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1.
Oncogene ; 30(45): 4544-56, 2011 Nov 10.
Artigo em Inglês | MEDLINE | ID: mdl-21577201

RESUMO

To address the question of whether established or experimental anticancer chemotherapeutics can exert their cytotoxic effects by autophagy, we performed a high-content screen on a set of cytotoxic agents. We simultaneously determined parameters of autophagy, apoptosis and necrosis on cells exposed to -1400 compounds. Many agents induced a 'pure' autophagic, apoptotic or necrotic phenotype, whereas less than 100 simultaneously induced autophagy, apoptosis and necrosis. A systematic analysis of the autophagic flux induced by the most potent 80 inducers of GFP-LC3 puncta among the NCI panel agents showed that 59 among them truly induced autophagy. The remaining 21 compounds were potent inducers of apoptosis or necrosis, yet failed to stimulate an autophagic flux, which were characterized as microtubule inhibitors. Knockdown of ATG7 was efficient in preventing GFP-LC3 puncta, yet failed to attenuate cell death by the agents that induce GFP-LC3 puncta. Thus there is not a single compound that would induce cell death by autophagy in our screening, underscoring the idea that cell death is rarely, if ever, executed by autophagy in human cells.


Assuntos
Antineoplásicos/farmacologia , Apoptose/efeitos dos fármacos , Autofagia/efeitos dos fármacos , Necrose/induzido quimicamente , Antineoplásicos/química , Apoptose/genética , Autofagia/genética , Proteína 7 Relacionada à Autofagia , Ensaios de Seleção de Medicamentos Antitumorais , Técnicas de Silenciamento de Genes , Proteínas de Fluorescência Verde/metabolismo , Humanos , Proteínas Associadas aos Microtúbulos/metabolismo , Enzimas Ativadoras de Ubiquitina/genética
2.
Oncogene ; 25(12): 1763-74, 2006 Mar 16.
Artigo em Inglês | MEDLINE | ID: mdl-16278674

RESUMO

Apoptosis-inducing factor (AIF) is a mitochondrial flavoprotein, which upon apoptosis induction translocates to the nucleus where it interacts with DNA by virtue of positive charges clustered on the AIF surface. Here we show that the AIF interactome, as determined by mass spectroscopy, contains a large panel of ribonucleoproteins, which apparently bind to AIF through the RNA moiety. However, AIF is devoid of any detectable RNAse activity both in vitro and in vivo. Recombinant AIF can directly bind to DNA as well as to RNA. This binding can be visualized by electron microscopy, revealing that AIF can condense DNA, showing a preferential binding to single-stranded over double-stranded DNA. AIF also binds and aggregates single-stranded and structured RNA in vitro. Single-stranded poly A, poly G and poly C, as well double-stranded A/T and G/C RNA competed with DNA for AIF binding with a similar efficiency, thus corroborating a computer-calculated molecular model in which the binding site within AIF is the same for distinct nucleic acid species, without a clear sequence specificity. Among the preferred electron donors and acceptors of AIF, nicotine adenine dinucleotide phosphate (NADP) was particularly efficient in enhancing the generation of higher-order AIF/DNA and AIF/RNA complexes. Altogether, these data support a model in which a direct interaction of AIF contributes to the compaction of nucleic acids within apoptotic cells.


Assuntos
Fator de Indução de Apoptose/metabolismo , Montagem e Desmontagem da Cromatina/fisiologia , DNA/metabolismo , RNA/metabolismo , Sequência de Aminoácidos , Fator de Indução de Apoptose/química , Encéfalo/metabolismo , Imunoprecipitação da Cromatina , DNA/química , DNA/genética , Células HeLa , Humanos , Espectrometria de Massas , Microscopia Eletrônica , Modelos Moleculares , Dados de Sequência Molecular , Reação em Cadeia da Polimerase , RNA/química , RNA/genética
3.
Biochem Soc Trans ; 31(Pt 5): 980-4, 2003 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-14505464

RESUMO

A general introduction to molecular modelling techniques in the area of protein-ligand interactions is given. Methods covered range from binding-site analysis to statistical treatment of sets of ligands. The main focus of this paper is on docking and scoring. After an outline of the main concepts, two specific application examples are given.


Assuntos
Simulação por Computador , Modelos Moleculares , Proteínas/química , Algoritmos , Anidrase Carbônica II/química , Ligantes , Modelos Químicos , Ligação Proteica , Proteína Tirosina Fosfatase não Receptora Tipo 1 , Proteínas Tirosina Fosfatases/química
4.
Protein Eng ; 14(1): 27-37, 2001 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-11287676

RESUMO

The structure of human Janus kinase 2 (JAK2) comprising the two C-terminal domains (JH1 and JH2) was predicted by application of homology modelling techniques. JH1 and JH2 represent the tyrosine kinase and tyrosine kinase-like domains, respectively, and are crucial for function and regulation of the protein. A comparison between the structures of the two domains is made and structural differences are highlighted. Prediction of the relative orientation of JH1 and JH2 was aided by a newly developed method for the detection of correlated amino acid mutations. Analysis of the interactions between the two domains led to a model for the regulatory effect of JH2 on JH1. The predictions are consistent with available experimental data on JAK2 or related proteins and provide an explanation for inhibition of JH1 tyrosine kinase activity by the adjacent JH2 domain.


Assuntos
Proteínas Tirosina Quinases/química , Proteínas Proto-Oncogênicas , Sequência de Aminoácidos , Sequência Consenso , Sequência Conservada , Interpretação Estatística de Dados , Ativação Enzimática , Homeostase , Humanos , Região de Junção de Imunoglobulinas/química , Janus Quinase 2 , Modelos Moleculares , Dados de Sequência Molecular , Mutação , Proteínas Quinases/química , Estrutura Terciária de Proteína , Alinhamento de Sequência , Homologia de Sequência de Aminoácidos
5.
Protein Eng ; 11(1): 31-40, 1998 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-9579657

RESUMO

The three-dimensional (3D) models of several alternatively spliced isoforms (ISO1 through ISO4) of human interleukin-7 (hIL-7) are presented. They are based on sequences of mRNA recently discovered in follicular dendritic cells (FDC) and primary cultures of endothelial cells or smooth muscle cells. The structures were docked to a previous model of the human IL-7 receptor, containing the IL-7 specific (IL-7R) and common gamma (gamma(c)) chain. Two different models of murine IL-7 (mIL-7) were generated as well and docked to this receptor. For an evaluation of the structures and the possible biological role of the isoforms, the models were analysed in detail and a series of enthalpy calculations was carried out. Compared with hIL-7, ISO1 appears to bind equally well to hIL-7R, but even better to the gamma(c) chain. This suggests an agonist role of ISO1, which has already been shown experimentally. The prediction that ISO2 exhibits reduced affinity to hIL-7R is supported by experiments where it had been shown to be inactive in a human test system. However, ISO2 as well as ISO3 could represent antagonists for hIL-7. Remarkably, mIL-7 appears to bind significantly less well to hIL-7R, which is in line with experimental observations that it is not active in the human system. The sequences of the isoforms support the helix assignment made for the previous hIL-7 model.


Assuntos
Interleucina-7/química , Sequência de Aminoácidos , Animais , Humanos , Isomerismo , Camundongos , Modelos Moleculares , Dados de Sequência Molecular , Homologia de Sequência de Aminoácidos
6.
J Med Chem ; 41(3): 393-400, 1998 Jan 29.
Artigo em Inglês | MEDLINE | ID: mdl-9464369

RESUMO

Blockade of the N-methyl-D-aspartate receptor by uncompetitive antagonists has implications for symptomatic and neuroprotective therapy of various neuropsychiatric diseases. Since the three-dimensional (3D) structure of this ion channel is unknown, the structural requirements for uncompetitive inhibition were investigated by application of a three-step strategy: At first, Ki values were measured for a number of structurally diverse compounds at the phencyclidine (PCP) binding site in postmortem human frontal cortex. Second, a pharmacophore model was developed for this set of molecules employing a mathematical method called graph theory. The resulting pharmacophore provided a very good explanation for the ability of structurally diverse compounds to bind to the same binding site. Using the experimental data and the pharmacophore as a basis for the third step, a three-dimensional quantitative structure-activity relationship (3D-QSAR) applying comparative molecular field analysis (CoMFA) was performed. The QSAR proved to be highly consistent and showed good predictiveness for several additional molecules. The results give a deeper insight into the structural requirements for effective NMDA receptor antagonism and offer the opportunity for improved drug design. The study represents the first quantitative 3D-QSAR model for NMDA receptor blockade, and it comprises structurally very different molecules. That the alignment for a highly consistent CoMFA is based on an automated 3D pharmacophore analysis has important methodological implications.


Assuntos
Antagonistas de Aminoácidos Excitatórios/metabolismo , Fenciclidina/metabolismo , Receptores de N-Metil-D-Aspartato/antagonistas & inibidores , Sítios de Ligação , Antagonistas de Aminoácidos Excitatórios/química , Humanos , Estrutura Molecular , Receptores de N-Metil-D-Aspartato/metabolismo , Relação Estrutura-Atividade
7.
J Mol Graph Model ; 15(3): 170-8, 185-8, 1997 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-9457620

RESUMO

Thrombopoietin (TPO) is a glycoprotein hormone that regulates red blood cell production. Presented here is a modeling study of the extracellular region of the human thrombopoietin receptor complex, in particular the TPO-receptor interface. The models were developed from structural homology to other cytokines and their receptors. Experimental evidence suggests that the receptor is homodimeric and it was modeled accordingly. Key interactions are shown that correlate with previous cytokine receptor complexes, and the pattern of cysteine bonding (Cys7-Cys151 and Cys29-Cys85) agrees with that experimentally determined for thrombopoietin. These models pave the way for possible mutagenesis experimentation and the design of (ant)agonists.


Assuntos
Modelos Moleculares , Proteínas de Neoplasias , Conformação Proteica , Proteínas Proto-Oncogênicas/química , Receptores de Citocinas , Trombopoetina/química , Sequência de Aminoácidos , Sítios de Ligação , Gráficos por Computador , Humanos , Dados de Sequência Molecular , Estrutura Molecular , Proteínas Proto-Oncogênicas/metabolismo , Receptores de Trombopoetina , Alinhamento de Sequência , Trombopoetina/metabolismo
8.
Protein Eng ; 9(12): 1135-42, 1996 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-9010926

RESUMO

Following a recent model of human interleukin-7 (IL-7), we present here a modeling study of the extracellular part of the human IL-7 receptor complex, including the IL-7 specific (IL-7R) and the common gamma (gamma c) chains. The investigation is based on structural homology to the complex of human growth hormone (hGH) bound to its receptor (hGHR). For domain 1 of IL-7R two different models are presented which differ in the alignment to hGHR in three regions. However, these differences affect binding to IL-7 in only one region, at the interface between loop EF of domain 1 of IL-7R and helix C of IL-7. The disulfide pattern in domain 1 of IL-7R is predicted to deviate from that observed in hGHR in that the C'-E disulfide (hGHR) is replaced by a C-C' cross-link. The prediction for the gamma c chain is compared with two previous studies. The models of the complex provide insight into the binding of IL-7 to its receptor and have implications for the suggestion of mutagenesis experiments and the design of (ant)agonists.


Assuntos
Antígenos CD/química , Simulação por Computador , Interleucina-7 , Modelos Moleculares , Receptores de Interleucina/química , Homologia de Sequência de Aminoácidos , Sequência de Aminoácidos , Estudos de Avaliação como Assunto , Previsões , Humanos , Dados de Sequência Molecular , Ligação Proteica , Conformação Proteica , Receptores de Interleucina-7 , Reprodutibilidade dos Testes , Alinhamento de Sequência/métodos
9.
J Med Chem ; 39(20): 3882-8, 1996 Sep 27.
Artigo em Inglês | MEDLINE | ID: mdl-8831754

RESUMO

Using comparative molecular field analysis (CoMFA), three-dimensional quantitative structure-activity relationships were developed for 27 haptens which bind to the monoclonal antibody IgE(Lb4). In order to obtain an alignment for these structurally very diverse antigens, the compounds were docked to a previously modeled receptor structure using the automated docking program AUTODOCK (Goodsell, D.S.; Olson, A.J. Proteins: Struct., Funct., Genet. 1990, 8, 195-202). Remarkably, this alignment method yielded highly consistent QSAR models, as indicated by the corresponding cross-validated r2 values (0.809 for a model with carbon as probe atom, 0.773 for a model with hydrogen as probe atom). Conventional alignment failed in providing a basis for self-consistent CoMFAs. Amino acids Tyr H 50, Tyr H 52, and Trp H 95 of the receptor appeared to be of crucial importance for binding of various antigens. These findings are consistent with earlier considerations of aromatic residues being responsible for the multispecificity of certain immunoglobulins.


Assuntos
Anticorpos Monoclonais/metabolismo , Haptenos/química , Haptenos/metabolismo , Imunoglobulina E/metabolismo , Anticorpos Monoclonais/química , Antígenos/metabolismo , Simulação por Computador , Ligação de Hidrogênio , Imunoglobulina E/química , Modelos Moleculares , Estrutura Molecular , Relação Estrutura-Atividade , Triptofano , Tirosina
10.
Protein Eng ; 9(6): 493-8, 1996 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-8862549

RESUMO

The three-dimensional structure of human interleukin (IL)-7 has been predicted based on homology to human IL-2, IL-4, granulocyte-macrophage colony stimulating factor and growth hormone. The model has a topology common to other cytokines and displays a unique disulfide pattern. Knowledge of the tertiary structure of IL-7 has implications for analysis of key binding regions, suggestions for mutagenesis experiments and design of (ant)agonists. In this context, the model is discussed and compared with other cytokine structures.


Assuntos
Simulação por Computador , Interleucina-7/química , Modelos Moleculares , Estrutura Terciária de Proteína , Sequência de Aminoácidos , Animais , Bovinos , Cistina/análise , Fator Estimulador de Colônias de Granulócitos e Macrófagos/química , Hormônio do Crescimento/química , Humanos , Interleucina-2/química , Interleucina-4/química , Camundongos , Dados de Sequência Molecular , Alinhamento de Sequência , Especificidade da Espécie
11.
J Mol Recognit ; 9(3): 239-46, 1996.
Artigo em Inglês | MEDLINE | ID: mdl-8938597

RESUMO

A mouse monoclonal anti-2,4,6-trinitrophenyl IgE (clone Lb4) was screened with a random set of over 2000 compounds, and several ligands were found to bind with affinities comparable to that of the immunizing hapten (KD in the microM range). An automated docking algorithm was used for the prediction of complex structures formed by 2,4-dinitrophenyl (DNP) and non-DNP ligands in the fragment variable region of IgE(Lb4). All ligands were found to dock in an L-shaped cavity of 15 x 16 x 10 A, surrounded by complementary-determining regions L1, L3, H2 and H3. The ligands were found to occupy the same binding site in different orientations. For rigid ligands the most stable orientation could be predicted with high probability, based on the calculated energy of binding and the occurrence frequencies of identical complexes obtained by repeated simulations. The localization of a flexible ligand (cycrimine-R) was more ambiguous, but it still docked in the same site. The results support a model for heteroligating antibody (Ab) binding sites, where different ligands utilize the total set of available contacts in different combinations. It is suggested that although pseudoenergies calculated by the docking algorithm do not correlate with experimentally measured binding energies, the screening-and-docking procedure can be useful for the mapping of Ab and other receptor binding sites ligating small molecules.


Assuntos
Algoritmos , Anticorpos Monoclonais/química , Reações Antígeno-Anticorpo , Simulação por Computador , Imunoglobulina E/química , Modelos Imunológicos , Modelos Moleculares , Conformação Proteica , 2,4-Dinitrofenol/imunologia , 2,4-Dinitrofenol/metabolismo , Animais , Anticorpos Monoclonais/imunologia , Anticorpos Monoclonais/metabolismo , Afinidade de Anticorpos , Especificidade de Anticorpos , Sítios de Ligação de Anticorpos , Haptenos , Imunoglobulina E/imunologia , Imunoglobulina E/metabolismo , Ligantes , Substâncias Macromoleculares , Camundongos
12.
Mol Immunol ; 33(2): 129-44, 1996 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-8649435

RESUMO

A mouse monoclonal anti-TNP IgE antibody (IgE-La2) was screened by a competitive-binding ELISA with a random pool of over 2000 small molecules, mostly drugs, drug derivatives and metabolites. Thirteen of these (naproxene, beta-carboxy-chi-naphthol, oxolinic acid, hymecromone, 8-aminoquinoline, beta-naphthylamine, chi-nitrilo-cinnamic acid, 1,5-diaminonaphthaline, prolonium iodide, diaspirin, 3,4,5-trimethoxy-cinnamic acid, cycrimine, hemimellitic acid) were found to bind as strongly, or stronger, to the antibody as the immunizing hapten. We have used a Monte Carlo search technique for simulated docking of the DNP and non-DNP ligands to a model of the Fv region of IgE(La2). The validity of structural predictions made by the AutoDock program were tested on IgG(ANO2), the three-dimensional structure of which had been obtained previously by X-ray crystallography and 2D-NMR. The rms differences between the experimentally determined and auto-docked complexes in the energetically most favored binding modes were 0.31-0.44 A. Evaluation of structures of IgE(La2)-ligand complexes [including 2,4-dinitrophenol (DNP), 16 DNP amino acids, and the 13 non-DNP ligands listed above] obtained by computer-aided automated docking, suggested the existence of two subsites within an approximately 12 x 18 A2 groove extending between the H and L CDRs. Some of the ligands (DNP-Glu, 8-aminoquinoline, prolonium-I, beta-naphthylamine) were found to bind exclusively to subsite 1, others (DNP-Ala, chi-nitrilo-cinnamic acid, hemimellitic acid, beta-carboxy-chi-naphthol) to subsite 2. The majority of DNP amino acids and other ligands (oxolinic acid, 3,4,5-trimethoxy-cinnamic acid, diaspirin, [R]-cycrimine) were found to occupy an overlapping area including subsites 1 and 2, while some of the compounds (DNP-Asn, DNP-Pro, hymecromone, 1,5-naphthylenediamine) were predicted to interact with either of these subsites with comparable probabilities. When all of the docked La2-ligand complexes were taken into account, five tyrosine residues (H33, L32, L91, L92, L96) were found to provide the majority (53.4%) of all observed contact points. Thus, a multitude of interactions with aromatic residues, and a combinatorial type of interaction within the binding region, seem to be the major factors to explain the mechanism of heteroligation by IgE(La2).


Assuntos
Anticorpos Monoclonais/química , Anticorpos Monoclonais/metabolismo , Imunoglobulina E/química , Imunoglobulina E/metabolismo , Sequência de Aminoácidos , Animais , Anticorpos Monoclonais/genética , Sítios de Ligação , Ligação Competitiva , Simulação por Computador , Dinitrobenzenos/imunologia , Dinitrobenzenos/metabolismo , Ensaio de Imunoadsorção Enzimática , Haptenos , Imunoglobulina E/genética , Ligantes , Camundongos , Modelos Moleculares , Dados de Sequência Molecular , Estrutura Molecular , Método de Monte Carlo
13.
J Comput Chem ; 17(11): 1296-308, 1996 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-25400148

RESUMO

Comparative molecular field analysis (CoMFA) is a three-dimensional quantitative structure-activity relationship (3D-QSAR) method which correlates precalculated fields surrounding a set of molecules with some target property. Among others, the electrostatic fields are commonly used. These are usually generated by calculating the Coulomb potential between a probe and the molecules bearing atom-centered point charges. The present study was performed in order to investigate up to which extent different methods to calculate electrostatic potentials can influence the results of a CoMFA. Therefore, a variety of charge calculation methods was applied to a data set consisting of 37 ligands of the benzodiazepine receptor inverse agonist-antagonist active site. These methods included Gasteiger-Marsili, semiempirical (MNDO, AM1, and PM3), and ab initio (HF/STO-3G, HF/3-21G*, and HF/6-31G*) charges. Semiempirical as well as ab initio electron populations were derived both from the Mulliken population analysis (MPA) or from fitting the charges to the molecular electrostatic potential (ESPFIT charges). In addition, the molecular electrostatic potentials (MEPs) resulting from ab initio calculations were mapped directly onto the CoMFA grid. With regard to the cross-validated r(2) values (r(2) cv ) of the resulting QSAR models, the ESPFIT-derived potentials yielded generally higher r(2) cv values than those resulting from MPA charges. For example, at the HF/3-21G* level the r(2) cv rose from 0.61 (MPA-derived potentials) to 0.76 (ESPFIT fields). The MEPs mapped directly onto the CoMFA grid were not superior to the corresponding ESPFIT-derived potentials. Semiempirical ESPFIT charges appeared to be of similar quality compared with ab initio ESPFIT electron populations in the CoMFAs. When no scaling between the steric and electrostatic descriptor matrices was applied, the electrostatic contributions were influenced to a high degree by the magnitude of the corresponding field values. © 1996 by John Wiley & Sons, Inc.

14.
J Med Chem ; 38(25): 4917-28, 1995 Dec 08.
Artigo em Inglês | MEDLINE | ID: mdl-8523405

RESUMO

A set of 100 novel 2-heterosubstituted statine derivatives inhibiting human immunodeficiency virus type-1 proteinase has been investigated by comparative molecular field analysis. In order to combine the structural information available from X-ray analyses with a predictive quantitative structure-activity relationship (QSAR) model, docking experiments of a prototype compound into the receptor were performed, and the 'active conformation' was determined. The structure of the receptor was taken from the published X-ray analysis of the proteinase with bound MVT-101, the latter compound exhibiting high structural similarity with the inhibitors investigated. The validity of the resulting QSARs was confirmed in four different ways. (1) The common parameters, namely, the cross-validated r2 values obtained by the leave-one-out (LOO) method (r2cv = 0.572-0.593), and (2) the accurate prediction of a test set of 67 compounds (q2 = 0.552-0.569) indicated a high consistency of the models. (3) Repeated analyses with two randomly selected cross-validation groups were performed and the cross-validated r2 values monitored. The resulting average r2 values were of similar magnitudes compared to those obtained by the LOO method. (4) The coefficient fields were compared with the steric and electrostatic properties of the receptor and showed a high level of compatibility. Further analysis of the results led to the design of a novel class of highly active compounds containing an additional linkage between P1' and P3'. The predicted activities of these inhibitors were also in good agreement with the experimentally determined values.


Assuntos
Aminoácidos/química , Antivirais/química , Inibidores da Protease de HIV/química , HIV-1/metabolismo , Aminoácidos/farmacologia , Antivirais/farmacologia , Gráficos por Computador , Cristalografia por Raios X , Desenho de Fármacos , Inibidores da Protease de HIV/farmacologia , Humanos , Ligação de Hidrogênio , Modelos Moleculares , Relação Estrutura-Atividade
15.
J Comput Aided Mol Des ; 9(5): 396-406, 1995 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-8594157

RESUMO

A new automated procedure to improve the predictive quality of CoMFA models for both training and test sets is described. A model of greater consistency is generated by performing small reorientations of the underlying molecules for which too low activities are calculated. In order to predict activities of test compounds, the most similar molecules in the previously optimized model are identified and used as a basis for the prediction. This method has been applied to two independent sets of dihydrofolate reductase inhibitors (80 compounds each, serving as training sets), resulting in a significant increase of the cross-validated r2 value. For both models, the predictive r2 value for a test set consisting of 70 compounds was improved substantially.


Assuntos
Desenho Assistido por Computador , Desenho de Fármacos , Antagonistas do Ácido Fólico/química , Modelos Moleculares , Conformação Proteica , Tetra-Hidrofolato Desidrogenase/química , Simulação por Computador , Humanos , Estrutura Molecular , Relação Estrutura-Atividade
16.
J Comput Aided Mol Des ; 9(3): 205-12, 1995 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-7561973

RESUMO

The steric descriptors commonly used in CoMFA--Lennard-Jones 6-12 potential-derived interaction energies calculated between a probe atom and the molecules under investigation--have been replaced by variables indicating the presence of an atom of a particular molecule in predefined volume elements (cubes) within the region enclosing the ensemble of superimposed molecules. The resulting 'atom indicator vectors' were used as steric fields in the subsequent PLS analyses, with and without inclusion of electrostatic Coulomb interaction-derived fields. Application of this method to five training sets (80 compounds each) and five test sets (60 compounds each), randomly selected from an ensemble of 256 dihydrofolate reductase inhibitors, leads to models of significantly higher consistency, as indicated by the cross-validated r2 values for the training sets and the predictive r2 values for the test sets.


Assuntos
Simulação por Computador , Desenho de Fármacos , Modelos Moleculares , Termodinâmica , Eletroquímica , Antagonistas do Ácido Fólico/química , Conformação Molecular , Sondas Moleculares , Relação Estrutura-Atividade
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