The neuronal nitric oxide synthase (nNOS) inhibitor 7-nitroindazole (7-NI) protects against the neurotoxicity of MPTP in a mouse model of neurodegeneration. Since 7-NI also inhibits the monoamine oxidase-B (MAO-B) catalyzed bioactivation of MPTP, the role of nNOS inhibition as a mediator of 7-NI's neuroprotective properties have been challenged. In order to examine in greater detail the neuroprotective effects of indazolyl derivatives, the synthesis of water soluble indazolyltetrahydropyridinyl derivatives as potential "prodrugs" that may undergo MAO bioactivation in the brain was undertaken. During the course of the studies on the synthesis of indazolylpyridinium derivatives, precursors to these "prodrugs", an interesting reaction involving the rearrangement of 4-(2H-indazolyl)-1-methylpyridinium iodide to the corresponding 1H-isomer was encountered. A detailed investigation of this rearrangement reaction is reported in this thesis. The syntheses and interaction of nitroindazolyltetrahydropyridinyl "prodrugs" with MAO-B have been investigated previously. Molecular docking studies that attempt to explain the MAO-B substrate and inhibitor properties of members of this series of compounds are described. Finally, the MAO-A substrate properties of nitroindazolyltetrahydropyridinyl derivatives are reported. / Ph. D.

Le docking moléculaire est une tâche complexe, difficile à appréhender pour une personne seule. C’est pourquoi, nous nous proposons d’étudier la distribution cognitive des charges de travail à travers la collaboration. Une plate-forme distribuée de déformation moléculaire interactive a été mise en place afin d’étudier les avantages mais aussi les limites et les contraintes du travail collaboratif étroitement couplé. Cette première étude, basée sur trois expérimentations, a permis de valider l’intérêt d’une approche collaborative pour des tâches complexes à fort couplage. Cependant, elle a mis en évidence des conflits de coordination ainsi que des problématiques liées à la dynamique d’un groupe. Suite à cette première étude, nous avons proposés une nouvelle configuration de travail associée à des métaphores de communication haptiques afin d’améliorer la communication et les interactions entre les différents collaborateurs. Une dernière expérimentation avec des biologistes a permis de montrer l’utilité de la communication haptique pour le travail collaboratif sur des tâches complexes à fort couplage. / Molecular docking is a very complex task that can not be deal by only one user. Based on this observation, we propose to study the cognitive workload distribution on group of users in collaboration. For this purpose, we implement a distributed platform to interactively manipulate and deform structures of the molecules. With this platform, we want to study the assets of the closely coupled collaboration but also highlight the constraints and the drawbacks. Based on three experimentations, the study validate the concept of workload distribution in the closely coupled collaboration. However, it highlights limits with coordination conflicts through communication problem. Moreover, some difficulties have been encountered with the dynamic in a group of collaborators.Based on these results, we proposed a new working configuration coupled with new haptic communication metaphors to improve the communication and the coordination between the members of the group. These propositions have been evaluated in a fourth experimentation introducing biologists. The results show the importance of the haptic communication to improve the coordination in closely coupled collaboration.

As peçonhas de serpente do gênero Bothrops se caracterizam por induzir miotoxicidade, edema, coagulação e hemorragia. Por essa razão, alguns pesquisadores estão buscando por tratamentos alternativos contra os envenenamentos ofídicos com inibidores naturais e artificiais. O presente estudo tem como objetivo estudar as interações entre as PLA2s (Asp49 e Lys49) de veneno de serpente Bothrops jararacussu, denominadas BthTX-I e BthTX-II, respectivamente, e o inibidor vegetal isolado da espécie Cordia verbenacea. C. verbenacea apresenta diversas atividades farmacológicas já demonstradas, sendo utilizada também pela população como antiofídica. O extrato hidroalcoólico das folhas preparado à seco, foi submetido a técnicas cromatográficas como Sephadex LH-20 e CLAE, obtendo-se a purificação do princípio ativo antiofídico da planta, denominado ácido rosmarínico. A peçonha de B. jararacussu foi submetida à cromatografia de filtração em gel Sephadex G-75 e, à cromatografia de troca iônica. O ácido rosmarínico (AR) foi isolado do extrato metanólico de C. verbenacea e apresentou inibição da hemorragia provocada pela peçonha bruta de B. jararacussu. Em comparação, o ácido rosmarínico® também inibiu o efeito hemorrágico causado pela peçonha bruta de B. jararacussu. A atividade edematogênica provocada pelas toxinas BthTX-I e II foi avaliada e testada com os inibidores. Ambos AR e AR® não inibiram significativamente a induçào de edema. Resultados semelhantes foram obtidos com as atividades anticoagulante, e fosfolipásica. O ácido rosmarínico, AR e AR®, demonstrou alto efeito inibitório sobre a citotoxicidade e miotoxicidade induzida pela peçonha bruta e pela toxina BthTX-I. Ambos inibidores apresentou um menor efeito sobre a atividade miotóxica induzida pela toxina BthTX-II. Simulações de docking realizadas com três PLA2s e AR mostraram perfis de interações similares, reforçando as principais interações enzima-inibidor obtidas experimentalmente, relatadas na literatura. Os cálculos de derivação de farmacóforo baseados em diferentes inibidores relatados na literatura, assim como estudos de campos de interação molecular foram realizados, nos quais os resultados indicaram as principais modificações na estrutura do inibidor ácido rosmarínico necessárias para otimização. Nas simulações de screening virtual, novos potenciais inibidores de BthTX-I foram selecionados a partir de base de dados de compostos drug-like, direcionando os próximos passos aos testes biológicos, os quais serão realizados com esta fosfolipase e os novos candidatos a inibidores modelados. / Snake venoms from Bothrops genus are characterized by inducing myotoxicity, edema, thrombosis and hemorrhage. Thus, some researchers are searching for alternative treatments against ophidian poisoning with natural and artificial inhibitors. This work aimed study the interactions between PLA2s (Asp49 e Lys49) from Bothrops jararacussu snake venom, named BthTX-I and BthTX-II, respectively, and the inhibitor isolated from Cordia verbenacea plant. C. verbenacea presents several pharmacological activities already demonstrated, and it is also used by the population by its antiophidic activity. The hydroalcoholic extract prepared from the dried leaves, was submitted to chromatographic techniques as Sephadex LH-20 and HPLC, resulting in the purification of the antiophidian compound active from the plant, named rosmarinic acid. B. jararacussu snake venom was submitted to gel filtration chromatography on Sephadex G-75 and ion exchange chromatography. Rosmarinic acid (RA) was isolated from the C. verbenacea methanolic extract and it presented hemorrhage inhibition caused by crude venom from B. jararacussu. In comparison with this, Rosmaric acid® also inhibited the hemorrhagic effect caused by crude venom from B. jararacussu. Edematogenic activity caused by BthTX-I and II was evaluated and tested with the inhibitors. Both, RA e RA® did not inhibit the edema indution significantly. Similar results were obtained with the anticoagulant and phospholipasic activity. The rosmarinic acid, RA e RA®, presented high inhibitory effect for myotoxicity and cytotoxicity induced by crude venom and the toxin BthTX-I. Both inhibitors presented minor effect on myotoxicity activity induced by BthTX-II toxin. Docking simulations performed with three PLA2 and RA have shown similar interactions profiles, corroborating the main enzyme-inhibitor interactions experimentally obtained, reported in literature. Pharmacophore perception calculations based on different inhibitors reported in literature as well as molecular interaction fields studies were here carried out, whose results indicate the main changes in the structure of the rosmarinic acid inhibitor necessary to optimization. In the virtual screening simulations, novel potential BthTX-I inhibitors were selected from drug-like compounds databases, thus guiding next steps towards biological tests, which will must be performed with this phospholipase and the new inhibitor candidates modeled.

Neste trabalho são apresentados os resultados das determinações cristalinas, estruturais e supramoleculares, por difração de raio X, bem como os estudos de \"docking\" , de oito compostos derivados da 1,4-quinona. As estruturas resolvidas e refinadas mostraram a existência de ligações de hidrogênio, não convencionais intra e intermoleculares. Estas últimas permitiram entender o empacotamento cristalino em cada composto. Os resultados cristalográficos foram comparados com aqueles encontrados na literatura. Mas as estruturas correspondentes aos compostos AC1 (6,7-bis-fenilsulfanil-1,4-dihidro-1,4-metano-naftaleno-5,8-diona) e AC6 (6,7-bis-metilsulfanil-1,4-dihidro-1,4-metano-naftaleno-5,8-diol) possuem esqueletos químicos ainda não descritos na cristalografia. Os estudos de \"docking\" foram realizados utilizando as conformações cristalográficas dos oito compostos e da estrutura cristalográfica da tripanotiona redutase, uma proteína, dimérica, envolvida no sistema anti-stress oxidativo no Tripanosoma cruzi, parasita responsável pela enfermidade de Chagas. Foram, então, gerados complexos proteína-ligante no sítio da interface entre monômeros. Os complexos resultantes foram agrupados de acordo com orientações preferenciais e em cada grupo, a estrutura com menor energia total foi selecionada como representante do conjunto e analisado em tela gráfica. Para cada uma das moléculas foram realizados estudos detalhados das suas interações com todos os aminoácidos que as rodeavam. Finalmente, levando em conta as energias envolvidas e as interações foi possível escolher aquela que mostra o melhor encaixe. Dentre todas as moléculas, a AC8 [4a,8a-Dicloro-6-etilsulfanil-7-(metiletil-fenil-amino)-1,4,4a,8a-tetrahidro-1,4-metano-naftaleno-5,8,-diona] foi considerada como a mais promissora, a qual apresentou melhores resultados, um maior número de interações favoráveis com menor energia. / In this work the results of the crystal structure and supramolecular determination by X-ray diffraction together with docking studies, of eight compounds derived from 1,4-quinone, are presented. The solved and refined structures showed the existence of non-conventional hydrogen bonds, intra and inter-molecular. These last ones gave an insight about the crystal packing in each compound. The crystallographic results have been compared with those found in the literature. It should pointed out that structures of compounds AC1 (6,7-bis-phenylsulfanyl-1,4-dihydro-1,4-methano-naphthalene-5,8-dione) and AC6 (6,7-bis-methylsulfanyl-1,4-dihydro-1,4-methane-naphthalene-5,8-diol) have chemical skeletons which were not described before in crystallography. The docking studies have been carried out using the crystallographic conformations of the eight compounds and the crystallographic structure of trypanothione reductase, a dimmeric protein, involved in the anti-stress oxidative system of the Trypanosoma cruzi, the parasite responsible for the Chagas disease. The compounds were docked in the dimmer interface, which is the most likely binding site. The resulting complexes have been clustered together according with their orientation and of each group the one with the lowest total energy was chosen as representative of the cluster and analyzed in graphical screen. Thus, for that complex a detailed study of its interactions with all the neighbor amino acids was done. Finally, taking in account the energies and the interactions it was possible to choose the one that showed the best docking result. Amongst all molecules, the AC8 [4a,8a-dicloro-6-etilsulfanil-7-(metiletil-fenil-amino)-1,4,4a,8a-tetrahidro-1,4-methane-naftaleno-5,8,-diona] was considered as the most promising, which presented better results, a bigger number of favorable interactions with lesser energy.

O câncer cervical afeta milhões de mulheres em todo o mundo a cada ano. A maioria dos casos de câncer cervical é causada pelo vírus do papiloma humano (HPV) que é sexualmente transmissível. Cerca de 40 tipos de HPV infectam o colo do útero e estes são designados como sendo de alto ou de baixo risco com base no seu potencial para provocar lesões de alto grau e câncer. A oncoproteína E7 do HPV está diretamente envolvida no aparecimento de câncer de colo do útero. Esta se associada com a proteína pRb e outros alvos celulares que promovem a imortalização celular e carcinogênese. Apesar de muito progresso nos estudos sobre os HPVs de alto risco, ainda não existe uma terapêutica adequada para o tratamento das lesões e câncer causados por este vírus. Este trabalho teve como objetivo entender as diferenças estruturais entre E7 de alto e baixo risco e sugerir, através de análises de bioinformática, possíveis sítios de ligação e inibidores para a E7. Esta é a primeira descrição da modelagem e análise de dinâmica molecular de quatro estruturas tridimensionais completas da E7 dos tipos de alto risco (HPV tipos 16 e 18), de baixo risco (HPV tipo 11) e não relacionadas ao câncer cervical (HPV tipo 1A). Os modelos foram construídos por uma abordagem híbrida usando modelagem por homologia e ab initio. Os modelos foram usados em simulações de dinâmica molecular por 50 ns, sob condições normais de temperatura e pressão. A desordem intrínseca da sequência da proteína E7 foi avaliada com o uso de ferramentas in silico. Os domínios N-terminal de todas as E7 estudadas, mesmo as de alto risco, exibiram estruturas secundárias depois da modelagem. Nas análises da trajetória da dinâmica molecular, as E7s dos HPVs dos tipos 16 e 18 apresentaram maior instabilidade nos seus domínios N-terminais em relação aos do HPV dos tipos 11 e 01. No entanto, esta variação não afetou a conformação das estruturas secundárias durante a simulação. A análise com ANCHOR indicou que as regiões CR1 e CR2 regiões dos tipos de HPV 16 e 18 contêm possíveis alvos para a descoberta da droga. Já a região CR3 do domínio C-terminal indicou estabilidade nas análises in silico e, por isso, foi usada como alvo de busca de modelos farmacofóricos e docking macromolecular. A proteína usada como modelo foi a E7 do HPV tipo 45 resultante de análises de ressonância magnética nuclear (RMN) e depositada no banco de dados de proteína (ID: 2F8B). Foram selecionados por análises sequenciais de busca farmacofórica, docking e re-docking, 19 compostos (extraídos de amplas bibliotecas de pequenos ligantes) com potencial para candidatos a inibidores da E7. Eles foram avaliados quanto a sua função de pontuação, mapas de interação receptor-ligante e toxicidade e os melhores foram indicados para estudos futuros. / Cervical cancer affects millions of women around the world each year. Most cases of cervical cancer are caused by human papilloma virus (HPV) which is sexually transmitted. About 40 types of HPV infect the cervix and these are designated as being at high or low risk based on their potential to cause high-grade lesions and cancer. The E7 oncoprotein from HPV is directly involved in the onset of cervical cancer. It associates with the pRb protein and other cellular targets that promote cell immortalization and carcinogenesis. Although the progress in studies with high-risk HPVs there is still no adequate therapy for the treatment of lesions and cancers caused by this virus. This study aimed to understand the structural differences between E7 of high and low risk and suggest, with the aid of bioinformatics analyzes, possible binding sites and inhibitors for the E7. This is the first description of the modeling and molecular dynamics analysis of four complete three-dimensional structures of E7 from high-risk types (HPV types 16 and 18), low risk (HPV type 11) and that not related to cervical cancer (HPV 01). The models were constructed by a hybrid approach using homology modeling and ab initio. The models were used in molecular dynamics simulations for 50 ns, under normal temperature and pressure. The intrinsic disorder of the E7 protein sequence was assessed using in silico tools. The N-terminal domains of all E7s, even the high-risks, showed secondary structures after modeling. In the trajectory analyzes of molecular dynamics, the E7s of HPV types 16 and 18 showed high instability in their N-terminal domains than those of HPV types 11 and 01, however, this variation did not affect the conformation of secondary structures during the simulation. The analysis with ANCHOR indicated that regions CR1 and CR2 regions of types of HPV 16 and 18 contain possible targets for drug discovery. The CR3 region of the C-terminal domain indicated stability by in silico analyzes and was therefore used as target to search for pharmacophoric models and \"docking\". The protein used as a model was the E7, from HPV type 45, constructed by analysis of nuclear magnetic resonance (NMR) and deposited in the protein data bank (ID: 2F8B). It was selected 19 compounds as potential candidates for E7 inhibitors (extracted from large libraries of small ligands) using sequential pharmacophore search, docking and re-docking analyzes. They were evaluated for their scoring function, maps of receptor-ligand interactions and toxicity and the best suited were indicated for future studies.

O antraz é uma doença infecciosa aguda grave, com uma taxa de mortalidade superior a 90% em sua forma respiratória, causada pelo Bacillus anthracis, uma bactéria altamente virulenta, que está desenvolvendo resistência e que tem potencial aplicação como arma biológica e agente de bioterrorismo. Nesse trabalho, a inibição de deidroshikimato desidratase do B. anthracis foi estuda por meio docking, dinâmica molecular e ensemble docking. Essa enzima é responsável por uma etapa chave na biossíntese de petrobactina, molécula através da qual o B. anthracis adquire ferro – micronutriente essencial para seu desenvolvimento e proliferação no hospedeiro. O docking de 25 compostos com ação inibitória conhecida na estrutura cristalográfica da enzima indicou interações importantes com os resíduos His144, His175, Phe211, Tyr217 (ligações de hidrogênio), Arg102 (ponte salina), His144 e Phe255 (interações π-π). Ligantes estruturalmente semelhantes ao cristalográfico (3,4-DHBA) foram docados adequadamente no sítio ativo, enquanto ligantes mais volumosos foram docados na entrada do sítio, resultando em baixa correlação entre as energias livres de ligação experimentais e os escores de docking (R² = 0,1295; R-Pearson = 0,360) e desvios de 23%, em média, frente ao experimental. Simulações de dinâmica molecular mostraram que essa proteína apresenta uma grande rigidez estrutural intrínseca, porém porções do seu sítio ativo, sobretudo da estrutura em forma de laço que o recobre, apresentaram flexibilidade significativa. A presença de ligantes induz a alterações conformacionais que proporcionam o alargamento do sítio e permitem a entrada de ligantes mais volumosos, indicando que o sítio cristalográfico era, de fato, muito restrito. A atividade inibitória aparenta estar relacionada com a formação de uma rede de ligações de hidrogênio entre os ligantes e resíduos do sítio ativo, sendo as principais entre grupos 3-OH do anel aromático dos ligantes e a His175; entre o grupo carboxílico e a Arg102 (ponte salina); entre o grupo 4-OH e a Phe211 e principalmente entre o grupo 5-OH e a His144, um resíduo importante no mecanismo enzimático. O ensemble docking em três estruturas extraídas das simulações de dinâmica molecular permitiu a aprimorar a correlação entre os escores de docking e atividade inibitória experimental, com R² = 0,363 e R-Pearson = 0,602 considerando a totalidade dos ligantes ou com R² = 0,8157 e R-Pearson = 0,903 considerando-se os dez ligantes mais potentes (contra R² = 0,5683 e R-Pearson = 0,754 na estrutura cristalográfica), evidenciando a necessidade de se considerar a flexibilidade do receptor para o docking adequado. Esse modelo linear juntamente com essa compreensão mais profunda dos mecanismos relacionados com a inibição dessa enzima permitirão o desenho e a triagem in silico de novas moléculas com potência e seletividade aprimoradas e com potencial aplicação como uma nova terapia contra o Bacillus anthracis. / Anthrax is a serious acute infectious disease with a mortality rate higher than 90% in its inhalational form. This disease is caused by Bacillus anthracis, a highly virulent bacterium that is developing resistance and which has potential application as a biological weapon and bioterrorism agent. In this work, the inhibition of dehydroshikimate dehydratase from B. anthracis was studied through docking, molecular dynamics and ensemble docking. This enzyme is responsible for a key step in the biosynthetic pathway of petrobactin, a molecule released by B. anthracis to acquire iron, an essential micronutrient for its development and proliferation within the host. Molecular dockings of 25 compounds with known inhibitory activity against dehydroshikimate dehydratase in the crystallographic structure of this enzyme indicated important interactions with the residues His144, His175, Phe211, Tyr217 (hydrogen bonds), Arg102 (salt bridge), His144 and Phe255 (π-π interactions). Ligands structurally similar to the crystallographic (3,4-DHBA) were appropriately docked within the active site, while bulkier ligands were docked at the site's entrance, resulting in a low correlation between the experimental binding free energies and the docking scores (R² = 0,1295; R-Pearson = 0,360), as well as a deviation of 23%, on average, compared to the experimental data. Molecular dynamics simulations showed that this protein has a high structural rigidity, however portions of its active site, especially the loop-like structure that covers it, showed a significant mobility. The presence of ligands induced conformational changes that lead to the widening of the site and allowed bulkier ligands to enter it, what indicates the crystallographic site was, in fact, very restricted. The inhibitory activity appears to be related with the formation of a network of hydrogen bonds between ligands and active site residues, mainly between the 3-OH moiety in the aromatic ring of ligands and His175; between the carboxylic group and Arg102 (salt bridge); between the 4-OH moiety and Phe211 and specially between the 5-OH group and His144, a residue with an important role in the enzymatic mechanism. Ensemble docking with three structures extracted from molecular dynamics simulations allowed to improve the correlation between docking scores and experimental inhibitory activity, with R² = 0,363 and R-Pearson = 0,602, when considering all ligands, and R² = 0,8157 and R-Pearson = 0,903 when considering the ten ligands of higher activity (against the values of R² = 0,5683 and R-Pearson = 0,754 for their docking in the crystallographic structure). This point out the need to account for receptor's flexibility for an appropriate docking. This linear model coupled with this deeper understanding about the mechanisms related with enzymatic inhibition will allow the in silico drug design and screening of new molecules with improved potency and selectivity and with potential application as a new therapy against Bacillus anthracis.

A doença de Chagas é uma infecção causada pelo protozoário intracelular Trypanosoma cruzi. Atualmente 7 a 8 milhões de pessoas encontram-se infectadas, e há 25 milhões de pessoas em áreas de risco de contaminação. A cada ano ocorrem 56.000 novos casos e, aproximadamente, 12.000 mortes por complicações oriundas da doença. É endêmica em 21 países da América do Sul, e pode ser encontrada, também, na América do Norte e Europa devido a processos migratórios. Somente dois fármacos estão disponíveis para o tratamento da doença de Chagas, o nifurtimox e o benznidazol, que são ativos somente na fase aguda e causam sérios efeitos adversos. Diante deste panorama, é eminente a necessidade de novos antichagásicos. A enzima cruzaína é a principal cisteíno-protease presente no T. cruzi, é importante para a sobrevivência, diferenciação e entrada do parasita no hospedeiro, se apresentando como um excelente alvo biológico na busca de novos quimioterápicos. Derivados de semicarbazona, tais como o nitrofural e o hidroximetilnitrofural demonstraram atividade inibitória da cruzaína, sendo considerados protótipos na busca de antichagásicos. Utilizando estratégias modernas de planejamento de fármacos por meio da integração entre técnicas computacionais, modelagem molecular e docking, e experimentais, síntese e ensaios biológicos, realizou-se neste trabalho o planejamento, síntese e avaliação biológica de bioisósteros do nitrofural como candidatos à antichagásicos. Aplicou-se estudos de modelagem molecular e docking para 10 compostos derivados de aminoguanidina, semi e tiossemicarbazona; observamos nesses estudos que os compostos contendo tiossemicarbazona apresentaram resultados mais favoráveis ao mecanismo de ação proposto, o qual sugere-se um ataque nucleofílico do resíduo de Cys25 presente no sítio catalítico da enzima cruzaína à tiocarbonila presente nesses compostos. Obtiveram-se através da síntese, 6 compostos caracterizados por RMN 1H e 13C. Tais compostos foram submetidos a ensaios de inibição da cruzaína, sendo que os derivados 6, 9 e 10, apresentaram um perfil de inibição favorável em dose de 100 µM, com valores entre 70 e 75% de inibição. Em ensaio de inibição de crescimento celular em formas epimastigotas do T. cruzi o composto 9 apresentou um IC50 de 19,8 µM, sendo o melhor protótipo para desenvolvimento de um novo agente antichagásico. De uma maneira geral os resultados obtidos nos ensaios biológicos corroboram com os dados apresentados na modelagem molecular, uma vez que os compostos contendo a cadeia lateral tiossemicarbazona mostraram melhores resultados em ambos os testes, demonstrando que a integração entre técnicas computacionais e experimentais se apresenta como uma excelente estratégia na busca de novos agentes antichagásicos. / Chagas disease is an infection caused by the intracellular protozoan Trypanosoma cruzi. Currently 7 million to 8 million people are infected, and there are 25 million people in areas at risk of contamination, with 56,000 new cases each year and roughly 12,000 deaths are related to Chagas complications. It is endemic in 21 countries in South America, and can also be found in North America and Europe due to migration processes. Only two drugs are available for treatment of Chagas disease, nifurtimox and benznidazole, which are active only in the acute phase and cause serious adverse effects. Against this background, it is imminent need for new antichagasic. The enzyme cruzain is the major cysteine protease present in the T. cruzi, is important for the survival, differentiation and entry of the parasite in the host, presenting itself as an excellent biological target in the search for new chemotherapeutic agents. Semicarbazone derivatives, such as nitrofurazone and hydroxymethylnitrofurazone showed inhibitory activity cruzain being considered prototypes in search antichagasic. Using modern drug design strategies through the integration of computational techniques, molecular modeling and docking, and experimental synthesis and biological assays. In this work were performed design, synthesis and biological evaluation of the bioisosters nitrofurazone as candidates for antichagasic. Were applied molecular modeling and docking studies for ten derivatives compounds of aminoguanidine, semi and thiosemicarbazone. In these studies thiosemicarbazone derivatives compounds showed more favorable for the mechanism of action proposed, that suggest a nucleophilic attack of the Cys25 residue present in the catalytic site of the enzyme cruzain in the thiocarbonyl group. Six compounds were synthesized and characterized by 1H and 13C NMR. These compounds were tested for inhibition of cruzain, and derivatives 6, 9 and 10 showed favorable enzyme inhibition at single dose of 100 µM, with values between 70 and 75%. In the inhibition assay of cell growth in epimastigotes forms of T. cruzi, the compound 9 showed an IC50 of 19.8 µM, the best prototype for the development of a new antichagasic agent. In general the results obtained by biological assay corroborate the data presented in molecular modeling, since compounds containing side chain thiosemicarbazone showed better results in both tests, showing that the integration of experimental and computational techniques is presented as a excellent strategy in the search for new agents antichagasic

Protein-protein and protein-ligand interactions are fundamental as many proteins mediate their biological function through these interactions. Many important applications follow directly from the identification of residues in the interfaces between protein-protein and protein-ligand interactions, such as drug design, protein mimetic engineering, elucidation of molecular pathways, and understanding of disease mechanisms. The identification of interface residues can also guide the docking process to build the structural model of protein-protein complexes. This dissertation focuses on developing computational approaches for protein-ligand and protein-protein binding site prediction and applying these predictions to improve protein-protein docking. First, we develop an automated approach LIGSITEcs to predict protein-ligand binding site, based on the notion of surface-solvent-surface events and the degree of conservation of the involved surface residues. We compare our algorithm to four other approaches, LIGSITE, CAST, PASS, and SURFNET, and evaluate all on a dataset of 48 unbound/bound structures and 210 bound-structures. LIGSITEcs performs slightly better than the other tools and achieves a success rate of 71% and 75%, respectively. Second, for protein-protein binding site, we develop metaPPI, a meta server for interface prediction. MetaPPI combines results from a number of tools, such as PPI_Pred, PPISP, PINUP, Promate, and SPPIDER, which predict enzyme-inhibitor interfaces with success rates of 23% to 55% and other interfaces with 10% to 28% on a benchmark dataset of 62 complexes. After refinement, metaPPI significantly improves prediction success rates to 70% for enzyme-inhibitor and 44% for other interfaces. Third, for protein-protein docking, we develop a FFT-based docking algorithm and system BDOCK, which includes specific scoring functions for specific types of complexes. BDOCK uses family-based residue interface propensities as a scoring function and obtains improvement factors of 4-30 for enzyme-inhibitor and 4-11 for antibody-antigen complexes in two specific SCOP families. Furthermore, the degrees of buriedness of surface residues are integrated into BDOCK, which improves the shape discriminator for enzyme-inhibitor complexes. The predicted interfaces from metaPPI are integrated as well, either during docking or after docking. The evaluation results show that reliable interface predictions improve the discrimination between near-native solutions and false positive. Finally, we propose an implicit method to deal with the flexibility of proteins by softening the surface, to improve docking for non enzyme-inhibitor complexes.

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Lors de la conception de médicaments, le criblage in silico est de plus en plus utilisé et lesméthodes disponibles nécessitent d'être évaluées. L'évaluation de 8 méthodes a mis enévidence l'efficacité des méthodes de criblage in silico et des problèmes de construction de labanque d'évaluation de référence (DUD), la conformation choisie pour les sites de liaisonn'étant pas toujours adaptée à tous les actifs. La puissance informatique actuelle le permettant,plusieurs structures expérimentales ont été choisies pour tenter de mimer la flexibilité dessites de liaison. Un autre problème a été mis en évidence : les métriques d'évaluation desméthodes souffrent de biais. De nouvelles métriques ont donc été proposées, telles queBEDROC et RIE. Une autre alternative est proposée ici, mesurant la capacité prédictive d'uneméthode en actifs. Enfin, une petite molécule active sur le TNFα in vitro et in vivo sur souris aété identifiée par un protocole de criblage in silico. Ainsi, malgré le besoin d'amélioration desméthodes, le criblage in silico peut être d'un important soutien à l'identification de nouvellesmolécules a visée thérapeutique.