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Structure-based 3D QSAR and design of novel acetylcholinesterase inhibitors   总被引:5,自引:0,他引:5  
The paper describes the construction, validation and application of a structure-based 3D QSAR model of novel acetylcholinesterase (AChE) inhibitors. Initial use was made of four X-ray structures of AChE complexed with small, non-specific inhibitors to create a model of the binding of recently developed aminopyridazine derivatives. Combined automated and manual docking methods were applied to dock the co-crystallized inhibitors into the binding pocket. Validation of the modelling process was achieved by comparing the predicted enzyme-bound conformation with the known conformation in the X-ray structure. The successful prediction of the binding conformation of the known inhibitors gave confidence that we could use our model to evaluate the binding conformation of the aminopyridazine compounds. The alignment of 42 aminopyridazine compounds derived by the docking procedure was taken as the basis for a 3D QSAR analysis applying the GRID/GOLPE method. A model of high quality was obtained using the GRID water probe, as confirmed by the cross-validation method (q2 LOO=0.937, q2 L50% O=0.910). The validated model, together with the information obtained from the calculated AChE-inhibitor complexes, were considered for the design of novel compounds. Seven designed inhibitors which were synthesized and tested were shown to be highly active. After performing our modelling study the X-ray structure of AChE complexed with donepezil, an inhibitor structurally related to the developed aminopyirdazines, has been made available. The good agreement found between the predicted binding conformation of the aminopyridazines and the one observed for donepezil in the crystal structure further supports our developed model.  相似文献   

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Mitotic Kinesin motors, Eg5 and Kif15, have recently emerged as good targets for cancer as they play an inevitable role during mitosis. But, most of the Eg5 inhibitors were found ineffective when the cancer cells develop resistance to them by escalating the expression of Kif15 as alternative to Eg5. Therefore, the drugs that target Kif15 became necessary to be used either as a single or in combination with Eg5 inhibitors. The present study used 39 dihydropyrazole and 13 dihydropyrrole derivatives that were having in vitro inhibitory potential against kinesin motors to develop a common pharmacophore hypothesis AHRR and atom-based QSAR model. The model was used for virtual screening of ZINC database and the resultant hits were docked against Kif15. The four drug candidates with high docking score were examined for their activity and pharmacokinetic behaviour. Based on the results these drugs could be considered as lead candidates in further drug development for cancer.  相似文献   

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本文报道8个5-(取代苯硫基)-2,4-二氨基嘧啶类化合物的合成,测定了对E.coliMB1428 DHFR的抑制活性。对16个本类化合物进行Hansch分析表明,本类化合物对E·coli DHFR的抑制作用与3′,4′,5′-位取代基限制数值的立体参数呈线性关系,与取代基的疏水性参数呈双线性关系。  相似文献   

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本文从三种不同的角度分析小分子与受体的结合情况,互相补充,为探讨不同类型结合模式提供有用的信息和研究手段。利用比较分子相似性指数法(CoMSIA)和分子全息定量构效关系法(HQSAR),建立一系列小分子与不同受体(AhR和TTR)亲和力活性数据的定量构效关系预测模型。结果表明模型均具有较高稳定性和预测能力(q~20.55,r~20.85)。同时,根据CoMSIA模型的等值线图和HQSAR模型的原子贡献图得出BDE154和BDE019与受体之间的结合作用方式,主要为疏水作用,带羟基基团化合物不利于与受体结合。此外,分子对接结果表明模型的结合力类型分别为疏水作用和π-π堆积作用。而分子动力学模拟的结果表明,随着小分子的加入,受体的二级结构发生转变。  相似文献   

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In the present article, a dataset of 63 quinoxaline derivatives were taken for antimalarial activity and pharmacophore were developed. Atom based method was used to develop a three dimensional quantitative structure activity relationship (3D-QSAR) model. On comparison of all statistical parameters, model AHRRR23 was found to be the most effective and predictive QSAR model as it satisfied all statistical parameters of a good model. The model AHRRR23 showed an adequate R2 value for the training set 0.9446, good predictive power with Q2 of 0.6409, good F- value, low SD 0.1218 value and outstanding Pearson-R values and low RMSE 0.2779 values of the model. The docking studies also gives very good results with good RMSD values. 3D QSAR, docking and ADME studies exhibits that the developed model could be employed as a potential lead for further study as antimalarial drug.  相似文献   

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Human dihydrofolate reductase (hDHFR) inhibitors have been a popular research object designed as anti-cancer, anti-malarial, and antibacterial drugs for decades. Besides quantitative structure-activity relationship (QSAR), artificial intelligence (AI) has recently been introduced in numerous professional biological researches, such as molecular drug design and biological activity prediction. In this study, we construct a deep-learning workflow for designing novel hDHFR inhibitors. This workflow mainly includes two networks, as described in the following: The first one is the artificial neural network trained by the molecules selected from the ChEMBL database with experimental hDHFR inhibitions as the label to evaluate the bioactivity of the designed molecular structures constructed from the second network. The second network utilizes conditional generative and adversarial networks (cGAN) to generate candidate molecules with the desired properties. Finally, the obtained candidate molecules with high hDHFR inhibition are subjected to a molecular docking process to verify their binding patterns and affinity strengths inside the active site of hDHFR. In the end, we have successfully identified several novel drug-like compounds with hDHFR inhibition comparable to those currently used in clinics. We present a new tool to effectively design new drug-like compounds through an AI approach.  相似文献   

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《印度化学会志》2023,100(1):100847
Leishmaniasis is one of the most well-known neglected infectious diseases, which is severe problem for public health. Heterocyclic derivatives are known to displays wide range of pharmacology activities including isoxazole ring that exhibit antileishmanial activity. Quantitative structure-activity relationship (QSAR) molecular docking and molecular dynamics are computational approaches to identify the relationships between structural properties and binding affinity of compounds. In the given paper series of 59, 4-aminomethyl 5-aryl-3-substituted isoxazoles were used to identify the structural insights and to find the binding affinity with protein. The designed model produced statistically significant results with of R2 = 0.72, R2adj = 0.65, and Q2LMO = 0.72. Structure activity relationship (SAR) revealed that substitution of hydrophobic and steric groups may enhance the biological activity of compounds as antiprotozoal agents. Most potent compound formed hydrogen bonds with active amino acids Arg 87, Arg 104, Gly 112, His 117, Gly 118 and Asp 120. Molecular dynamics simulation (150 ns) on the docked complex of most active compound 3ba and 6 ab supported in the exploration of binding. Further MMPBSA investigations utilising MD trajectories verified compound 3bc higher binding affinity for nucleoside diphosphate kinases. The given strategies of computational studies could be an encouraging way for designing therapeutic targets against leishmaniasis.  相似文献   

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A model for rainbow trout (Oncorhynchus mykiss) estrogen receptor (rtERα) was built by homology with the human estrogen receptor (hERα). A high level of sequence conservation between the two receptors was found with 64% and 80% of identity and similarity, respectively. Selected endocrine disrupting chemicals were docked into the ligand binding domain (LBD) of rtERα and the corresponding free binding energies Δ(ΔGbind) values were calculated. A Quantitative Structure-Activity Relationship (QSAR) model between the relative binding affinity data and the Δ(ΔGbind) values was derived in order to predict which further organic pollutants are likely to bind to rtERα.

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Summary An example of a CoMFA study is described with the aim to discuss one of the major problems of this 3D QSAR method: lack of variable selection. It is shown that the use of nonrelevant energy parameters might produce CoMFA contour maps which poorly reflect the actual nature of the binding site and are in part statistical artefacts. The data set employed in our analysis comparises triazine inhibitors of dihydrofolate reductase (DHFR), isolated from chicken liver, which have already been the object of a QSAR study by other authors. Since three-dimensional structures of triazine-DHFR complexes are known, it was possible not only to reduce ambiguities in the superimposition of the ligands, but also to compare the resulting CoMFA contour maps with the enzyme active site.Supplementary material available: The Cartesian coordinates and the atomic charges of the PM3-optimized structures used in the CoMFA study are available as MOL2 files upon request.To whose memory this paper is dedicated.  相似文献   

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Natural products as well as their derivatives play a significant role in the discovery of new biologically active compounds in the different areas of our life especially in the field of medicine. The synthesis of compounds produced from natural products including cytisine is one approach for the wider use of natural substances in the development of new drugs. QSAR modeling was used to predict and select of biologically active cytisine-containing 1,3-oxazoles. The eleven most promising compounds were identified, synthesized and tested. The activity of the synthesized compounds was evaluated using the disc diffusion method against C. albicans M 885 (ATCC 10,231) strain and clinical fluconazole-resistant Candida krusei strain. Molecular docking of the most active compounds as potential inhibitors of the Candida spp. glutathione reductase was performed using the AutoDock Vina. The built classification models demonstrated good stability, robustness and predictive power. The eleven cytisine-containing 1,3-oxazoles were synthesized and their activity against Candida spp. was evaluated. Compounds 10, 11 as potential inhibitors of the Candida spp. glutathione reductase demonstrated the high activity against C. albicans M 885 (ATCC 10,231) strain and clinical fluconazole-resistant Candida krusei strain. The studied compounds 10, 11 present the interesting scaffold for further investigation as potential inhibitors of the Candida spp. glutathione reductase with the promising antifungal properties. The developed models are publicly available online at http://ochem.eu/article/120720 and could be used by scientists for design of new more effective drugs.  相似文献   

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Summary Thirteen 4,5-epoxymorphinan agonists with established analgesic action were docked into an Asp-Lys-His-Phe pseudoreceptor complex under a range of distance-dependent dielectric conditions. The number of compounds with potential energies of the docked complexes that agreed in rank order with corresponding analgesic potencies was determined for each condition. Two dielectric conditions, n-decane (1.991) and ethanol (24.3), enabled the greatest number of compounds to relate to their pseudoreceptors with each having 9 and 8 successes respectively. Both of these conditions demonstrated unique influences on the types of structures that were successfully docked. For example, the morphine stereoisomer -isomorphine, the geometric isomer B/C trans-morphine, and the 8-position-substituted -isomorphine were successes in the n-decane condition, whereas the ethanol condition produced the substituted codeine derivatives dihydroco-deinone and dihydroxycodeinone. These findings emphasize the importance of dielectric influence when developing force-field modeled quantitative structure-activity relationships for a closely related homologous series.  相似文献   

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Introduction 4,6-Diamino-1,2-dihydro-2,2-dimethyl-1-substituted-1,3,5-triazines (Ⅰ) are dihydrofolate reductase(DHFR) inhibitors, hence they possess the inhibition to the growth of bacteria and cancer cells. Baker's antifolate (Ⅱ) has shown promise as an antitumor agertt in clinical trials. The study of the structure-activity relationships of I shows that the inhibition to vertebrate DHFR is significantly influenced by the hydrophobicity of 1-substituent, i.e., the stronger the hydrophobicity of the 1-substituent, the more potent the inhibition of the compound to vertebrate DHFR.  相似文献   

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4,5-Dihydro-3-methylbenzo[1,2-b]furan-4,5-dione(4) was identified as a novel and potent inhibitor of caspase-3 through structural modification of an existing drug,sodium tanshinone ⅡA sulfonate(STS).Compound 4 showed high potency against caspase-3 in vitro(IC50=0.13 μmol/L).Molecular docking study further provided an insight into the interaction of compound 4 with activated caspase-3.Hence,this small-molecule caspase-3 inhibitor could be a promising therapeutic candidate against diseases caused by abnormally up-regulated apoptosis.  相似文献   

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