilidad de los Resultados
15.
J Recept Signal Transduct Res ; 34(6): 456-7, 2014 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-24846583

RESUMEN

Nature has been the best source of medicines for a long time. Many plant extracts have been used as drugs. Juglone occurs in all parts of the Juglandaceae family and is found extensively in the black walnut plants. It possesses antifungal, antimalarial, antibacterial and antiviral properties besides exhibiting cytotoxic effects. Juglone has gained interest by the researchers for its anticancer properties. This article elucidates the antiviral activity of the Juglone by the computational method.


Asunto(s)
Antivirales/química , Proteasa del VIH/química , Proteasa del VIH/ultraestructura , Modelos Químicos , Simulación del Acoplamiento Molecular/métodos , Naftoquinonas/química , Inhibidores de Proteasas/química , Sitios de Unión , Simulación por Computador , Diseño de Fármacos , Activación Enzimática , Extractos Vegetales/química , Unión Proteica
16.
Chem Biol Drug Des ; 83(2): 141-8, 2014 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-23998903

RESUMEN

A library of 68 brominated fragments was screened against a new crystal form of inhibited HIV-1 protease in order to probe surface sites in soaking experiments. Often, fragments are weak binders with partial occupancy, resulting in weak, difficult-to-fit electron density. The use of a brominated fragment library addresses this challenge, as bromine can be located unequivocally via anomalous scattering. Data collection was carried out in an automated fashion using AutoDrug at SSRL. Novel hits were identified in the known surface sites: 3-bromo-2,6-dimethoxybenzoic acid (Br6) in the flap site and 1-bromo-2-naphthoic acid (Br27) in the exosite, expanding the chemistry of known fragments for development of higher affinity potential allosteric inhibitors. At the same time, mapping the binding sites of a number of weaker binding Br-fragments provides further insight into the nature of these surface pockets.


Asunto(s)
Bromo/química , Proteasa del VIH/química , VIH-1/enzimología , Inhibidores de Proteasas/química , Bibliotecas de Moléculas Pequeñas/química , Regulación Alostérica , Sitios de Unión , Cristalografía por Rayos X , Evaluación Preclínica de Medicamentos , Proteasa del VIH/genética , Proteasa del VIH/metabolismo , Humanos , Éteres de Hidroxibenzoatos/química , Simulación del Acoplamiento Molecular , Naftalenos/química , Inhibidores de Proteasas/metabolismo , Unión Proteica , Estructura Terciaria de Proteína , Proteínas Recombinantes/biosíntesis , Proteínas Recombinantes/química , Proteínas Recombinantes/genética , Bibliotecas de Moléculas Pequeñas/metabolismo
17.
J Chem Inf Model ; 53(1): 114-22, 2013 Jan 28.
Artículo en Inglés | MEDLINE | ID: mdl-23259763

RESUMEN

Accurately ranking docking poses remains a great challenge in computer-aided drug design. In this study, we present an integrated approach called MIEC-SVM that combines structure modeling and statistical learning to characterize protein-ligand binding based on the complex structure generated from docking. Using the HIV-1 protease as a model system, we showed that MIEC-SVM can successfully rank the docking poses and consistently outperformed the state-of-art scoring functions when the true positives only account for 1% or 0.5% of all the compounds under consideration. More excitingly, we found that MIEC-SVM can achieve a significant enrichment in virtual screening even when trained on a set of known inhibitors as small as 50, especially when enhanced by a model average approach. Given these features of MIEC-SVM, we believe it provides a powerful tool for searching for and designing new drugs.


Asunto(s)
Inhibidores de la Proteasa del VIH/metabolismo , Inhibidores de la Proteasa del VIH/farmacología , Proteasa del VIH/metabolismo , Bibliotecas de Moléculas Pequeñas/metabolismo , Bibliotecas de Moléculas Pequeñas/farmacología , Interfaz Usuario-Computador , Evaluación Preclínica de Medicamentos , Proteasa del VIH/química , Inhibidores de la Proteasa del VIH/química , VIH-1/enzimología , Interacciones Hidrofóbicas e Hidrofílicas , Ligandos , Simulación del Acoplamiento Molecular , Conformación Proteica , Bibliotecas de Moléculas Pequeñas/química , Solventes/química , Máquina de Vectores de Soporte , Termodinámica
18.
PLoS One ; 5(8): e11955, 2010 Aug 04.
Artículo en Inglés | MEDLINE | ID: mdl-20694138

RESUMEN

BACKGROUND: The AutoDock family of software has been widely used in protein-ligand docking research. This study compares AutoDock 4 and AutoDock Vina in the context of virtual screening by using these programs to select compounds active against HIV protease. METHODOLOGY/PRINCIPAL FINDINGS: Both programs were used to rank the members of two chemical libraries, each containing experimentally verified binders to HIV protease. In the case of the NCI Diversity Set II, both AutoDock 4 and Vina were able to select active compounds significantly better than random (AUC = 0.69 and 0.68, respectively; p<0.001). The binding energy predictions were highly correlated in this case, with r = 0.63 and iota = 0.82. For a set of larger, more flexible compounds from the Directory of Universal Decoys, the binding energy predictions were not correlated, and only Vina was able to rank compounds significantly better than random. CONCLUSIONS/SIGNIFICANCE: In ranking smaller molecules with few rotatable bonds, AutoDock 4 and Vina were equally capable, though both exhibited a size-related bias in scoring. However, as Vina executes more quickly and is able to more accurately rank larger molecules, researchers should look to it first when undertaking a virtual screen.


Asunto(s)
Evaluación Preclínica de Medicamentos/métodos , Inhibidores de la Proteasa del VIH/farmacología , Proteasa del VIH/metabolismo , Programas Informáticos , Interfaz Usuario-Computador , Área Bajo la Curva , Fluorometría , Proteasa del VIH/química , Inhibidores de la Proteasa del VIH/química , Inhibidores de la Proteasa del VIH/metabolismo , Ligandos , Modelos Moleculares , National Cancer Institute (U.S.) , Conformación Proteica , Curva ROC , Bibliotecas de Moléculas Pequeñas/química , Bibliotecas de Moléculas Pequeñas/metabolismo , Bibliotecas de Moléculas Pequeñas/farmacología , Termodinámica , Estados Unidos
19.
Curr Top Med Chem ; 8(18): 1656-65, 2008.
Artículo en Inglés | MEDLINE | ID: mdl-19075772

RESUMEN

Good progress has been made to modernize traditional Chinese medicines by obtaining active components from natural herbs. In this review, some recent works on procuring active components and modernizing traditional Chinese medicines will be covered. In addition, some recent works on drug design using modern drug design tools have been described. With some well defined targets, the traditional Chinese medicine databases have been screened so as to identify those compounds for which the potential as a drug candidate was not known before. Among these studies, two have been selected as examples to be discussed in details. First, new anti-HIV candidates have been detected, namely leucovorin and agaritine derivatives. Subsequently, GTS-21 is proved to be a good candidate for Alzheimer's disease. All these findings may provide useful information for finding effective drug candidates with lower cost.


Asunto(s)
Medicamentos Herbarios Chinos/química , Secuencia de Aminoácidos , Fármacos Anti-VIH/química , Antimaláricos/química , Antioxidantes/química , Diseño de Fármacos , Proteasa del VIH/química , Proteasa del VIH/metabolismo , Medicina Tradicional China , Modelos Moleculares , Datos de Secuencia Molecular , Alineación de Secuencia
20.
J Med Chem ; 51(15): 4839-43, 2008 Aug 14.
Artículo en Inglés | MEDLINE | ID: mdl-18598016

RESUMEN

HIV protease (PR) is a prime target for rational anti-HIV drug design. We have previously identified icosahedral metallacarboranes as a novel class of nonpeptidic protease inhibitors. Now we show that substituted metallacarboranes are potent and specific competitive inhibitors of drug-resistant HIV PRs prepared either by site-directed mutagenesis or cloned from HIV-positive patients. Molecular modeling explains the inhibition profile of metallacarboranes by their unconventional binding mode.


Asunto(s)
Compuestos de Boro/química , Compuestos de Boro/farmacología , Farmacorresistencia Viral/efectos de los fármacos , Inhibidores de la Proteasa del VIH/química , Inhibidores de la Proteasa del VIH/farmacología , Proteasa del VIH/metabolismo , Metales/química , Cristalografía por Rayos X , Proteasa del VIH/química , Proteasa del VIH/genética , VIH-1/efectos de los fármacos , VIH-1/enzimología , Modelos Moleculares , Estructura Molecular , Mutación/genética
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