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High throughput screening for inhibitors of alpha-galactosidase. 半乳糖苷酶抑制剂的高通量筛选。
Pub Date : 2010-12-03 DOI: 10.2174/1875397301004010067
Omid Motabar, Ke Liu, Noel Southall, Juan J Marugan, Ehud Goldin, Ellen Sidransky, Wei Zheng

Fabry disease is a rare X-linked lysosomal storage disorder caused by a deficiency in α-galactosidase A (GLA), which catalyzes the hydrolysis of terminal α-galactosyl groups from glycosphingolipids, such as globotriaosylceramide (Gb3). Many of the mutations in the GLA gene are missense alterations that cause misfolding, decreased stability, and/or mistrafficking of this protein. Small molecule compounds that correct the misfolding and mistrafficking, or activate the mutant enzyme, may be useful in the treatment of Fabry disease. We have screened a library of approximately 230,000 compounds using preparations of human recombinant protein and purified coffee bean enzyme in an effort to find activators and inhibitors of this enzyme. Lansoprazole was identified as a small molecule inhibitor of GLA derived from coffee beans (IC(50) = 6.4 μM), but no inhibitors or activators were identified for the human enzyme. The screening results indicate that human GLA is a difficult target for small molecule inhibition or activation.

法布里病是一种罕见的由α-半乳糖苷酶a (GLA)缺乏引起的x连锁溶酶体贮积症,该酶能催化糖鞘脂末端α-半乳糖基的水解,如globotriaosylneuroide (Gb3)。GLA基因中的许多突变是错义改变,导致该蛋白的错误折叠、稳定性降低和/或误转运。小分子化合物可以纠正错误折叠和错误运输,或激活突变酶,可能对治疗法布里病有用。我们使用人重组蛋白和纯化咖啡豆酶的制剂筛选了大约23万个化合物,以寻找该酶的激活剂和抑制剂。兰索拉唑是一种从咖啡豆中提取的GLA的小分子抑制剂(IC(50) = 6.4 μM),但没有发现对人GLA的抑制剂或激活剂。筛选结果表明,人GLA是一个难以被小分子抑制或激活的靶点。
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引用次数: 17
A grid algorithm for high throughput fitting of dose-response curve data. 剂量响应曲线数据高通量拟合的网格算法。
Pub Date : 2010-10-21 DOI: 10.2174/1875397301004010057
Yuhong Wang, Ajit Jadhav, Noel Southal, Ruili Huang, Dac-Trung Nguyen

We describe a novel algorithm, Grid algorithm, and the corresponding computer program for high throughput fitting of dose-response curves that are described by the four-parameter symmetric logistic dose-response model. The Grid algorithm searches through all points in a grid of four dimensions (parameters) and finds the optimum one that corresponds to the best fit. Using simulated dose-response curves, we examined the Grid program's performance in reproducing the actual values that were used to generate the simulated data and compared it with the DRC package for the language and environment R and the XLfit add-in for Microsoft Excel. The Grid program was robust and consistently recovered the actual values for both complete and partial curves with or without noise. Both DRC and XLfit performed well on data without noise, but they were sensitive to and their performance degraded rapidly with increasing noise. The Grid program is automated and scalable to millions of dose-response curves, and it is able to process 100,000 dose-response curves from high throughput screening experiment per CPU hour. The Grid program has the potential of greatly increasing the productivity of large-scale dose-response data analysis and early drug discovery processes, and it is also applicable to many other curve fitting problems in chemical, biological, and medical sciences.

我们描述了一种新的算法,网格算法,以及相应的计算机程序,用于高通量拟合由四参数对称逻辑剂量响应模型描述的剂量响应曲线。网格算法在四维(参数)的网格中搜索所有点,并找到与最佳拟合相对应的最优点。使用模拟剂量响应曲线,我们检查了Grid程序在再现用于生成模拟数据的实际值方面的性能,并将其与用于语言和环境R的DRC包以及用于Microsoft Excel的XLfit插件进行了比较。网格程序具有鲁棒性,并且在有或无噪声的情况下都能一致地恢复完整和部分曲线的实际值。DRC和XLfit在没有噪声的数据上表现良好,但它们对噪声敏感,并且随着噪声的增加性能迅速下降。网格程序是自动化的,可扩展到数百万个剂量反应曲线,每CPU小时能够处理100,000个高通量筛选实验的剂量反应曲线。网格程序具有极大地提高大规模剂量-反应数据分析和早期药物发现过程的生产力的潜力,它也适用于化学、生物和医学科学中的许多其他曲线拟合问题。
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引用次数: 94
Fabry disease - current treatment and new drug development. 法布里病-目前的治疗和新药开发。
Pub Date : 2010-07-23 DOI: 10.2174/1875397301004010050
Omid Motabar, Ellen Sidransky, Ehud Goldin, Wei Zheng

Fabry disease is a rare inherited lysosomal storage disorder caused by a partial or complete deficiency of α-galactosidase A (GLA), resulting in the storage of excess cellular glycosphingolipids. Enzyme replacement therapy is available for the treatment of Fabry disease, but it is a costly, intravenous treatment. Alternative therapeutic approaches, including small molecule chaperone therapy, are currently being explored. High throughput screening (HTS) technologies can be utilized to discover other small molecule compounds, including non-inhibitory chaperones, enzyme activators, molecules that reduce GLA substrate, and molecules that activate GLA gene promoters. This review outlines the current therapeutic approaches, emerging treatment strategies, and the process of drug discovery and development for Fabry disease.

法布里病是一种罕见的遗传性溶酶体贮积症,由α-半乳糖苷酶a (GLA)部分或完全缺乏引起,导致细胞鞘糖脂储存过多。酶替代疗法可用于治疗法布里病,但它是一种昂贵的静脉注射治疗。目前正在探索包括小分子伴侣疗法在内的替代治疗方法。高通量筛选(HTS)技术可用于发现其他小分子化合物,包括非抑制性伴侣、酶激活剂、减少GLA底物的分子和激活GLA基因启动子的分子。本文综述了目前法布里病的治疗方法、新兴的治疗策略以及药物发现和开发的过程。
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引用次数: 52
Novel Inhibitors of E. coli RecA ATPase Activity. 大肠杆菌RecA atp酶活性的新型抑制剂。
Pub Date : 2010-05-26 DOI: 10.2174/1875397301004010034
Jonathan Z Sexton, Tim J Wigle, Qingping He, Mark A Hughes, Ginger R Smith, Scott F Singleton, Alfred L Williams, Li-An Yeh

The bacterial RecA protein has been implicated as a bacterial drug target not as an antimicrobial target, but as an adjuvant target with the potential to suppress the mechanism by which bacteria gain drug resistance. In order to identify small molecules that inhibit RecA/ssDNA nucleoprotein filament formation, we have adapted the phosphomolybdate-blue ATPase assay for high throughput screening to determine RecA ATPase activity against a library of 33,600 compounds, which is a selected representation of diverse structure of 350,000. Four distinct chemotypes were represented among the 40 validated hits. SAR and further chemical synthesis is underway to optimize this set of inhibitors to be used as antimicrobial adjuvant agents.

细菌RecA蛋白已被认为是细菌药物靶点,而不是抗菌靶点,而是具有抑制细菌获得耐药性机制的潜在佐剂靶点。为了鉴定抑制RecA/ssDNA核蛋白细丝形成的小分子,我们采用磷酸甘酸蓝atp酶测定法进行高通量筛选,以确定RecA atp酶对33,600种化合物的活性,这些化合物是35万种不同结构的精选代表。四种不同的化学型在40个验证命中。目前正在进行SAR和进一步的化学合成以优化这组抑制剂作为抗菌佐剂。
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引用次数: 51
Phosphorylation State-Dependent High Throughput Screening of the c-Met Kinase. 磷酸化状态依赖性c-Met激酶的高通量筛选。
Pub Date : 2010-04-23 DOI: 10.2174/1875397301004010027
Elham Behshad, Ronald M Klabe, Alexander Margulis, Mary Becker-Pasha, Mark J Rupar, Paul Collier, Phillip C Liu, Gregory F Hollis, Timothy C Burn, Richard Wynn

High-throughput screening (HTS) of ~50,000 chemical compounds against phosphorylated and unphosphorylated c-Met, a tyrosine kinase receptor for hepatocyte growth factor (HGF), was carried out in order to compare hit rates, hit potencies and also to explore scaffolds that might serve as potential leads targeting only the unphosphorylated form of the enzyme. The hit rate and potency for the confirmed hit molecules were higher for the unphosphoryalted form of c-Met. While the target of small molecule inhibitor discovery efforts has traditionally been the phosphorylated form, there are now examples of small molecules that target unphosphorylated kinases. Screening for inhibitors of unphosphorylated kinases may represent a complementary approach for prioritizing chemical scaffolds for hit-to-lead follow ups.

针对肝细胞生长因子(HGF)酪氨酸激酶受体c-Met的磷酸化和未磷酸化的约50,000种化合物进行了高通量筛选(HTS),以比较命中率,命中效力,并探索可能作为仅针对未磷酸化形式的酶的潜在先导的支架。未磷酸化形式的c-Met的命中率和效力更高。虽然小分子抑制剂发现的目标传统上是磷酸化的形式,但现在有针对非磷酸化激酶的小分子的例子。筛选非磷酸化激酶抑制剂可能是优先考虑化学支架的补充方法。
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引用次数: 3
Mechanism of Inhibition of Novel Tryptophan Hydroxylase Inhibitors Revealed by Co-crystal Structures and Kinetic Analysis. 新型色氨酸羟化酶抑制剂抑制机制的共晶结构和动力学分析。
Pub Date : 2010-04-14 DOI: 10.2174/1875397301004010019
Giovanni Cianchetta, Terry Stouch, Wangsheng Yu, Zhi-Cai Shi, Leslie W Tari, Ronald V Swanson, Michael J Hunter, Isaac D Hoffman, Qingyun Liu

Trytophan Hydroxylase Type I (TPH1), most abundantly expressed in the gastrointestinal tract, initiates the synthesis of serotonin by catalyzing hydroxylation of tryptophan in the presence of biopterin and oxygen. We have previously described three series of novel, periphery-specific TPH1 inhibitors that selectively deplete serotonin in the gastrointestinal tract. We have now determined co-crystal structures of TPH1 with three of these inhibitors at high resolution. Analysis of the structural data showed that each of the three inhibitors fills the tryptophan binding pocket of TPH1 without reaching into the binding site of the cofactor pterin, and induces major conformational changes of the enzyme. The enzyme-inhibitor complexes assume a compact conformation that is similar to the one in tryptophan complex. Kinetic analysis showed that all three inhibitors are competitive versus the substrate tryptophan, consistent with the structural data that the compounds occupy the tryptophan binding site. On the other hand, all three inhibitors appear to be uncompetitive versus the cofactor 6-methyltetrahydropterin, which is not only consistent with the structural data but also indicate that the hydroxylation reaction follows an ordered binding mechanism in which a productive complex is formed only if tryptophan binds only after pterin, similar to the kinetic mechanisms of tyrosine and phenylalanine hydroxylase.

色氨酸羟化酶I型(TPH1)在胃肠道中表达最多,在生物色素和氧气的存在下,通过催化色氨酸羟化来启动血清素的合成。我们之前已经描述了三个系列的新型外周特异性TPH1抑制剂,它们选择性地消耗胃肠道中的血清素。我们现在以高分辨率确定了TPH1与其中三种抑制剂的共晶结构。结构数据分析表明,这三种抑制剂都填充了TPH1的色氨酸结合袋,而没有到达辅因子pterin的结合位点,并诱导了TPH1的主要构象变化。酶抑制剂复合物具有与色氨酸复合物类似的致密构象。动力学分析表明,这三种抑制剂都与底物色氨酸竞争,这与化合物占据色氨酸结合位点的结构数据一致。另一方面,这三种抑制剂似乎与辅助因子6-甲基四氢蝶呤没有竞争,这不仅与结构数据一致,而且表明羟基化反应遵循有序的结合机制,即只有色氨酸在蝶呤之后结合才能形成生产复合物,类似于酪氨酸和苯丙氨酸羟化酶的动力学机制。
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引用次数: 29
HTS-Compatible Patient-Derived Cell-Based Assay to Identify Small Molecule Modulators of Aberrant Splicing in Myotonic Dystrophy Type 1. hts兼容的基于患者来源细胞的检测鉴定1型肌强直性营养不良异常剪接的小分子调节剂。
Pub Date : 2010-03-19 DOI: 10.2174/1875397301004010009
Debra A O'Leary, Leonardo Vargas, Orzala Sharif, Michael E Garcia, Yury J Sigal, Siu-Kei Chow, Christian Schmedt, Jeremy S Caldwell, Achim Brinker, Ingo H Engels

Myotonic dystrophy type 1 (DM1) is a genetic disorder characterized by muscle wasting, myotonia, cataracts, cardiac arrhythmia, hyperinsulinism and intellectual deficits, and is caused by expansion of a CTG repeat in the 3'UTR of the Dystrophia Myotonica-Protein Kinase (DMPK) gene. The DMPK transcripts containing expanded CUG repeats accumulate in nuclear foci and ultimately cause mis-splicing of secondary genes through the dysregulation of RNA-binding proteins including Muscleblind 1 (MBNL1) and CUG binding protein 1 (CUGBP1). Correction of mis-splicing of genes such as the Skeletal muscle-specific chloride channel 1 (CLCN1), Cardiac troponin T (TNNT2), Insulin receptor (INSR) and Sarcoplasmic/endoplasmic reticulum Ca(2+)ATPase 1 (SERCA1) may alleviate some of the symptoms of DM1; hence identification of small molecule modulators is an important step towards a therapy for DM1 patients. Here we describe the generation of immortalized myoblast cell lines derived from healthy (DMPK CTG(5)) and DM1 patient (DMPK CTG(1000)) fibroblasts by constitutive overexpression of human telomerase reverse transcriptase (hTERT) and inducible overexpression of the Myoblast determination factor (MYOD). MBNL1-containing nuclear foci, mis-splicing events and defective myotube differentiation defects characteristic of DM1 were observed in these cells. A CLCN1 luciferase minigene construct (CLCN1-luc) was stably introduced to monitor intron 2 retention in the DM1 cellular context (a reported splicing defect in DM1). The assay was validated by performing a high-throughput screen (HTS) of ~13,000 low molecular weight compounds against the CLCN1-luc DM1 myoblast cell line, providing an ideal system for conducting HTS to better understand and treat DM1.

肌强直性营养不良1型(DM1)是一种以肌肉萎缩、肌强直、白内障、心律失常、高胰岛素血症和智力缺陷为特征的遗传性疾病,由肌强直性营养不良蛋白激酶(DMPK)基因3'UTR中CTG重复扩增引起。含有扩展CUG重复序列的DMPK转录本在核病灶中积累,并最终通过rna结合蛋白(包括Muscleblind 1 (MBNL1)和CUG结合蛋白1 (CUGBP1))的失调导致二级基因的错误剪接。纠正骨骼肌特异性氯离子通道1 (CLCN1)、心肌肌钙蛋白T (TNNT2)、胰岛素受体(INSR)和肌浆/内质网Ca(2+) atp酶1 (SERCA1)等基因的错误剪接可能减轻DM1的一些症状;因此,确定小分子调节剂是治疗DM1患者的重要一步。在这里,我们描述了来自健康(DMPK CTG(5))和DM1患者(DMPK CTG(1000))成纤维细胞的永生化成肌细胞系的产生,方法是通过组成性过表达人端粒酶逆转录酶(hTERT)和诱导过表达成肌细胞决定因子(MYOD)。在这些细胞中观察到含有mbnl1的核病灶、错误剪接事件和DM1特征的肌管分化缺陷。一个CLCN1荧光素酶小基因构建体(CLCN1-luc)被稳定地引入到DM1细胞环境中监测内含子2的保留(DM1的剪接缺陷)。通过对约13000种低分子量化合物对CLCN1-luc DM1成肌细胞系进行高通量筛选(HTS),验证了该方法的有效性,为进行高通量筛选以更好地了解和治疗DM1提供了理想的系统。
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引用次数: 19
Development of a cell-based high-throughput assay to screen for inhibitors of organic anion transporting polypeptides 1B1 and 1B3. 建立基于细胞的高通量筛选有机阴离子转运多肽1B1和1B3抑制剂的方法。
Pub Date : 2010-03-01 DOI: 10.2174/1875397301004010001
Chunshan Gui, Amanda Obaidat, Rathnam Chaguturu, Bruno Hagenbuch

The two organic anion transporting polypeptides (OATPs) 1B1 and 1B3 are expressed at the sinusoidal membrane of hepatocytes. They have a broad and overlapping substrate specificity and transport many endobiotics and drugs. Specific inhibitors are required to determine the contribution of each OATP to the hepatocellular uptake of common substrates. We have developed a cell-based high-throughput assay to screen chemical libraries in order to identify such inhibitors for OATP1B1 and OATP1B3. We have used OATP1B1- or OATP1B3-expressing Chinese Hamster Ovary cells on 96-well plates and determined uptake of fluorescein-methotrexate (FMTX). We validated the assay with known inhibitors and screened the well characterized Prestwick library of 1120 drugs. Along with several known OATP inhibitors including rifampicin, cyclosporine A and mifepristone we identified some new inhibitors. For inhibitors that seemed to be able to distinguish between OATP1B1- and OATP1B3-mediated FMTX uptake IC(50) values were determined. Estropipate (estrone-3-sulfate stabilized with piperazine) was the most selective OATP1B1 inhibitor (IC(50) = 0.06 microM vs. 19.3 microM for OATP1B3). Ursolic acid was the most selective OATP1B3 inhibitor (IC(50) = 2.3 microM vs. 12.5 microM for OATP1B1). In conclusion, this cell-based assay should allow us to identify even more specific inhibitors by screening larger chemical libraries.

两种有机阴离子转运多肽(ooatp) 1B1和1B3在肝细胞窦膜上表达。它们具有广泛和重叠的底物特异性,并运输许多内源性药物和药物。需要特定的抑制剂来确定每种OATP对肝细胞摄取共同底物的贡献。我们开发了一种基于细胞的高通量检测方法来筛选化学文库,以鉴定OATP1B1和OATP1B3的抑制剂。我们将表达OATP1B1或oatp1b3的中国仓鼠卵巢细胞放在96孔板上,测定其对荧光素-甲氨蝶呤(FMTX)的摄取。我们用已知的抑制剂验证了该方法,并筛选了表征良好的Prestwick药物库中的1120种药物。除了几种已知的OATP抑制剂,包括利福平、环孢素A和米非司酮,我们还发现了一些新的抑制剂。对于似乎能够区分OATP1B1-和oatp1b3介导的FMTX摄取的抑制剂,测定了IC(50)值。雌二醇(用哌嗪稳定的雌二醇-3-硫酸酯)是最具选择性的OATP1B1抑制剂(IC(50) = 0.06 microM vs. OATP1B3为19.3 microM)。熊果酸是最具选择性的OATP1B3抑制剂(IC(50) = 2.3微米对OATP1B1 12.5微米)。总之,通过筛选更大的化学文库,这种基于细胞的检测方法可以让我们鉴定出更特异的抑制剂。
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引用次数: 98
Improved dual-luciferase reporter assays for nuclear receptors. 核受体双荧光素酶报告基因检测的改进。
Pub Date : 2010-01-01 Epub Date: 2010-05-26 DOI: 10.2174/1875397301004010043
Aileen Paguio, Pete Stecha, Keith V Wood, Frank Fan

Nuclear receptors play important roles in many cellular functions through control of gene transcription. It is also a large target class for drug discovery. Luciferase reporter assays are frequently used to study nuclear receptor function because of their wide dynamic range, low endogenous activity, and ease of use. Recent improvements of luciferase genes and vectors have further enhanced their utilities. Here we applied these improvements to two reporter formats for studying nuclear receptors. The first assay contains a Murine Mammary Tumor Virus promoter upstream of a destabilized luciferase. The presence of response elements for nuclear hormone receptor in this promoter allows the studies of endogenous and/or exogenous full length receptors. The second assay contains a ligand binding domain (LBD) of a nuclear receptor fused to the GAL4 DNA binding domain (DBD) on one vector and multiple Gal4 Upstream Activator Sequences (UAS) upstream of luciferase reporter on another vector. We showed that codon optimization of luciferase reporter genes increased expression levels in conjunction with the incorporation of protein destabilizing sequences into luciferase led to a larger assay dynamic range in both formats. The optimum number of UAS to generate the best response was determined. The expression vector for nuclear receptor LBD/GAL4 DBD fusion also constitutively expresses a Renilla luciferase-neo(R) fusion protein, which provides selection capability (G418 resistance, neo(R)) as well as an internal control (Renilla luciferase). This dual-luciferase format allowed detecting compound cytotoxicity or off-target change in expression during drug screening, therefore improved data quality. These luciferase reporter assays provided better research and drug discovery tools for studying the functions of full length nuclear receptors and ligand binding domains.

核受体通过调控基因转录在许多细胞功能中发挥重要作用。它也是药物发现的一个大靶标类。荧光素酶报告法由于其动态范围广、内源性活性低和易于使用而经常用于研究核受体功能。近年来对荧光素酶基因和载体的改进进一步增强了它们的实用性。在这里,我们将这些改进应用于研究核受体的两种报告格式。第一个实验在不稳定的荧光素酶上游含有小鼠乳腺肿瘤病毒启动子。该启动子中核激素受体应答元件的存在使得内源性和/或外源性全长受体的研究成为可能。第二种方法在一个载体上包含与GAL4 DNA结合域(DBD)融合的核受体的配体结合域(LBD),在另一个载体上包含荧光素酶报告基因上游的多个GAL4上游激活序列(UAS)。我们发现,荧光素酶报告基因的密码子优化增加了表达水平,同时将蛋白质不稳定序列掺入荧光素酶中,导致两种格式的测定动态范围更大。确定了产生最佳响应的最佳无人机数量。核受体LBD/GAL4 DBD融合的表达载体也组成性地表达一种Renilla luciferase-neo(R)融合蛋白,该融合蛋白具有选择能力(G418抗性,neo(R))和内控能力(Renilla luciferase)。这种双荧光素酶格式允许在药物筛选过程中检测化合物细胞毒性或脱靶表达变化,因此提高了数据质量。这些荧光素酶报告基因检测为研究全长核受体和配体结合域的功能提供了更好的研究和药物发现工具。
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引用次数: 39
Development of improved models for phosphodiesterase-4 inhibitors with a multi-conformational structure-based QSAR method. 基于多构象结构的QSAR方法改进磷酸二酯酶-4抑制剂模型。
Pub Date : 2009-12-31 DOI: 10.2174/1875397300903010054
Adetokunbo Adekoya, Xialan Dong, Jerry Ebalunode, Weifan Zheng

Phosphodiesterase-4 (PDE-4) is an important drug target for several diseases, including COPD (chronic obstructive pulmonary disorder) and neurodegenerative diseases. In this paper, we describe the development of improved QSAR (quantitative structure-activity relationship) models using a novel multi-conformational structure-based pharmacophore key (MC-SBPPK) method. Similar to our previous work, this method calculates molecular descriptors based on the matching of a molecule's pharmacophore features with those of the target binding pocket. Therefore, these descriptors are PDE4-specific, and most relevant to the problem under study. Furthermore, this work expands our previous SBPPK QSAR method by explicitly including multiple conformations of the PDE-4 inhibitors in the regression analysis, and thus addresses the issue of molecular flexibility. The nonlinear regression problem resulted from including multiple conformations has been transformed into a linear equation and solved by an iterative partial least square (iPLS) procedure, according to the Lukacova-Balaz scheme. 35 PDE-4 inhibitors have been analyzed with this new method, and predictive models have been developed. Based on the prediction statistics for both the training set and the test set, these new models are more robust and predictive than those obtained by traditional ligand-based QSAR techniques as well as that obtained with the SBPPK method reported in our previous work. As a result, multiple predictive models have been added to the collection of QSAR models for PDE4 inhibitors. Collectively, these models will be useful for the discovery of new drug candidates targeting the PDE-4 enzyme.

磷酸二酯酶-4 (PDE-4)是多种疾病的重要药物靶点,包括慢性阻塞性肺疾病(COPD)和神经退行性疾病。在本文中,我们描述了一种新的基于多构象结构的药效团键(MC-SBPPK)方法的改进QSAR(定量构效关系)模型的发展。与我们之前的工作类似,该方法基于分子药效团特征与目标结合口袋特征的匹配来计算分子描述符。因此,这些描述符是特定于pde4的,并且与正在研究的问题最相关。此外,这项工作扩展了我们之前的SBPPK QSAR方法,通过在回归分析中明确地包括PDE-4抑制剂的多种构象,从而解决了分子灵活性的问题。根据Lukacova-Balaz格式,将包含多个构象的非线性回归问题转化为线性方程,并采用迭代偏最小二乘方法求解。用这种新方法分析了35种PDE-4抑制剂,并建立了预测模型。基于训练集和测试集的预测统计,这些新模型比传统的基于配体的QSAR技术以及我们之前报道的SBPPK方法获得的模型更具鲁棒性和预测性。因此,PDE4抑制剂的QSAR模型中增加了多个预测模型。总的来说,这些模型将有助于发现靶向PDE-4酶的新候选药物。
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引用次数: 8
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Current chemical genomics
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