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  • About
  • The Global ETD Search service is a free service for researchers to find electronic theses and dissertations. This service is provided by the Networked Digital Library of Theses and Dissertations.
    Our metadata is collected from universities around the world. If you manage a university/consortium/country archive and want to be added, details can be found on the NDLTD website.
251

Využití RFID v logistice / The usage of RFID in logistics

HRČIAKOVÁ, Lenka January 2010 (has links)
The main aim of the diploma thesis was to explain functional principles and technical bases of a radio frequency identification (RFID) and usage RFID in company Robert Bosch České Budějovice, Ltd. Another aim of this paper was to analyse systems of supply (a internal logistics) in this company. The attention was also given to description of chosen logistic methods and technologies and their use within the framework of Bosch Production System in Robert Bosch České Budějovice, Ltd.
252

Investigação da interação de ligantes fluorescentes derivados de benzazóis com B-DNA por docking e dinâmica molecular

Grasel, Fábio dos Santos January 2013 (has links)
Neste trabalho foi realizado o estudo por docagem e simulação de dinâmica molecular de doze derivados benzazólicos fluorescentes por ESIPT, interagindo com o dodecâmero de Dickerson-Drew na forma B-DNA. Estes doze ligantes foram divididos em dois grupos (A e B), sendo o primeiro grupo composto por derivados do 2-(2’-hidroxifenil)-benzoxazol e o segundo grupo composto por três derivados do 2-(4’-amino-2’-hidroxifenil)-benzazóis, alternando entre N, S e O no anel azólico, mais três bases de Tröger derivadas dos mesmos. Na análise da docagem molecular do grupo A, os derivados com grupamento –NH2 no anel fenólico apresentaram energias de interação mais favoráveis com o DNA, verificando um favorecimento ainda maior, para os ligantes que continham –NO2 como substituinte no anel benzoxazólico. Na análise da docagem molecular para grupo B, as bases de Tröger (4ac) apresentaram interações significativamente mais favoráveis, quando comparados com seus respectivos precursores (3ac). Na análise da DM, tanto o grupo A, quanto o B, apresentaram a formação de complexos estáveis. O grupo A apresentou uma indução a alterações estruturais mínimas no DNA, sendo as maiores alterações a abertura do Rise quando os ligantes estavam intercalados, acompanhado pelo desenrolamento do parâmetro Twist. Nas interações de sulco menor, o ligante 2a foi o que formou o complexo mais estável com o DNA. Na análise da DM do grupo B, as bases de Tröger apresentaram uma preferência maior por interações do tipo intercalação que seus precursores, sendo os primeiros, os quais induziram o oligonucleotídeo a maiores alterações estruturais. Durante todas as simulações os ligantes mantiveram-se com uma forte interação com o oligonucleotídeo, sem causar a desnaturação do mesmo. Devido às interações estáveis, e também as propriedades fotofísicas peculiares dos ligantes estudados, esta classe de moléculas pode atuar como possíveis sondas biológicas. / In this work we carried out a study by docking and molecular dynamics simulations of twelve ESIPT-fluorescent benzazoles, interacting with the Dickerson-Drew dodecamer in the canonical B-DNA form. These twelve ligands were divided into two groups (A and B), with the first group consisting of derivatives of 2-(2’-hydroxphenyl)-benzoxazole and the second group consisting of three derivatives of 2-(4’-amino-2’-hydroxyphenyl)-benzazoles, alternating between N, S and O in the azole ring and three Tröger bases derived from them. In the analysis of the molecular docking of group A, the derivatives with group –NH2 in the phenolic ring presented more favorable interaction energies with the DNA, and the score was even more favorable for the ligands which contained –NO2 as substituent in the benzoxazolic ring. In the analysis of the molecular docking for group B, the Tröger bases (4ac) presented significantly more favorable interactions, when compared with their respective precursors (3ac). In the analysis of the DM, both groups A and B formed stable complexes. Group A induced only slight structural distortions in the DNA, being the largest modifications the increase of the Rise parameter when the ligands were intercalated, accompanied by the unwinding of Twist parameter. Regarding minor groove interactions, the ligand 2a formed the most stable complex with the DNA. In the analysis of the DM both groups A and B, the Tröger bases presented a greater preference for intercalation interactions than their precursors and the Tröger bases induced the largest structural changes to the oligonucleotide. During all the simulations the ligands maintained a strong interaction with the oligonucleotide, without causing the denaturation of the same. Due to the stable interactions, and also the peculiar photophysical properties of the ligands studied, this class of molecules can act as possible biological probes.
253

Métodos híbridos em docagem molecular: implementação, validação e aplicação / Hybrid methods in molecular docking: implementation, validation and application

Heloisa dos Santos Muniz 13 June 2018 (has links)
A modelagem das interações entre macromoléculas e ligantes ainda se depara com diversos desafios na área de desenho de fármacos assistidos por computador. Apesar do crescimento da área, temas como a flexibilidade do receptor, funções de pontuação e solvatação ainda têm sido alvo de intensa investigação na comunidade científica. Com o objetivo de analisar a interação em milhares ou milhões de complexos, é imprescindível uma boa harmonização entre o custo computacional e a acurácia dos métodos computacionais que permitem a classificação de ligantes de acordo com a energia de interação. O LiBELa (Ligand Binding Energy Landscape) é um programa de docagem molecular com abordagem híbrida, ou seja, utiliza informações do ligante e do receptor durante o processo de docagem. Inicialmente, as características estéricas e eletrostáticas de um ligante de referência (cristalográfico, por exemplo) são utilizadas nos cálculos de similaridade e sobreposição, obtendo assim uma conformação inicial pré-otimizada do ligante testado. Em seguida, a energia de interação é minimizada no sítio ativo de receptor a partir de potenciais energéticos. Quatro funções de pontuação baseadas em campo de força foram testadas e otimizadas, compostas por potenciais de van der Waals, de Coulomb, e uma função empírica de solvatação denominada função de Stouten-Verkhivker (SV). A flexibilidade do sistema foi tratada através da geração de confôrmeros que amostram os graus de liberdade dos ligantes descritos como semi-rígidos e através de potenciais atenuados que suavizam a superfície de energia de interação, permitindo interações em distâncias interatômicas antes repulsivas. Como ponto de partida, os métodos implementados no programa LiBELa demonstraram resultados satisfatórios nos testes de cross- e self-docking, mostrando ser uma ferramenta eficiente em encontrar os modos de ligação cristalográficos de forma equivalente ou até melhor às dos programas comparados. Através de testes de enriquecimento nos conjuntos de dados DUD, DUDE e CM-DUD, foram otimizadas de forma sistemática as constantes dielétrica, do termo de solvatação, e dos termos de atenuação. Também foi realizado um paralelo entre as funções de pontuação, incluindo a atenuação e o termo de solvatação. Estes mesmos testes mostraram resultados superiores do LiBELa de 39% e 15% em comparação com um programa baseado puramente no receptor (DOCK 6.6), relativo à média da área sob a curva em escala semi-logarítmica nas bases de dados DUDE e DUD respectivamente. Apesar da função de solvatação SV implementada no LiBELa apresentar boa correlação com dados experimentais (r=0,72) e com o modelo Zou GB de solvatação (r=0,88), não apresentou correlação significativa com os métodos GB e PB implementados no pacote de programas disponível no AmberTools. Comparadas às funções de pontuação do LiBELa, as funções com correção para solvatação apresentaram pior enriquecimento, salvo alguns alvos específicos. Por fim, foram realizados ensaios de docagem molecular utilizando como alvo uma enzima β-galactosidase da família GH42, cuja estrutura fora resolvida em nosso grupo. Os resultados permitiram conclusões acerca de como o modo de ligação interfere na preferência de ligação entre dissacarídeos de ligações glicosídicas distintas, consistentes com dados experimentais de ensaios cinéticos de ligação. / Modeling the interactions between macromolecules and ligands still faces several challenges in the computer-aided drug design area. Despite the growth in the area, subjects such as receptor flexibility, scoring functions and solvation still have been widely explored in the scientific community. In order to analyze the interaction for thousands or millions of complexes, a good harmonization between the computational cost and the accuracy of the calculation methods in molecular docking programs is essential. LiBELa (Ligand Binding Energy Landscape) is a hybrid approach program that uses both ligand and receptor information for ligand docking. Initially, the steric and electrostatic characteristics from a reference binder (crystallographic, for example) are used to similarity and overlay calculations, thus obtaining an initial conformation of the ligand tested. Then, within the receptor´s active site, the interaction energy is minimized using energetic potentials. Four force field-based scoring functions were tested and optimized, composed of van der Waals and Coulomb potentials and an empirical solvation function called Stouten-Verkhivker (SV). Concerning the system flexibility, besides the confomers generation that sample the degrees of freedom for semi-rigid ligands, attenuated potentials smooth the energy surface allowing interactions between previously repulsive interatomic distances. As a starting point, LiBELa performed satisfactorily in the cross- and self-docking tests, showing that is an eficient tool to reproduce crystallographic binding modes equivalently to or even better than reference programs. Through enrichment of DUD, DUDE and CM-DUD datasets, the dielectric constant, solvation and softening terms were systematically optimized. It also allowed a parallel between scoring functions, including attenuation and solvation term. Finally, it revealed the LiBELa showed an enhancement of 39% and 15% as compared to the purely receptor-based program DOCK 6.6, relative to the mean of the area under the curve on a semi-logarithmic scale in the DUDE and DUD databases respectively. Although the SV solvation function implemented in LiBELa showed good correlations with experimental data (r = 0.72) and with the Zou GB / SA solvation method implemented in DOCK6 (r = 0.88), it did not show significant correlation with the GB/SA and PB/SA methods implemented in AmberTools. Comparing all the LiBELa tested scoring functions, those including solvation correction showed worse enrichments, except for some specific targets. Finally, molecular docking experiments using LiBELa were conducted with a β-galactosidase from GH42 family, whose structure was solved in our group. The results allowed conclusions concerning how the binding mode interferes the preference for some disaccharides of distinct glycosidic bonds, consistent with experimental data from kinetic assays.
254

Riscos em projetos de docagens de navios petroleiros. / Risks in docking projects of oil tankers.

Jose Eduardo Modica 05 March 2009 (has links)
O mercado da indústria petrolífera tem aumentado consideravelmente seus investimentos em projetos, dada a importância desse setor para o desenvolvimento de um país. O elevado número de projetos faz com que seus objetivos sejam cada vez mais difíceis de serem alcançados, seja pela competição de recursos, pela alta complexidade ou mesmo pela interferência entre eles. A área de logística, um dos elos da cadeia produtiva desse mercado especialmente a de transporte marítimo, possui projetos caracterizados pela manutenção preventiva dos navios existentes, denominada de docagem, e pela construção de novos navios. Verifica-se, nos projetos de docagem, uma diferença entre os objetivos planejados e os alcançados, indicando a necessidade de melhorias e, por se tratar de projetos, podem-se utilizar os conceitos e ferramentas de gestão de projetos e de gestão de riscos para essa finalidade. Este trabalho apresenta um estudo dos eventos de risco do projeto de docagem de navios petroleiros, indicando os de maior relevância, suas causas e conseqüências, e a metodologia, ferramentas e técnicas utilizadas. / The oil industry has substantially increased its investments on projects given the importance of this sector to the development of a country. The large quantity of projects has turning their objectives more and more hard to be achieved either by the competition for resources or by their high complexity or even by interference among the projects themselves. At one of the links of the production chain of this industry, the logistic area, more specifically the maritime transportation, the projects are related to the preventive maintenance of the existing ships, which is called docking, and to the building of new ships. A difference is noticed on the docking projects regarding the planned objectives and those achieved which indicates the necessity of improvements. As dockings are considered projects, the concepts and tools of project and risk management can be used to fulfill such a necessity. This paper presents a study of the risk events of the docking projects for oil tankers identifying the most important ones, shows their causes and consequences and the used methodology, tools and techniques.
255

Análise computacional da interação entre novas bases de tröger fluorescentes e o oligonucleotídeo(B-DNA) via docking e dinâmica molecular.

Oliveira, Tiago Espinosa de January 2012 (has links)
Nesse trabalho, o docking e a dinâmica molecular foram utilizados como métodos de investigação das formas de interação entre um oligonucleotídeo de B-DNA e duas novas Bases de Tröger fluorescentes, com o propósito de verificar sua potencialidade como sondas biológicas. Para o docking molecular foi utilizado o protocolo descrito por Ricci et. al. (2009), que demonstrou ser um método promissor para reconhecer os modos de ligação e descrever a interação entre as Bases de Tröger e os oligonucleotídeos. Os complexos obtidos a partir dos docking foram utilizados como ponto de partida para as simulações de dinâmica molecular usando o programa GROMACS e o campo de força AMBER03, como descrito por Ricci et. al. (2010). A análise dos resultados das simulações mostraram a possibilidade, de que as Bases de Tröger podem interagir de maneiras diferentes com o oligonucleotídeo com preferência pela interação com sulco menor desse receptor. Durante todas as simulações os ligantes mantiveram-se com uma forte interação com o oligonucleotídeo, sem causar a desnaturação do mesmo. Globalmente, os resultados sugerem que as Bases de Tröger podem interagir com o sulco menor do oligonucleotídeo mas também são capazes de interagir como intercaladores. Devido as fortes interações, e també as propriedades fotofísicas (das Bases de Tröger propostas nesse trabalho), essas moléculas podem atuar como possíveis sondas biológicas. / In this work, docking and molecular dynamics simulations were used to ingestigate the interaction between a B-DNA oligonucleotide and two fluorescent Tröger´s bases, in order to verify their potential use as biological probes. For dockings was used protocol described by Ricci et. al. (2009), which proved to be a promising method to recognize the binding modes and describe the interaction between this class of compounds and the oligonucleotide. The complexes obtained from dockings were used as starting point for molecular dynamics simulations using GROMACS and the AMBER03 Force Field, as described by Ricci et. al. (2010). The analyzes of the simulation results showed the possibility that the Tröger Bases can interact in different ways with the oligonucleotide, with some preference for this receptor´s minor groove. During all simulations the ligands have maintained a strong interaction with the oligonucleotide, without causing denaturation of the same. Overall, the results suggest that Tröger´s Bases may interact with the minor groove of olinucleotide but are also able to interact as an intercalator, depending upon the substituents present. Due to the strong interactions, and also the peculiar photophysical properties, this class of molecules may act as a potential DNA probe.
256

Investigação da interação de ligantes fluorescentes derivados de benzazóis com B-DNA por docking e dinâmica molecular

Grasel, Fábio dos Santos January 2013 (has links)
Neste trabalho foi realizado o estudo por docagem e simulação de dinâmica molecular de doze derivados benzazólicos fluorescentes por ESIPT, interagindo com o dodecâmero de Dickerson-Drew na forma B-DNA. Estes doze ligantes foram divididos em dois grupos (A e B), sendo o primeiro grupo composto por derivados do 2-(2’-hidroxifenil)-benzoxazol e o segundo grupo composto por três derivados do 2-(4’-amino-2’-hidroxifenil)-benzazóis, alternando entre N, S e O no anel azólico, mais três bases de Tröger derivadas dos mesmos. Na análise da docagem molecular do grupo A, os derivados com grupamento –NH2 no anel fenólico apresentaram energias de interação mais favoráveis com o DNA, verificando um favorecimento ainda maior, para os ligantes que continham –NO2 como substituinte no anel benzoxazólico. Na análise da docagem molecular para grupo B, as bases de Tröger (4ac) apresentaram interações significativamente mais favoráveis, quando comparados com seus respectivos precursores (3ac). Na análise da DM, tanto o grupo A, quanto o B, apresentaram a formação de complexos estáveis. O grupo A apresentou uma indução a alterações estruturais mínimas no DNA, sendo as maiores alterações a abertura do Rise quando os ligantes estavam intercalados, acompanhado pelo desenrolamento do parâmetro Twist. Nas interações de sulco menor, o ligante 2a foi o que formou o complexo mais estável com o DNA. Na análise da DM do grupo B, as bases de Tröger apresentaram uma preferência maior por interações do tipo intercalação que seus precursores, sendo os primeiros, os quais induziram o oligonucleotídeo a maiores alterações estruturais. Durante todas as simulações os ligantes mantiveram-se com uma forte interação com o oligonucleotídeo, sem causar a desnaturação do mesmo. Devido às interações estáveis, e também as propriedades fotofísicas peculiares dos ligantes estudados, esta classe de moléculas pode atuar como possíveis sondas biológicas. / In this work we carried out a study by docking and molecular dynamics simulations of twelve ESIPT-fluorescent benzazoles, interacting with the Dickerson-Drew dodecamer in the canonical B-DNA form. These twelve ligands were divided into two groups (A and B), with the first group consisting of derivatives of 2-(2’-hydroxphenyl)-benzoxazole and the second group consisting of three derivatives of 2-(4’-amino-2’-hydroxyphenyl)-benzazoles, alternating between N, S and O in the azole ring and three Tröger bases derived from them. In the analysis of the molecular docking of group A, the derivatives with group –NH2 in the phenolic ring presented more favorable interaction energies with the DNA, and the score was even more favorable for the ligands which contained –NO2 as substituent in the benzoxazolic ring. In the analysis of the molecular docking for group B, the Tröger bases (4ac) presented significantly more favorable interactions, when compared with their respective precursors (3ac). In the analysis of the DM, both groups A and B formed stable complexes. Group A induced only slight structural distortions in the DNA, being the largest modifications the increase of the Rise parameter when the ligands were intercalated, accompanied by the unwinding of Twist parameter. Regarding minor groove interactions, the ligand 2a formed the most stable complex with the DNA. In the analysis of the DM both groups A and B, the Tröger bases presented a greater preference for intercalation interactions than their precursors and the Tröger bases induced the largest structural changes to the oligonucleotide. During all the simulations the ligands maintained a strong interaction with the oligonucleotide, without causing the denaturation of the same. Due to the stable interactions, and also the peculiar photophysical properties of the ligands studied, this class of molecules can act as possible biological probes.
257

\"Planejamento de quinonas com atividade tripanossomicida\" / Planning of quinone compounds with trypanocidal activity

Fabio Alberto de Molfetta 01 March 2007 (has links)
Desde a identificação do vírus da imunodeficiência humana (HIV, do inglês Human Immunodeficiency Virus) como agente causador da Síndrome da Imunodeficiência Adquirida (AIDS ? do inglês Acquired Immunodeficiency Syndrome), a busca para tratamentos seguros e eficazes contra o HIV transformou-se no principal foco para a descoberta de uma nova droga em todo o mundo. A AIDS aparece como um dos principais problemas de saúde pública para as próximas décadas, onde será o maior determinante de mortalidade na faixa etária entre 20 e 50 anos em praticamente todos os países do mundo. Tendo como objetivo relacionar a atividade de compostos biflavonóides anti-HIV-1 com algumas de suas propriedades moleculares, serão utilizados métodos de Mecânica Molecular e Química Quântica. O método de cálculo semi-empírico AM1 foi empregado para calcular um conjunto de propriedades moleculares dos 14 compostos biflavonóides com atividade anti-HIV-1. A seguir utilizar-se-á métodos estatísticos com a finalidade de separar os 14 compostos em duas classes, ativos e não ativos, de forma que se relacione qual as propriedades, dentre as calculadas, são responsáveis pela atividade dos compostos biflavonóides estudados. As técnicas estatísticas utilizadas foram a Análise de Componentes Principais (PCA: Principal Components Analysis), Análise Hierárquica de Agrupamentos (HCA: Hierarquical Clusters Analysis) e Análise de Discriminates por Passos (SDA: Stepwise Discriminant Analysis). Os estudos com PCA, HCA, e SDA mostraram que as variáveis HOMO (Highest Occupied Molecular Orbital - Orbital Molecular Ocupado de Maior Energia), LUMO (Lowest Unoccupied Molecular Orbital ? Orbital Molecular Desocupado de Menor Energia), e Área superficial são responsáveis pela separação dos compostos com alta e baixa atividade anti-HIV-1. O comportamento destas três propriedades pode ser útil na tentativa de se obter outros compostos biflavonóides com elevada atividade inibidora anti-HIV-1. / A set of 25 quinone compounds with anti-trypanocidal activity was studied by using the Density Functional Theory (DFT) method in order to calculate electronic atomic and molecular properties to be correlated with the biological activity. The chemometric methods Principal Component Analysis (PCA), Hierarchical Cluster Analysis (HCA), Stepwise Discriminant Analysis (SDA), Kth nearest neighbor (KNN) and Soft Independent Modeling of Class Analogy (SIMCA) were used to obtain possible relationships between the calculated descriptors and the biological activity studied and predict the anti-trypanocidal activity of new quinone compounds from a test set. Four descriptors were responsible for the separation between the active and inactive compounds: T5 (torsion angle), HOMO-1 (energy of the first molecular orbital below HOMO), QTS1 (sum of absolute values of the atomic charges) and VOLS2 (volume of the substituent at region B). These descriptors give information on the kind of interaction that occurs between the compounds and the biological receptor. The prediction study was done with a set of three new quinone compounds by using the PCA, HCA, SDA, KNN and SIMCA. Beside the five chemometric methods, the neural network method was used by employing the backpropagation algorithm. The four variables (T5, QTS1, VOLS2 and HOMO-1) were employed to validate the models constructed previously. The architecture of networks consisting of four neurons at input layers, ten neurons at intermediary layers and two neurons at output layers was adopted to observe the root mean square error between the true and desired output over the entire training set. The percentage of correct classification was 87.5%, and only one compound was predicted wrong in the test set, which indicates that the model is robust and could be able to make predictions. The docking studies were carried out with two different programs in the approach of ligands: the Autodock and FlexX. The docking results on trypanothione reductase enzyme showed that all studied compounds stay at second hydrophobic pocket in the outer region of the active site called the Z-site. The residues that could be specifically involved in the binding of ligands are Lys62, Thr66, Thr397, Thr463, Leu399, Ser464, Glu466 and Glu467, where the residues Thr66, Thr463 and Leu399 are conserved in different trypanothiones and could be used for the development of selective inhibitors against to the parasite enzyme.
258

Lagerdesign och materialhanteringens påverkan på företag : -      En empirisk undersökning med fokus på kostnad och kvalitet / The effect of warehouse layout and materials handling in enterprises with warehousing : - An empirical investigation with main focus on cost and quality

Nordkvist, Joel, Josefsson, Johanna January 2017 (has links)
Purpose – The purpose of the study is to investigate how warehouse layout and materials handling affects the performance targets; cost and quality in an enterprise where more than one method is operationally active. In order to accomplish the purpose of the study two research questions were formulated.   1. How will the choices that an enterprise makes regarding different methods within warehouse layout and materials handling affect cost and quality?   2. How are methods within warehouse layout and materials handling interacting when being active simultaneously in an enterprise?   Method – In order to accomplish the purpose and answer the chosen research questions a case study has been conducted at a distribution centre. Interview and observation are the employed data collection techniques when collecting relevant data. To establish the theoretical framework a literature review has been carried out. Collected data and theoretical framework have subsequently been used to answer the research questions.   Findings – The choices that an enterprise makes when using different storage methods has been shown to influence cost and quality in various ways, with free stacking having the most negative impact. Coexistence between the materials handling methods; FIFO and cross-docking, might result in an enterprise ignoring visions and policies. In other words, the relationship between operative active methods needs to be taken in to consideration in order to fulfil performance targets.   Implications – The theoretical implication with the study has been to enlighten a new aspect of already existing theory, where the relationship between FIFO and cross-docking has been the focus of analysis. This might assist enterprises in gaining knowledge when using operationally active methods simultaneously. A practical implication of the study is that enterprises must understand in what ways the coexistence of storage methods might disrupt flow of products in a distribution centre. In this way, this study contributes to raising awareness among enterprises in terms of finding novel approaches to working with storage with the main purpose of improving their logistics performance.   Limitations – The ability to generalize the study can be questioned due to the fact that it consists of only one business case. Moreover, surrounding factors, which could have brought valuable data to the investigation, have been excluded due to the limited scope of the study.
259

Computational Modelling in Drug Discovery : Application of Structure-Based Drug Design, Conformal Prediction and Evaluation of Virtual Screening

Lindh, Martin January 2017 (has links)
Structure-based drug design and virtual screening are areas of computational medicinal chemistry that use 3D models of target proteins. It is important to develop better methods in this field with the aim of increasing the speed and quality of early stage drug discovery. The first part of this thesis focuses on the application of structure-based drug design in the search for inhibitors for the protein 1-deoxy-D-xylulose-5-phosphate reductoisomerase (DXR), one of the enzymes in the DOXP/MEP synthetic pathway. This pathway is found in many bacteria (such as Mycobacterium tuberculosis) and in the parasite Plasmodium falciparum. In order to evaluate and improve current virtual screening methods, a benchmarking data set was constructed using publically available high-throughput screening data. The exercise highlighted a number of problems with current data sets as well as with the use of publically available high-throughput screening data. We hope this work will help guide further development of well designed benchmarking data sets for virtual screening methods. Conformal prediction is a new method in the computer-aided drug design toolbox that gives the prediction range at a specified level of confidence for each compound. To demonstrate the versatility and applicability of this method we derived models of skin permeability using two different machine learning methods; random forest and support vector machines.
260

Computational Studies on Prostatic Acid Phosphatase

Sharma, S. (Satyan) 05 December 2008 (has links)
Abstract Histidine acid phosphatases are characterized by the presence of a conserved RHGXRXP motif. One medically important acid phosphatase is the Prostatic Acid Phosphatase (PAP). PAP has been associated with prostate cancer for a long time and has been used as a marker to stage prostate carcinoma. Yet, there is no clear understanding on the functioning of the enzyme in vivo. This thesis work focuses on the characterization of putative ligands and elucidation of the reaction mechanism of PAP using computational methods. The ligand-enzyme complexes were generated by docking and molecular dynamics simulations. The complexes showed that the conserved arginines of RHGXRXP motif are important for binding the highly negatively charged phosphate group. The complexes also highlighted that the active site aspartate (Asp258) should be neutral in the complex and is involved as a general acid-base in the reaction. The studies support that PAP could dephosphorylate the growth factor receptors EGFR and ErbB-2. The studies also found that the majority of tyrosine phosphorylated peptides from these growth factor receptors could bind to PAP. The affinities were assessed based on theoretical calculations and were further confirmed by experimental measurements in the feasible cases. To clearly understand the mechanism of PAP, quantum mechanical methods were employed. The enzymatic reaction involves two steps. In the first step, the phosphate moiety is transferred from the ligand to the conserved histidine. The calculations on the first step of the reaction involved generating the transition state (TS) structures and estimating the respective barriers. The calculations clearly support that Asp258 becomes neutral by picking up the proton from the monoanionic ligand entering the binding site. The proton from neutral Asp258 is later transferred to the leaving group via a water bridge, restoring the negative state of Asp258. The second step involves the hydrolysis of phosphohistidine enzyme intermediate. Using hybrid quantum mechanics/molecular mechanics calculations, it was found that the Asp258 accepts a proton from the nucleophilic water only after the TS is crossed. This proton is possibly then transferred to the free phosphate while it leaves the binding site, restoring the enzyme to its free state. The study highlights the importance of active site arginines in the binding as well as the stabilization of TS. Further, the analysis of TS structures in both the steps showed an associative mechanism, based on the distance of the nucleophilic and the leaving atoms to the phosphate atom. These distances are much smaller than what has been found in other well studied nonmetallo-phopshatases. Thus, the study finds a novel mechanism of enzymic phosphotransfer in PAP mediated catalysis.

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