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Identifying Small Molecules which Inhibit Autophagy: a Phenotypic Screen Using Image-Based High-Content Cell Analysis. 鉴定抑制自噬的小分子:使用基于图像的高含量细胞分析的表型筛选。
Pub Date : 2014-02-07 eCollection Date: 2014-01-01 DOI: 10.2174/2213988501408010003
J V Peppard, C Rugg, M Smicker, C Dureuil, B Ronan, O Flamand, L Durand, B Pasquier

Autophagy plays an important role in cancer and it has been suggested that it functions not only as a tumor suppressor pathway to prevent tumor initiation, but also as a pro-survival pathway that helps tumor cells endure metabolic stress and resist death triggered by chemotherapeutic agents, including acquired resistance. We aimed to identify small-molecule autophagy inhibitors using a HTS/HCA approach through a phenotypic, cell image-based assay, in order to screen multiple biological targets simultaneously and to screen compounds in a physiologically relevant environment. LC3 is a component of the autophagosome, which undergoes a cytoplasmic redistribution from diffuse to punctate dots during autophagy. We employed HeLa cells stably expressing EGFP-LC3 in a primary phenotypic screen. As a first step, a "Validation Library" of about 8,000 pre-selected compounds, about 25% of which had known biological activity and the others representing a range of chemical structures, was run in duplicate both to assess screening suitability and likely hit rate, and to give a valuable preview of possible active structures or biological targets. The primary screen of about 0.25 million compounds yielded around 10,500 positive compounds. These were tested in a suite of further cellular assays designed to eliminate unwanted positives, together with the application of chemi- and bioinformatics to pick out compounds with known biological activity. These processes enabled the selection of compounds that were the most promisingly active and specific. The screening "tree" identified, amongst others with as yet unidentified targets, chemical series active against autophagy-relevant biological targets ULK or Vsp34, validating the phenotypic screening methods selected. Finally, about 400 compounds were fully qualified after following this triage. The development of the assays, compound screening process and the compound triage is described.

自噬在癌症中起着重要的作用,研究表明,自噬不仅作为肿瘤抑制途径阻止肿瘤的发生,而且作为促生存途径,帮助肿瘤细胞承受代谢应激,抵抗化疗药物引发的死亡,包括获得性耐药。我们的目标是利用HTS/HCA方法通过表型、基于细胞图像的检测来鉴定小分子自噬抑制剂,以便同时筛选多个生物靶点,并在生理相关环境中筛选化合物。LC3是自噬体的一个组成部分,在自噬过程中,它经历了细胞质从弥漫性到点状点的重新分布。我们使用稳定表达EGFP-LC3的HeLa细胞进行初级表型筛选。作为第一步,一个包含约8000个预先选择的化合物的“验证库”,其中约25%具有已知的生物活性,其余代表一系列化学结构,一式两份运行,以评估筛选的适用性和可能的命中率,并给出可能的活性结构或生物靶标的有价值的预览。在25万种化合物的初步筛选中,得到约10500种阳性化合物。在一系列进一步的细胞试验中对这些化合物进行测试,这些细胞试验旨在消除不必要的阳性反应,同时应用化学和生物信息学来挑选出具有已知生物活性的化合物。这些过程使选择最有希望的活性和特异性的化合物成为可能。筛选“树”确定了靶点尚未确定的化学系列,这些化学系列对自噬相关的生物靶点ULK或Vsp34有活性,验证了所选择的表型筛选方法。最后,约有400种化合物在经过这种分类后完全合格。介绍了检测方法的发展、复合筛选过程和复合分类。
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引用次数: 30
Live multicellular tumor spheroid models for high-content imaging and screening in cancer drug discovery. 活体多细胞肿瘤球体模型在肿瘤药物发现中的高含量成像和筛选。
Pub Date : 2014-02-07 eCollection Date: 2014-01-01 DOI: 10.2174/2213988501408010027
Brian G Reid, Taleen Jerjian, Purvi Patel, Qiong Zhou, Byong Hoon Yoo, Peter Kabos, Carol A Sartorius, Daniel V Labarbera

The multi cellular tumor spheroid (MCTS) model has been used for decades with proven superiority over monolayer cell culture models at recapitulating in vivo tumor growth. Yet its use in high-throughput drug discovery has been limited, particularly with image based screening, due to practical and technical hurdles. Here we report a significant advance in utilizing live MCTS models for high-content image based drug discovery. Using a validated GFP reporter (CK5Pro-GFP) of luminal breast cancer stem cells (CSC), we developed an algorithm to quantify changes in CK5Pro-GFP expression levels for individual Z-stack planes (local) or as maximal projections of the summed Z-stacks (global) of MCTS. From these image sets, we can quantify the cross-sectional area of GFP positive cells, the fluorescence intensity of the GFP positive cells, and the percent of spheroid cross-sectional area that expresses CK5Pro-GFP.We demonstrate that acquiring data in this manner can be done in real time and is statistically robust (Z'=0.85) for use in primary high-content screening cancer drug discovery.

多细胞肿瘤球体(MCTS)模型已经使用了几十年,在概括体内肿瘤生长方面比单层细胞培养模型更有优势。然而,由于实际和技术障碍,它在高通量药物发现中的应用受到限制,特别是在基于图像的筛选方面。在这里,我们报告了利用活体MCTS模型进行高含量基于图像的药物发现的重大进展。利用经验证的腔内乳腺癌干细胞(CSC)的GFP报告基因(CK5Pro-GFP),我们开发了一种算法来量化CK5Pro-GFP表达水平在单个z堆叠平面(局部)或MCTS z堆叠总和(全局)的最大投影中的变化。通过这些图像集,我们可以量化GFP阳性细胞的横截面积、GFP阳性细胞的荧光强度以及表达CK5Pro-GFP的球形横截面积的百分比。我们证明,以这种方式获取数据可以实时完成,并且在统计上是稳健的(Z'=0.85),用于初级高含量筛选癌症药物发现。
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引用次数: 41
Establishing a High-content Analysis Method for Tubulin Polymerization to Evaluate Both the Stabilizing and Destabilizing Activities of Compounds. 建立微管蛋白聚合的高含量分析方法以评价化合物的稳定和不稳定活性。
Pub Date : 2014-02-07 eCollection Date: 2014-01-01 DOI: 10.2174/2213988501408010016
Chi Shing Sum, Debra Nickischer, Ming Lei, Andrea Weston, Litao Zhang, Liang Schweizer

Microtubules are important components of the cellular cytoskeleton that play roles in various cellular processes such as vesicular transport and spindle formation during mitosis. They are formed by an ordered organization of α-tubulin and β-tubulin hetero-polymers. Altering microtubule polymerization has been known to be the mechanism of action for a number of therapeutically important drugs including taxanes and epothilones. Traditional cell-based assays for tubulin-interacting compounds rely on their indirect effects on cell cycle and/or cell proliferation. Direct monitoring of compound effects on microtubules is required to dissect detailed mechanisms of action in a cellular setting. Here we report a high-content assay platform to monitor tubulin polymerization status by directly measuring the acute effects of drug candidates on the cellular tubulin network with the capability to dissect the mechanisms of action. This high-content analysis distinguishes in a quantitative manner between compounds that act as tubulin stabilizers versus those that are tubulin destabilizers. In addition, using a multiplex approach, we expanded this analysis to simultaneously monitor physiological cellular responses and associated cellular phenotypes.

微管是细胞骨架的重要组成部分,在有丝分裂过程中,微管在囊泡运输和纺锤体形成等多种细胞过程中发挥重要作用。它们是由α-微管蛋白和β-微管蛋白异质聚合物有序排列而成。改变微管聚合已被认为是许多治疗重要药物的作用机制,包括紫杉烷和埃泊霉素。传统的基于细胞的微管蛋白相互作用化合物的检测依赖于它们对细胞周期和/或细胞增殖的间接影响。需要对微管的复合效应进行直接监测,以便在细胞环境中详细剖析其作用机制。在这里,我们报告了一个高含量的检测平台,通过直接测量候选药物对细胞微管蛋白网络的急性作用来监测微管蛋白聚合状态,并具有解剖作用机制的能力。这种高含量的分析以定量的方式区分作为微管蛋白稳定剂的化合物与作为微管蛋白不稳定剂的化合物。此外,使用多重方法,我们扩展了这一分析,同时监测生理细胞反应和相关的细胞表型。
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引用次数: 20
Editorial: high content screening for lead identification and optimization. 编辑:高含量筛选引线识别和优化。
Pub Date : 2014-02-07 eCollection Date: 2014-01-01 DOI: 10.2174/2213988501408010001
Zhuyin Li
Automated microscope-based High Content Screening (HCS or HCA) has gained tremendous momentum recently because of its ability to capture many subcellular features simultaneously in complex biology systems, and/or to monitor cellular processes that are otherwise intractable using conventional technologies. HCS can be utilized in early drug discovery and preclinical development to accelerate drug discovery. It has been widely used in target validation, lead generation, toxicity studies, and drug mechanism studies. HCS also has the potential to be used to support clinical trials, such as companion diagnostics. In this special issue on HCS, three HCS-based assays that are applicable for lead identification and optimization are highlighted. To many institutions, the initiation of primary screening is a serious commitment to the targets, pathways or disease hypothesis. Therefore, patho-physiological relevancy, cost, throughput, scalability, quality, etc. must be carefully weighted when designing an assay for primary screening. Unlike traditional HTS, which has one or two measurements, HCS enables one to measure many parameters or features of individual cells or organisms simultaneously. With currently available technologies, HCS-based HTS is still labor-intensive and could be very costly if multiple dyes and/or antibodies are used. Therefore, HCS-based HTS should be considered only if there are no adequate conventional screening technologies that could be used to obtain similar information. In this issue, Peppard and colleagues present an HCS-based HTS entitled “Identifying small molecules which inhibit autophagy: a phenotypic screen using image-based high-content cell analysis” [1] to identify small-molecule autophagy inhibitors by following the cytoplasmic redistribution of GFP tagged LC3, a component of the autophagosome, from diffuse to punctate dots in HeLa cells. Overexpression of tagged proteins may interrupt the interaction between the protein and its partners in the cellular network, thus leading to non-physiologically relevant phenotypes. Therefore, many use antibody stains to monitor the translocation and expression of target proteins, or changes of organelle and cell structures and functions. Antibodies in general are expensive and the use of multiple antibody stains in primary screening could be cost prohibitive, and the multiple wash steps maybe not HTS friendly. However, antibody staining-based HCS assays have played and will continue to play key roles in secondary and tertiary assays, as well as mechanism and toxicity studies. Sum and his colleagues describe the development of an antibody stain-based HCS for microtubule structure, entitled “Establishing a High-Content Analysis Method for Tubulin Polymerization to Evaluate Both the Stabilizing and Destabilizing Activities of Compounds” [2]. This assay enables the understanding of the mechanisms of action for tubulin-interacting compounds. Two-dimensional (2-D) monolayer culture
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引用次数: 2
High-content screening of human primary muscle satellite cells for new therapies for muscular atrophy/dystrophy. 用于肌肉萎缩/营养不良新疗法的人原代肌卫星细胞的高含量筛选。
Pub Date : 2013-09-03 eCollection Date: 2013-01-01 DOI: 10.2174/2213988501307010021
Lidia S Nierobisz, Bentley Cheatham, Benjamin M Buehrer, Jonathan Z Sexton

Myoblast proliferation and differentiation are essential for normal skeletal muscle growth and repair. Muscle recovery is dependent on the quiescent population of muscle stem cells - satellite cells. During muscle injury, satellite cells become mitotically active and begin the repair process by fusing with each other and/or with myofibers. Aging, prolonged inactivity, obesity, cachexia and other muscle wasting diseases are associated with a decreased number of quiescent and proliferating satellite cells, which impedes the repair process. A high-content/high-throughput platform was developed and utilized for robust phenotypic evaluation of human primary satellite cells in vitro for the discovery of chemical probes that may improve muscle recovery. A 1600 compound pilot screen was developed using two highly annotated small molecule libraries. This screen yielded 15 dose responsive compounds that increased proliferation rate in satellite cells derived from a single obese human donor. Two of these compounds remained dose responsive when counter-screened in 3-donor obese superlot. The Alk-5 inhibitor LY364947, was used as a positive control for assessing satellite cell proliferation/delayed differentiation. A multivariate approach was utilized for exploratory data analysis to discover proliferation vs. differentiation-dependent changes in cellular phenotype. Initial screening efforts successfully identified a number of phenotypic outcomes that are associated with desired effect of stimulation of proliferation and delayed differentiation.

成肌细胞的增殖和分化对正常骨骼肌的生长和修复至关重要。肌肉恢复依赖于静止的肌肉干细胞-卫星细胞群。在肌肉损伤期间,卫星细胞变得有丝分裂活跃,并通过相互融合和/或与肌纤维融合开始修复过程。衰老、长期不活动、肥胖、恶病质和其他肌肉萎缩疾病与静止和增殖的卫星细胞数量减少有关,这阻碍了修复过程。开发了一个高含量/高通量的平台,用于体外对人原代卫星细胞进行稳健的表型评估,以发现可能改善肌肉恢复的化学探针。使用两个高度注释的小分子文库开发了一个1600化合物先导筛选。该筛选产生了15种剂量反应性化合物,这些化合物增加了来自单个肥胖人类供体的卫星细胞的增殖率。其中两种化合物在3个供体的肥胖超级患者中仍保持剂量反应。Alk-5抑制剂LY364947作为阳性对照,用于评估卫星细胞增殖/延迟分化。采用多变量方法进行探索性数据分析,以发现细胞表型的增殖与分化依赖性变化。最初的筛选工作成功地确定了许多表型结果,这些结果与刺激增殖和延迟分化的预期效果有关。
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引用次数: 12
A High Throughput Assay for Discovery of Small Molecules that Bind AMP-activated Protein Kinase (AMPK). 高通量检测发现结合amp活化蛋白激酶(AMPK)的小分子。
Pub Date : 2013-09-03 eCollection Date: 2013-01-01 DOI: 10.2174/2213988501307010030
Sarah E Sinnett, Jonathan Z Sexton, Jay E Brenman

AMPK is a conserved heterotrimeric serine-threonine kinase that regulates anabolic and catabolic pathways in eukaryotes. Its central role in cellular and whole body metabolism makes AMPK a commonly proposed therapeutic target for illnesses characterized by abnormal energy regulation, including cancer and diabetes. Many AMPK modulators, however, produce AMPK-independent effects. To identify drugs that modulate AMPK activity independent of the canonical ATP-binding pocket found throughout the kinome, we designed a robust fluorescence-based high throughput screening assay biased toward the identification of molecules that bind the regulatory region of AMPK through displacement of MANT-ADP, a fluorescent ADP analog. Automated pin tools were used to rapidly transfer small molecules to a low volume assay mixture on 384-well plates. Prior to assay validation, we completed a full assay optimization to maximize the signal-to-background and reduce variability for robust detection of small molecules displacing MANT-ADP. After validation, we screened 13,120 molecules and identified 3 positive hits that dose-dependently inhibited the protein-bound signal of MANT-ADP in the presence of both full-length AMPK and the truncated "regulatory fragment" of AMPK, which is missing the kinase active site. The average Z'-factor for the screen was 0.55 and the compound confirmation rate was 60%. Thus, this fluorescence-based assay may be paired with in vitro kinase assays and cell-based assays to help identify molecules that selectively regulate AMPK with fewer off-target effects on other kinases.

AMPK是一种保守的异三聚体丝氨酸-苏氨酸激酶,调节真核生物的合成代谢和分解代谢途径。它在细胞和全身代谢中的核心作用使AMPK成为以异常能量调节为特征的疾病(包括癌症和糖尿病)的常用治疗靶点。然而,许多AMPK调节剂产生与AMPK无关的效应。为了鉴定不依赖于在整个kinome中发现的典型atp结合口袋而调节AMPK活性的药物,我们设计了一个强大的基于荧光的高通量筛选试验,旨在通过置换MANT-ADP(一种荧光ADP类似物)来鉴定结合AMPK调控区域的分子。使用自动引脚工具将小分子快速转移到384孔板上的小体积测定混合物中。在检测验证之前,我们完成了一个完整的检测优化,以最大限度地提高信号到背景,并减少替代MANT-ADP的小分子检测的可变性。经过验证,我们筛选了13120个分子,并确定了3个阳性命中,它们在全长AMPK和缺失激酶活性位点的AMPK截断“调控片段”存在的情况下,剂量依赖性地抑制了MANT-ADP的蛋白结合信号。筛选的平均Z′因子为0.55,复合确认率为60%。因此,这种基于荧光的分析可以与体外激酶分析和基于细胞的分析配对,以帮助识别选择性调节AMPK的分子,对其他激酶的脱靶效应较小。
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引用次数: 6
A Biochemical/Biophysical Assay Dyad for HTS-Compatible Triaging of Inhibitors of the HIV-1 Nef/Hck SH3 Interaction. hts兼容筛选HIV-1 Nef/Hck SH3相互作用抑制剂的生化/生物物理检测方法
Pub Date : 2013-07-26 eCollection Date: 2013-01-01 DOI: 10.2174/2213988501307010016
Sebastian Breuer, Sheryll Espinola, Xavier Morelli, Bruce E Torbett, Stefan T Arold, Ingo H Engels

The current treatment regimens for HIV include over 20 anti-retrovirals. However, adverse drug effects and the emergence of drug resistance necessitates the continued improvement of the existing drug classes as well as the development of novel drugs that target as yet therapeutically unexploited viral and cellular pathways. Here we demonstrate a strategy for the discovery of protein-protein interaction inhibitors of the viral pathogenicity factor HIV-1 Nef and its interaction with the host factor SH3. A combination of a time-resolved fluorescence resonance energy resonance energy transfer-based assay and a label-free resonant waveguide grating-based assay was optimized for high-throughput screening formats.

目前的艾滋病治疗方案包括20多种抗逆转录病毒药物。然而,药物的副作用和耐药性的出现需要不断改进现有的药物类别,以及开发针对尚未治疗的病毒和细胞途径的新型药物。在这里,我们展示了一种发现病毒致病性因子HIV-1 Nef及其与宿主因子SH3相互作用的蛋白-蛋白相互作用抑制剂的策略。基于时间分辨荧光共振能量共振能量转移的检测方法和基于无标记共振波导光栅的检测方法的组合被优化为高通量筛选格式。
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引用次数: 3
Minireview: Targeting GPCR Activated ERK Pathways for Drug Discovery. 小综述:靶向GPCR激活的ERK通路用于药物发现。
Pub Date : 2013-07-26 eCollection Date: 2013-01-01 DOI: 10.2174/2213988501307010009
Haifeng Eishingdrelo, Sathapana Kongsamut

It has become clear in recent years that multiple signal transduction pathways are employed upon GPCR activation. One of the major cellular effectors activated by GPCRs is extracellular signal-regulated kinase (ERK). Both G-protein and β-arrestin mediated signaling pathways can lead to ERK activation. However, depending on activation pathway, the subcellular destination of activated ERK1/2 may be different. G-protein -dependent ERK activation results in the translocation of active ERK to the nucleus, whereas ERK activated via an arrestin-dependent mechanism remains largely in the cytoplasm. The subcellular location of activated ERK1/2 determines the downstream signaling cascade. Many substrates of ERK1/2 are found in the nucleus: nuclear transcription factors that participate in gene transcription, cell proliferation and differentiation. ERK1/2 substrates are also found in cytosol and other cellular organelles: they may play roles in translation, mitosis, apoptosis and cross-talk with other signaling pathways. Therefore, determining specific subcellular locations of activated ERK1/2 mediated by GPCR ligands would be important in correlating signaling pathways with cellular physiological functions. While GPCR-stimulated selective ERK pathway activation has been studied in several receptor systems, exploitation of these different signaling cascades for therapeutics has not yet been seriously pursued. Many old drug candidates were identified from screens based on G-protein signaling assays, and their activity on β-arrestin signaling pathways being mostly unknown, especially regarding their subcellular ERK pathways. With today's knowledge of complicated GPCR signaling pathways, drug discovery can no longer rely on single-pathway approaches. Since ERK activation is an important signaling pathway and associated with many physiological functions, targeting the ERK pathway, especially specific subcellular activation pathways should provide new avenues for GPCR drug discovery.

近年来,多种信号转导途径被用于GPCR的激活。GPCRs激活的主要细胞效应物之一是细胞外信号调节激酶(ERK)。g蛋白和β-阻滞蛋白介导的信号通路均可导致ERK活化。然而,根据不同的激活途径,活化的ERK1/2的亚细胞目的地可能不同。g蛋白依赖的ERK激活导致活性ERK易位到细胞核,而通过抑制蛋白依赖机制激活的ERK大部分仍在细胞质中。激活ERK1/2的亚细胞位置决定了下游的信号级联。ERK1/2的许多底物存在于细胞核中:参与基因转录、细胞增殖和分化的核转录因子。ERK1/2底物也存在于细胞质和其他细胞器中:它们可能在翻译、有丝分裂、凋亡和与其他信号通路的串扰中发挥作用。因此,确定由GPCR配体介导的活化ERK1/2的特定亚细胞位置对于将信号通路与细胞生理功能联系起来具有重要意义。虽然gpcr刺激的选择性ERK通路激活已经在几个受体系统中得到了研究,但利用这些不同的信号级联进行治疗还没有得到认真的研究。许多旧的候选药物是基于g蛋白信号分析从筛选中确定的,它们对β-阻滞蛋白信号通路的活性大多是未知的,特别是关于它们的亚细胞ERK通路。随着今天对复杂的GPCR信号通路的了解,药物发现不能再依赖于单一途径的方法。由于ERK活化是一种重要的信号通路,与许多生理功能相关,因此靶向ERK通路,特别是特异性的亚细胞活化通路将为GPCR药物的发现提供新的途径。
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引用次数: 75
A Multiplexed Fluorescent Calcium and NFAT Reporter Gene Assay to Identify GPCR Agonists. 多路荧光钙和NFAT报告基因试验鉴定GPCR激动剂。
Pub Date : 2013-04-03 eCollection Date: 2013-01-01 DOI: 10.2174/2213988501307010001
Heeral Sheth, Colleen Gorey, Nicole Roush, Shelly Smallman, Elizabeth Collantes, Maxine Santoro, Barbara Olson, Laura Fitzgerald, Paul H Lee, Xiqiang John Shen

Intracellular calcium response and resulting calcium signaling to an agonist-GPCR interaction are important for the measurement of compound activity in the GPCR drug development. The increase in cytosol calcium concentration can be measured by the fluorescent calcium indicator dye such as Fluo-4 in a quick assay (in 3-5 minutes) using the fluorescence imaging plate reader. The calcium signaling through the transcription factors such as NFAT that induces gene expression can be measured by the reporter gene assay that links to the expression of reporter enzyme such as the beta-lactamase that requires 5-hour incubation. We have evaluated a multiplexed assay that sequentially measures the calcium response to a GPCR agonist in a rapid fluorescent calcium dye assay, followed by a NFAT beta-lactamase assay, and compared them in the single assay format. We found that the agonist activity determined in the multiplexed assay were comparable with these determined in the single assay format and the Z' factors were all >0.5. Five active compounds were identified that were active in both calcium dye assay and beta-lactamase assay. Therefore, our results demonstrated the utility of this multiplexed calcium assay for screening of GPCR compounds that can cross validate the primary hits and help to eliminate the false positive compounds.

细胞内钙反应和由此产生的钙信号传导到激动剂-GPCR相互作用中,对于GPCR药物开发中化合物活性的测量是重要的。细胞质溶胶钙浓度的增加可以通过荧光钙指示剂(如Fluo-4)在快速测定(3-5分钟)中使用荧光成像板读取器来测量。通过转录因子(如NFAT)诱导基因表达的钙信号可以通过与报告酶(如β -内酰胺酶)表达相关的报告基因试验来测量,该试验需要5小时的孵育。我们已经评估了一种多重检测方法,该方法在快速荧光钙染料检测中依次测量钙对GPCR激动剂的反应,然后是NFAT β -内酰胺酶检测,并以单一检测格式比较它们。我们发现,在多重实验中测定的激动剂活性与在单一实验格式中测定的激动剂活性相当,并且Z'因子均>0.5。5种活性化合物在钙染料试验和β -内酰胺酶试验中均有活性。因此,我们的研究结果证明了这种多重钙分析在筛选GPCR化合物方面的效用,可以交叉验证主要命中并有助于消除假阳性化合物。
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引用次数: 7
期刊
Current Chemical Genomics and Translational Medicine
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