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1.
Eur J Med Chem ; 269: 116308, 2024 Apr 05.
Artículo en Inglés | MEDLINE | ID: mdl-38503166

RESUMEN

Plasmodium multi-resistance, including against artemisinin, seriously threatens malaria treatment and control. Hence, new drugs are urgently needed, ideally targeting different parasitic stages, which are not yet targeted by current drugs. The SUB1 protease is involved in both hepatic and blood stages due to its essential role in the egress of parasites from host cells, and, as potential new target, it would meet the above criteria. We report here the synthesis as well as the biological and structural evaluation of substrate-based α-ketoamide SUB1 pseudopeptidic inhibitors encompassing positions P4-P2'. By individually substituting each position of the reference compound 1 (MAM-117, Ac-Ile-Thr-Ala-AlaCO-Asp-Glu (Oall)-NH2), we better characterized the structural determinants for SUB1 binding. We first identified compound 8 with IC50 values of 50 and 570 nM against Pv- and PfSUB1, respectively (about 3.5-fold higher potency compared to 1). Compound 8 inhibited P. falciparum merozoite egress in culture by 37% at 100 µM. By increasing the overall hydrophobicity of the compounds, we could improve the PfSUB1 inhibition level and antiparasitic activity, as shown with compound 40 (IC50 values of 12 and 10 nM against Pv- and PfSUB1, respectively, IC50 value of 23 µM on P. falciparum merozoite egress). We also found that 8 was highly selective towards SUB1 over three mammalian serine peptidases, supporting the promising value of this compound. Finally, several crystal 3D-structures of SUB1-inhibitor complexes, including with 8, were solved at high resolution to decipher the binding mode of these compounds.


Asunto(s)
Antimaláricos , Malaria Falciparum , Malaria , Parásitos , Animales , Subtilisina/metabolismo , Secuencia de Aminoácidos , Plasmodium falciparum/metabolismo , Péptidos , Malaria Falciparum/parasitología , Serina Proteasas/metabolismo , Relación Estructura-Actividad , Antimaláricos/farmacología , Antimaláricos/química , Proteínas Protozoarias , Mamíferos/metabolismo
2.
Acta Crystallogr D Struct Biol ; 79(Pt 8): 721-734, 2023 Aug 01.
Artículo en Inglés | MEDLINE | ID: mdl-37428845

RESUMEN

The constant selection and propagation of multi-resistant Plasmodium sp. parasites require the identification of new antimalarial candidates involved in as-yet untargeted metabolic pathways. Subtilisin-like protease 1 (SUB1) belongs to a new generation of drug targets because it plays a crucial role during egress of the parasite from infected host cells at different stages of its life cycle. SUB1 is characterized by an unusual pro-region that tightly interacts with its cognate catalytic domain, thus precluding 3D structural analysis of enzyme-inhibitor complexes. In the present study, to overcome this limitation, stringent ionic conditions and controlled proteolysis of recombinant full-length P. vivax SUB1 were used to obtain crystals of an active and stable catalytic domain (PvS1Cat) without a pro-region. High-resolution 3D structures of PvS1Cat, alone and in complex with an α-ketoamide substrate-derived inhibitor (MAM-117), showed that, as expected, the catalytic serine of SUB1 formed a covalent bond with the α-keto group of the inhibitor. A network of hydrogen bonds and hydrophobic interactions stabilized the complex, including at the P1' and P2' positions of the inhibitor, although P' residues are usually less important in defining the substrate specificity of subtilisins. Moreover, when associated with a substrate-derived peptidomimetic inhibitor, the catalytic groove of SUB1 underwent significant structural changes, particularly in its S4 pocket. These findings pave the way for future strategies for the design of optimized SUB1-specific inhibitors that may define a novel class of antimalarial candidates.


Asunto(s)
Antimaláricos , Subtilisina , Plasmodium vivax , Antimaláricos/farmacología , Antimaláricos/química , Inhibidores Enzimáticos/farmacología , Proteínas Protozoarias/química
3.
Molecules ; 27(18)2022 Sep 10.
Artículo en Inglés | MEDLINE | ID: mdl-36144626

RESUMEN

Previous investigations of the Leishmania infantum eIF4A-like protein (LieIF4A) as a potential drug target delivered cholestanol derivatives inhibitors. Here, we investigated the mode of action of cholesterol derivatives as a novel scaffold structure of LieIF4A inhibitors on the RNA-dependent ATPase activity of LieIF4A and its mammalian ortholog (eIF4AI). We compared their biochemical effects on RNA-dependent ATPase activities of both proteins and investigated if rocaglamide, a known inhibitor of eIF4A, could affect LieIF4A as well. Kinetic measurements were conducted at different concentrations of ATP, of the compound and in the presence of saturating whole yeast RNA concentrations. Kinetic analyses showed different ATP binding affinities for the two enzymes as well as different sensitivities to 7-α-aminocholesterol and rocaglamide. The 7-α-aminocholesterol inhibited LieIF4A with a higher binding affinity relative to cholestanol analogs. Cholesterol, another tested sterol, had no effect on the ATPase activity of LieIF4A or eIF4AI. The 7-α-aminocholesterol demonstrated an anti-Leishmania activity on L. infantum promastigotes. Additionally, docking simulations explained the importance of the double bond between C5 and C6 in 7-α-aminocholesterol and the amino group in the C7 position. In conclusion, Leishmania and mammalian eIF4A proteins appeared to interact differently with effectors, thus making LieIF4A a potential drug against leishmaniases.


Asunto(s)
Factor 4A Eucariótico de Iniciación , Leishmania infantum , Adenosina Trifosfatasas/metabolismo , Adenosina Trifosfato/metabolismo , Animales , Colestanoles/metabolismo , Colesterol/metabolismo , Factor 4A Eucariótico de Iniciación/química , Factor 4A Eucariótico de Iniciación/genética , Factor 4A Eucariótico de Iniciación/metabolismo , Mamíferos/metabolismo , Ratones , Proteínas/metabolismo , ARN/metabolismo , Esteroles/metabolismo , Esteroles/farmacología
4.
J Glob Antimicrob Resist ; 28: 84-89, 2022 03.
Artículo en Inglés | MEDLINE | ID: mdl-34929377

RESUMEN

OBJECTIVES: Chagas disease, caused by the parasitic protozoan Trypanosoma cruzi, affects approximately 6-7 million people worldwide. There are limited available therapies and they exhibit low efficacy, often high toxicity in chronic cases and some drug resistance. In this study, our objective was to develop ester prodrugs that inhibit proline racemase (TcPRAC), a parasitic enzyme previously identified and characterised as a promising target because of its essential role in the parasite's life cycle and virulence, and to test their activity against T. cruzi. METHODS: Using structural bioinformatics, we modelled several functional intermediates of the catalytic site between the opened and closed conformations of TcPRAC based on its crystal structures in complex with its competitive inhibitor, pyrrole-2-carboxylic acid. Guided by these intermediates, which were later validated in cocrystals, we designed and evaluated numerous compounds and tested them enzymatically on live parasites and in mice with our quick and straightforward drug screening method, which is based on state-of-the-art bioluminescent T. cruzi parasites injected subcutaneously. RESULTS: Some of our novel compounds specifically inhibited racemase activity, as determined through biochemical assays, and covalently bound to TcPRAC. Furthermore, the corresponding ester prodrugs were effective in killing parasites in vitro. Bioluminescent T. cruzi assays in mice showed that JR1531, a TcPRAC inhibitor prodrug, can kill parasites in living animals, with boosted action when combined with low doses of benznidazole. CONCLUSION: This approach, based on TcPRAC inhibitor prodrugs in association with low doses of benznidazole, may lead to more effective, specific and non-toxic therapies against Chagas disease.


Asunto(s)
Enfermedad de Chagas , Parásitos , Profármacos , Trypanosoma cruzi , Isomerasas de Aminoácido , Animales , Enfermedad de Chagas/tratamiento farmacológico , Ésteres/farmacología , Ésteres/uso terapéutico , Humanos , Ratones , Nitroimidazoles , Profármacos/farmacología , Profármacos/uso terapéutico
5.
Chem Biol Drug Des ; 99(4): 513-526, 2022 04.
Artículo en Inglés | MEDLINE | ID: mdl-34918458

RESUMEN

Proline racemases (PRAC), catalyzing the l-proline and d-proline interconversion, are essential factors in eukaryotic pathogens such as Trypanosoma cruzi, Trypanosoma vivax, and Clostridioides difficile. If the discovery of irreversible inhibitors of T. cruzi PRAC (TcPRAC) led to innovative therapy of the Chagas disease, no inhibitors of CdPRAC have been discovered to date. However, C. difficile, due to an increased incidence in recent years, is considered as a major cause of health threat. In this work, we have taken into account the similarity between TcPRAC and CdPRAC enzymes to design new inhibitors of CdPRAC. Starting from (E) 4-oxopent-2-enoic acid TcPRAC irreversible inhibitors, we synthesized 4-aryl substituted analogs and evaluated their CdPRAC enzymatic inhibition against eleven strains of C. difficile. This study resulted in promising candidates and allowed for identification of (E)-4-(3-bromothiophen-2-yl)-4-oxobut-2-enoic acid 20 that was chosen for complementary in vivo studies and did not reveal in vivo toxicity.


Asunto(s)
Isomerasas de Aminoácido , Antibacterianos , Clostridioides difficile , Isomerasas de Aminoácido/antagonistas & inhibidores , Antibacterianos/farmacología , Clostridioides difficile/efectos de los fármacos , Prolina
6.
Front Mol Biosci ; 7: 586544, 2020.
Artículo en Inglés | MEDLINE | ID: mdl-33344505

RESUMEN

Molecular dynamics (MD) simulations have been recorded on the complex between the edema factor (EF) of Bacilllus anthracis and calmodulin (CaM), starting from a structure with the orthosteric inhibitor adefovir bound in the EF catalytic site. The starting structure has been destabilized by alternately suppressing different co-factors, such as adefovir ligand or ions, revealing several long-distance correlations between the conformation of CaM, the geometry of the CaM/EF interface, the enzymatic site and the overall organization of the complex. An allosteric communication between CaM/EF interface and the EF catalytic site, highlighted by these correlations, was confirmed by several bioinformatics approaches from the literature. A network of hydrogen bonds and stacking interactions extending from the helix V of of CaM, and the residues of the switches A, B and C, and connecting to catalytic site residues, is a plausible candidate for the mediation of allosteric communication. The greatest variability in volume between the different MD conditions was also found for cavities present at the EF/CaM interface and in the EF catalytic site. The similarity between the predictions from literature and the volume variability might introduce the volume variability as new descriptor of allostery.

7.
Cell Microbiol ; 22(7): e13213, 2020 07.
Artículo en Inglés | MEDLINE | ID: mdl-32353188

RESUMEN

Numerous bacterial toxins exert their activity by inactivating or modulating a specific intracellular host target. For this purpose, these toxins have developed efficient strategies to overcome the different host cell defences including specific binding to cell surface, internalisation, passage through the endosome or plasma membrane, exploiting intracellular trafficking and addressing to intracellular targets. Several intracellularly active toxins deliver an active domain into the cytosol that interacts with a target localised to the inner face of the plasma membrane. Thus, the large clostridial glucosylating toxins (LCGTs) target Rho/Ras-GTPases, certain virulence factors of Gram negative bacteria, Rho-GTPases, while Pasteurella multocida toxin (PMT) targets trimeric G-proteins. Others such as botulinum neurotoxins and tetanus neurotoxin have their substrate on synaptic vesicle membrane. LCGTs, PMT, and certain virulence factors from Vibrio sp. show a particular structure constituted of a four-helix bundle membrane (4HBM) protruding from the catalytic site that specifically binds to the membrane phospholipids and then trap the catalytic domain at the proximity of the membrane anchored substrate. Structural and functional analysis indicate that the 4HBM tip of the Clostridium sordellii lethal toxin (TcsL) from the LCGT family contain two loops forming a cavity that mediates the binding to phospholipids and more specifically to phosphatidylserine.


Asunto(s)
Toxinas Bacterianas/metabolismo , Toxinas Bacterianas/farmacología , Membrana Celular/efectos de los fármacos , Citoplasma/microbiología , Animales , Proteínas Bacterianas , Toxinas Botulínicas , Dominio Catalítico , Membrana Celular/metabolismo , Citoplasma/metabolismo , Humanos , Legionella pneumophila , Metaloendopeptidasas , Neurotoxinas , Ácidos Fosfatidicos , Fosfatidilserinas/metabolismo , Toxina Tetánica , Factores de Virulencia/metabolismo , Proteínas de Unión al GTP rho/metabolismo
8.
J Chem Inf Model ; 59(8): 3506-3518, 2019 08 26.
Artículo en Inglés | MEDLINE | ID: mdl-31287306

RESUMEN

We describe here a method to identify potential binding sites in ensembles of protein structures as obtained by molecular dynamics simulations. This is a highly important task in the context of structure-based drug discovery, and many methods exist for the much simpler case of static structures. However, during molecular dynamics, the cavities and grooves that are used to define binding sites merge, split, appear, and disappear, and cover a large volume. Combined with the large number of sites (∼105 and more), these characteristics hamper a consistent and comprehensive definition of binding sites. Our method is based on the calculation of instantaneous cavities and of the pockets delineating them. Classification of the pockets over the structure ensemble generates consensus pockets, which define sites. Sites are reported as lists of atoms or residues. This avoids the pitfalls of the classification of cavities by spatial overlap, used in most existing methods, which is bound to fail on nonordered or unaligned ensembles or as soon as significant molecular motions are involved. To achieve a robust and consistent classification, we thoroughly optimized and benchmarked the method. For this, we assembled from the literature a set of reference sites on systems involving significant functional molecular motions. We tested different descriptors, metrics, and clustering methods. The resulting method is able to perform a global analysis of potential sites efficiently. Tests on examples show that our approach can make predictions of potential sites on the whole surface of a protein and identify novel sites absent from static structures.


Asunto(s)
Modelos Moleculares , Proteínas/química , Proteínas/metabolismo , Sitios de Unión , Conformación Proteica
9.
Mol Biochem Parasitol ; 226: 9-19, 2018 12.
Artículo en Inglés | MEDLINE | ID: mdl-30365976

RESUMEN

The antifungal agent 6-aminocholestanol targets the production of ergosterol, which is the principle sterol in many fungi and protozoans; ergosterol serves many of the same roles as cholesterol in animals. We found that it also is an effective inhibitor of the translation-initiation factor eIF4AI from mouse (eIF4AIMus) and the Trypanosomatid parasite Leishmania (LieIF4A). The eIF4A proteins belong to the DEAD-box family of RNA helicases, which are ATP-dependent RNA-binding proteins and RNA-dependent ATPases. DEAD-box proteins contain a commonly-shared core structure consisting of two linked domains with structural homology to that of recombinant protein A (RecA) and that contain conserved motifs that are involved in RNA and ATP binding, and in the enzymatic activity. The compound inhibits both the ATPase and helicase activities by perturbing ATP and RNA binding, and it is capable of binding other proteins containing nucleic acid-binding sites as well. We undertook kinetic analyses and found that the Leishmania LieIF4A protein binds 6-aminocholestanol with a higher apparent affinity than for ATP, although multiple binding sites were probably involved. Competition experiments with the individual RecA-like domains indicate that the primary binding sites are on RecA-like domain 1, and they include a cavity that we previously identified by molecular modeling of LieIF4A that involve conserved RNA-binding motifs. The compound affects the mammalian and Leishmania proteins differently, which indicates the binding sites and affinities are not the same. Thus, it is possible to develop drugs that target DEAD-box proteins from different organisms even when they are implicated in the same biological process.


Asunto(s)
Adenosina Trifosfato/antagonistas & inhibidores , Colesterol/análogos & derivados , Factor 4A Eucariótico de Iniciación/química , Leishmania infantum/efectos de los fármacos , Proteínas Protozoarias/química , ARN de Helminto/antagonistas & inhibidores , Tripanocidas/química , Adenosina Trifosfato/química , Adenosina Trifosfato/metabolismo , Secuencia de Aminoácidos , Animales , Antifúngicos/química , Antifúngicos/farmacología , Sitios de Unión , Unión Competitiva , Colesterol/química , Colesterol/farmacología , Clonación Molecular , Secuencia Conservada , Reposicionamiento de Medicamentos , Escherichia coli/genética , Escherichia coli/metabolismo , Factor 4A Eucariótico de Iniciación/genética , Factor 4A Eucariótico de Iniciación/metabolismo , Expresión Génica , Vectores Genéticos/química , Vectores Genéticos/metabolismo , Humanos , Cinética , Leishmania infantum/enzimología , Leishmania infantum/genética , Leishmania infantum/crecimiento & desarrollo , Ratones , Unión Proteica , Dominios y Motivos de Interacción de Proteínas , Estructura Secundaria de Proteína , Proteínas Protozoarias/genética , Proteínas Protozoarias/metabolismo , ARN de Helminto/química , ARN de Helminto/metabolismo , Proteínas Recombinantes/química , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismo , Alineación de Secuencia , Homología de Secuencia de Aminoácido , Tripanocidas/farmacología
10.
PLoS Negl Trop Dis ; 12(10): e0006853, 2018 10.
Artículo en Inglés | MEDLINE | ID: mdl-30372428

RESUMEN

Chagas disease, caused by Trypanosoma cruzi, affects millions of people in South America and no satisfactory therapy exists, especially for its life threatening chronic phase. We targeted the Proline Racemase of T. cruzi, which is present in all stages of the parasite life cycle, to discover new inhibitors against this disease. The first published crystal structures of the enzyme revealed that the catalytic site is too small to allow any relevant drug design. In previous work, to break through the chemical space afforded to virtual screening and drug design, we generated intermediate models between the open (ligand free) and closed (ligand bound) forms of the enzyme. In the present work, we co-crystallized the enzyme with the selected inhibitors and found that they were covalently bound to the catalytic cysteine residues in the active site, thus explaining why these compounds act as irreversible inhibitors. These results led us to the design of a novel, more potent specific inhibitor, NG-P27. Co-crystallization of this new inhibitor with the enzyme allowed us to confirm the predicted protein functional motions and further characterize the chemical mechanism. Hence, the catalytic Cys300 sulfur atom of the enzyme attacks the C2 carbon of the inhibitor in a coupled, regiospecific-stereospecific Michael reaction with trans-addition of a proton on the C3 carbon. Strikingly, the six different conformations of the catalytic site in the crystal structures reported in this work had key similarities to our intermediate models previously generated by inference of the protein functional motions. These crystal structures span a conformational interval covering roughly the first quarter of the opening mechanism, demonstrating the relevance of modeling approaches to break through chemical space in drug design.


Asunto(s)
Isomerasas de Aminoácido/antagonistas & inhibidores , Isomerasas de Aminoácido/química , Inhibidores Enzimáticos/química , Inhibidores Enzimáticos/farmacología , Trypanosoma cruzi/enzimología , Dominio Catalítico , Cristalografía por Rayos X , Diseño de Fármacos , Humanos , Modelos Moleculares , Unión Proteica , Conformación Proteica
11.
Curr Med Chem ; 25(23): 2709-2721, 2018.
Artículo en Inglés | MEDLINE | ID: mdl-29473495

RESUMEN

Hepatitis B Virus (HBV) is a major global health burden. Interferon alpha and nucleos(t)ide analogues are currently the standard-of-care for chronic HBV infection. However, these antiviral agents have limited efficacy and do not result in a sustained virological response in the majority of infected patients. Virtual Screening (VS) strategies have now a strong impact on drug discovery, the strength of this research field has been corroborated by recent contributions in the development of novel drug candidates which are in clinical trials or which are already available in the clinics. In this context, different VS strategies have been applied to HBV in order to discover novel inhibitors. In this review, we summarize the VS efforts to identify and design novel HBV interventions. We believe that the combination of in silico and in vitro tools can lead to faster validation of novel drug targets which could accelerate the HBV drug discovery and development efforts.


Asunto(s)
Antivirales/uso terapéutico , Hepatitis B/tratamiento farmacológico , Simulación del Acoplamiento Molecular , Antivirales/química , Antivirales/farmacología , Proteínas de la Cápside/antagonistas & inhibidores , Proteínas de la Cápside/metabolismo , Hepatitis B/patología , Hepatitis B/virología , Virus de la Hepatitis B/efectos de los fármacos , Virus de la Hepatitis B/metabolismo , Humanos , Transportadores de Anión Orgánico Sodio-Dependiente/antagonistas & inhibidores , Transportadores de Anión Orgánico Sodio-Dependiente/metabolismo , Relación Estructura-Actividad Cuantitativa , ADN Polimerasa Dirigida por ARN/química , ADN Polimerasa Dirigida por ARN/metabolismo , Simportadores/antagonistas & inhibidores , Simportadores/metabolismo , Transactivadores/antagonistas & inhibidores , Transactivadores/metabolismo , Proteínas Reguladoras y Accesorias Virales
12.
PLoS Negl Trop Dis ; 12(1): e0006160, 2018 01.
Artículo en Inglés | MEDLINE | ID: mdl-29346371

RESUMEN

Leishmaniases are neglected parasitic diseases in spite of the major burden they inflict on public health. The identification of novel drugs and targets constitutes a research priority. For that purpose we used Leishmania infantum initiation factor 4A (LieIF), an essential translation initiation factor that belongs to the DEAD-box proteins family, as a potential drug target. We modeled its structure and identified two potential binding sites. A virtual screening of a diverse chemical library was performed for both sites. The results were analyzed with an in-house version of the Self-Organizing Maps algorithm combined with multiple filters, which led to the selection of 305 molecules. Effects of these molecules on the ATPase activity of LieIF permitted the identification of a promising hit (208) having a half maximal inhibitory concentration (IC50) of 150 ± 15 µM for 1 µM of protein. Ten chemical analogues of compound 208 were identified and two additional inhibitors were selected (20 and 48). These compounds inhibited the mammalian eIF4I with IC50 values within the same range. All three hits affected the viability of the extra-cellular form of L. infantum parasites with IC50 values at low micromolar concentrations. These molecules showed non-significant toxicity toward THP-1 macrophages. Furthermore, their anti-leishmanial activity was validated with experimental assays on L. infantum intramacrophage amastigotes showing IC50 values lower than 4.2 µM. Selected compounds exhibited selectivity indexes between 19 to 38, which reflects their potential as promising anti-Leishmania molecules.


Asunto(s)
Antiprotozoarios/aislamiento & purificación , Antiprotozoarios/farmacología , Evaluación Preclínica de Medicamentos/métodos , Factor 4A Eucariótico de Iniciación/antagonistas & inhibidores , Leishmania infantum/efectos de los fármacos , Leishmania infantum/enzimología , Adenosina Trifosfatasas/análisis , Adenosina Trifosfatasas/antagonistas & inhibidores , Sitios de Unión , Factor 4A Eucariótico de Iniciación/química , Concentración 50 Inhibidora , Modelos Moleculares , Simulación del Acoplamiento Molecular , Pruebas de Sensibilidad Parasitaria
13.
Toxins (Basel) ; 8(4): 90, 2016 Mar 25.
Artículo en Inglés | MEDLINE | ID: mdl-27023605

RESUMEN

Clostridium sordellii lethal toxin (TcsL) is a powerful virulence factor responsible for severe toxic shock in man and animals. TcsL belongs to the large clostridial glucosylating toxin (LCGT) family which inactivates small GTPases by glucosylation with uridine-diphosphate (UDP)-glucose as a cofactor. Notably, TcsL modifies Rac and Ras GTPases, leading to drastic alteration of the actin cytoskeleton and cell viability. TcsL enters cells via receptor-mediated endocytosis and delivers the N-terminal glucosylating domain (TcsL-cat) into the cytosol. TcsL-cat was found to preferentially bind to phosphatidylserine (PS)-containing membranes and to increase the glucosylation of Rac anchored to the lipid membrane. We have previously reported that the N-terminal four helical bundle structure (1-93 domain) recognizes a broad range of lipids, but that TcsL-cat specifically binds to PS and phosphatidic acid. Here, we show using mutagenesis that the PS binding site is localized on the tip of the four-helix bundle which is rich in positively-charged amino acids. Residues Y14, V15, F17, and R18 on loop 1, between helices 1 and 2, in coordination with R68 from loop 3, between helices 3 and 4, form a pocket which accommodates L-serine. The functional PS-binding site is required for TcsL-cat binding to the plasma membrane and subsequent cytotoxicity. TcsL-cat binding to PS facilitates a high enzymatic activity towards membrane-anchored Ras by about three orders of magnitude as compared to Ras in solution. The PS-binding site is conserved in LCGTs, which likely retain a common mechanism of binding to the membrane for their full activity towards membrane-bound GTPases.


Asunto(s)
Toxinas Bacterianas/química , Toxinas Bacterianas/metabolismo , Proteínas de Unión al GTP Monoméricas/metabolismo , Fosfatidilserinas/metabolismo , Toxinas Bacterianas/genética , Sitios de Unión , Membrana Celular/metabolismo , Glicosilación , Células HeLa , Humanos , Unión Proteica
14.
BMC Bioinformatics ; 16: 93, 2015 Mar 21.
Artículo en Inglés | MEDLINE | ID: mdl-25888251

RESUMEN

BACKGROUND: Identifying druggable cavities on a protein surface is a crucial step in structure based drug design. The cavities have to present suitable size and shape, as well as appropriate chemical complementarity with ligands. RESULTS: We present a novel cavity prediction method that analyzes results of virtual screening of specific ligands or fragment libraries by means of Self-Organizing Maps. We demonstrate the method with two thoroughly studied proteins where it successfully identified their active sites (AS) and relevant secondary binding sites (BS). Moreover, known active ligands mapped the AS better than inactive ones. Interestingly, docking a naive fragment library brought even more insight. We then systematically applied the method to the 102 targets from the DUD-E database, where it showed a 90% identification rate of the AS among the first three consensual clusters of the SOM, and in 82% of the cases as the first one. Further analysis by chemical decomposition of the fragments improved BS prediction. Chemical substructures that are representative of the active ligands preferentially mapped in the AS. CONCLUSION: The new approach provides valuable information both on relevant BSs and on chemical features promoting bioactivity.


Asunto(s)
Simulación del Acoplamiento Molecular/métodos , Algoritmos , Sitios de Unión , Diseño de Fármacos , Transcriptasa Inversa del VIH/química , Transcriptasa Inversa del VIH/metabolismo , Ligandos , Proteínas Proto-Oncogénicas c-abl/química , Proteínas Proto-Oncogénicas c-abl/metabolismo
15.
Cell Microbiol ; 17(10): 1477-93, 2015 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-25882477

RESUMEN

Clostridium sordellii lethal toxin (TcsL) is a potent virulence factor belonging to the large clostridial glucosylating toxin family. TcsL enters target cells via receptor-mediated endocytosis and delivers the N-terminal catalytic domain (TcsL-cat) into the cytosol upon an autoproteolytic process. TcsL-cat inactivates small GTPases including Rac and Ras by glucosylation with uridine-diphosphate (UDP)-glucose as cofactor leading to drastic changes in cytoskeleton and cell viability. TcsL-cat was found to preferentially bind to phosphatidylserine (PS)-containing membranes and to increase the glucosylation of Rac anchored to lipid membrane. We here report binding affinity measurements of TcsL-cat for brain PS-containing membranes by surface plasmon resonance and enzyme-linked immunosorbent assay (ELISA). In addition, TcsL-cat bound to phosphatidic acid (PA) and, to a lesser extent, to other anionic lipids, but not to neutral lipids, sphingolipids or sterol. We further show that the lipid unsaturation status influenced TcsL-cat binding to phospholipids, PS with unsaturated acyl chains and PA with saturated acyl chains being the preferred bindingsubstrates. Phospholipid binding site is localized at the N-terminal four helical bundle structure (1-93 domain). However, TcsL-1-93 bound to a broad range of substrates, whereas TcsL-cat, which is the active domain physiologically delivered into the cytosol, selectively bound to PS and PA. Similar findings were observed with the other large clostridial glucosylating toxins from C. difficile, C. novyi and C. perfringens.


Asunto(s)
Toxinas Bacterianas/metabolismo , Ácidos Fosfatidicos/metabolismo , Fosfatidilserinas/metabolismo , Aniones/metabolismo , Sitios de Unión , Dominio Catalítico , Membrana Celular/metabolismo , Ensayo de Inmunoadsorción Enzimática , Unión Proteica , Resonancia por Plasmón de Superficie
16.
J Mol Graph Model ; 55: 13-24, 2015 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-25424655

RESUMEN

Protein conformation has been recognized as the key feature determining biological function, as it determines the position of the essential groups specifically interacting with substrates. Hence, the shape of the cavities or grooves at the protein surface appears to drive those functions. However, only a few studies describe the geometrical evolution of protein cavities during molecular dynamics simulations (MD), usually with a crude representation. To unveil the dynamics of cavity geometry evolution, we developed an approach combining cavity detection and Principal Component Analysis (PCA). This approach was applied to four systems subjected to MD (lysozyme, sperm whale myoglobin, Dengue envelope protein and EF-CaM complex). PCA on cavities allows us to perform efficient analysis and classification of the geometry diversity explored by a cavity. Additionally, it reveals correlations between the evolutions of the cavities and structures, and can even suggest how to modify the protein conformation to induce a given cavity geometry. It also helps to perform fast and consensual clustering of conformations according to cavity geometry. Finally, using this approach, we show that both carbon monoxide (CO) location and transfer among the different xenon sites of myoglobin are correlated with few cavity evolution modes of high amplitude. This correlation illustrates the link between ligand diffusion and the dynamic network of internal cavities.


Asunto(s)
Movimiento (Física) , Análisis de Componente Principal , Proteínas/química , Animales , Sitios de Unión , Monóxido de Carbono/química , Pollos , Simulación de Dinámica Molecular , Muramidasa/química , Mioglobina/química , Conformación Proteica , Ballenas
17.
Bioinformatics ; 31(9): 1490-2, 2015 May 01.
Artículo en Inglés | MEDLINE | ID: mdl-25543048

RESUMEN

MOTIVATION: Sampling the conformational space of biological macromolecules generates large sets of data with considerable complexity. Data-mining techniques, such as clustering, can extract meaningful information. Among them, the self-organizing maps (SOMs) algorithm has shown great promise; in particular since its computation time rises only linearly with the size of the data set. Whereas SOMs are generally used with few neurons, we investigate here their behavior with large numbers of neurons. RESULTS: We present here a python library implementing the full SOM analysis workflow. Large SOMs can readily be applied on heavy data sets. Coupled with visualization tools they have very interesting properties. Descriptors for each conformation of a trajectory are calculated and mapped onto a 3D landscape, the U-matrix, reporting the distance between neighboring neurons. To delineate clusters, we developed the flooding algorithm, which hierarchically identifies local basins of the U-matrix from the global minimum to the maximum. AVAILABILITY AND IMPLEMENTATION: The python implementation of the SOM library is freely available on github: https://github.com/bougui505/SOM. CONTACT: michael.nilges@pasteur.fr or guillaume.bouvier@pasteur.fr SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Asunto(s)
Conformación Proteica , Programas Informáticos , Algoritmos , Análisis por Conglomerados , Simulación de Dinámica Molecular
18.
J Chem Inf Model ; 54(1): 289-301, 2014 Jan 27.
Artículo en Inglés | MEDLINE | ID: mdl-24397493

RESUMEN

The VanA D-Ala:D-Lac ligase is a key enzyme in the emergence of high level resistance to vancomycin in Enterococcus species and methicillin-resistant Staphylococcus aureus. It catalyzes the formation of D-Ala-D-Lac instead of the vancomycin target, D-Ala-D-Ala, leading to the production of modified, low vancomycin binding affinity peptidoglycan precursors. Therefore, VanA appears as an attractive target for the design of new antibacterials to overcome resistance. The catalytic site of VanA is delimited by three domains and closed by an ω-loop upon enzymatic reaction. The aim of the present work was (i) to investigate the conformational transition of VanA associated with the opening of its ω-loop and of a part of its central domain and (ii) to relate this transition with the substrate or product binding propensities. Molecular dynamics trajectories of the VanA ligase of Enterococcus faecium with or without a disulfide bridge distant from the catalytic site revealed differences in the catalytic site conformations with a slight opening. Conformations were clustered with an original machine learning method, based on self-organizing maps (SOM), which revealed four distinct conformational basins. Several ligands related to substrates, intermediates, or products were docked to SOM representative conformations with the DOCK 6.5 program. Classification of ligand docking poses, also performed with SOM, clearly distinguished ligand functional classes: substrates, reaction intermediates, and product. This result illustrates the acuity of the SOM classification and supports the quality of the DOCK program poses. The protein-ligand interaction features for the different classes of poses will guide the search and design of novel inhibitors.


Asunto(s)
Proteínas Bacterianas/química , Proteínas Bacterianas/metabolismo , Ligasas de Carbono-Oxígeno/química , Ligasas de Carbono-Oxígeno/metabolismo , Modelos Moleculares , Inteligencia Artificial , Dominio Catalítico , Biología Computacional , Cristalografía por Rayos X , Diseño de Fármacos , Enterococcus faecium/enzimología , Ligandos , Simulación de Dinámica Molecular , Conformación Proteica , Programas Informáticos , Resistencia a la Vancomicina
19.
BMC Genomics ; 15 Suppl 7: S5, 2014.
Artículo en Inglés | MEDLINE | ID: mdl-25573486

RESUMEN

BACKGROUND: Over the last decades, a vast structural knowledge has been gathered on the HIV-1 protease (PR). Noticeably, most of the studies focused the B-subtype, which has the highest prevalence in developed countries. Accordingly, currently available anti-HIV drugs target this subtype, with considerable benefits for the corresponding patients. RESULTS: Herein, we used molecular dynamics simulations to investigate the role of this polymorphism on the interaction of PR with six of its natural cleavage-sites substrates. CONCLUSIONS: With multiple approaches and analyses we identified structural and dynamical determinants associated with the changes found in the binding affinity of the M36I variant. This mutation influences the flexibility of both PR and its complexed substrate. The observed impact of M36I, suggest that combination with other non-B subtype polymorphisms, could lead to major effects on the interaction with the 12 known cleavage sites, which should impact the virion maturation.


Asunto(s)
Proteasa del VIH/genética , Proteasa del VIH/metabolismo , Polimorfismo Genético , Sitios de Unión/genética , Simulación por Computador , Proteasa del VIH/química , Inhibidores de la Proteasa del VIH/química , Inhibidores de la Proteasa del VIH/metabolismo , Ligandos , Simulación de Dinámica Molecular , Unión Proteica/genética , Especificidad por Sustrato/genética , Proteínas Virales/química , Proteínas Virales/metabolismo
20.
J Med Chem ; 56(11): 4619-30, 2013 Jun 13.
Artículo en Inglés | MEDLINE | ID: mdl-23682762

RESUMEN

Pentameric ligand gated ion channels (pLGICs) mediate signal transduction. The binding of an extracellular ligand is coupled to the transmembrane channel opening. So far, all known agonists bind at the interface between subunits in a topologically conserved "orthosteric site" whose amino acid composition defines the pharmacological specificity of pLGIC subtypes. A striking exception is the bacterial proton-activated GLIC protein, exhibiting an uncommon orthosteric binding site in terms of sequence and local architecture. Among a library of Gloeobacter violaceus metabolites, we identified a series of cinnamic acid derivatives, which antagonize the GLIC proton-elicited response. Structure-activity analysis shows a key contribution of the carboxylate moiety to GLIC inhibition. Molecular docking coupled to site-directed mutagenesis support that the binding pocket is located below the classical orthosteric site. These antagonists provide new tools to modulate conformation of GLIC, currently used as a prototypic pLGIC, and opens new avenues to study the signal transduction mechanism.


Asunto(s)
Proteínas Bacterianas/antagonistas & inhibidores , Cinamatos/química , Canales Iónicos Activados por Ligandos/antagonistas & inhibidores , Protones , Animales , Proteínas Bacterianas/fisiología , Sitios de Unión , Ácidos Cafeicos/síntesis química , Ácidos Cafeicos/química , Ácidos Cafeicos/farmacología , Cinamatos/síntesis química , Cinamatos/farmacología , Simulación por Computador , Cianobacterias/metabolismo , Bases de Datos Factuales , Femenino , Concentración de Iones de Hidrógeno , Canales Iónicos Activados por Ligandos/fisiología , Modelos Moleculares , Oocitos/efectos de los fármacos , Oocitos/fisiología , Técnicas de Placa-Clamp , Multimerización de Proteína , Estereoisomerismo , Xenopus
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