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Virtual screening methods that complement HTS.

In this review, we discuss a number of computational methods that have been developed or adapted for molecule classification and virtual screening (VS) of compound databases. In particular, we focus on approaches that are complementary to high-throughput screening (HTS). The discussion is limited to VS methods that operate at the small molecular level, which is often called ligand-based VS (LBVS), and does not take into account docking algorithms or other structure-based screening tools. We describe areas that greatly benefit from combining virtual and biological screening and discuss computational methods that are most suitable to contribute to the integration of screening technologies. Relevant approaches range from established methods such as clustering or similarity searching to techniques that have only recently been introduced for LBVS applications such as statistical methods or support vector machines. Finally, we discuss a number of representative applications at the interface between VS and HTS.

Animals↗

Structure-based generation of viable leads from small combinatorial libraries.

Parallel synthesis and structure-aided design have begun to converge in the process of drug discovery. Virtual screening using X-ray crystal structures of therapeutic targets to front-load a high-throughput screen or to establish a tractable collection for lower throughput assays has become a standard practice in many lead generation settings. The application of similar techniques for increasing the likelihood of including active compounds in a focused combinatorial library is a natural progression that is beginning to be recognized. In this review, we will cover recent reports of small, focused libraries designed for specific therapeutic targets, and for which X-ray crystallographic data is available.

Combinatorial Chemistry Techniques↗

HTS techniques to investigate the potential effects of compounds on cardiac ion channels at early-stages of drug discovery.

Within the past few years, the high-throughput screening (HTS) of compounds targeting cardiac ion channels has been primarily focused on the testing of the HERG channel, which is involved in the termination of cardiac action potential. Interaction of drugs with this channel may induce QT interval prolongation and cardiac arrhythmia. These undesirable side effects have forced several pharmaceutical companies to terminate drug discovery and development projects. The screening of compounds for HERG-mediated activity early in the drug development process may thus help reduce the number of compounds that are withdrawn from late preclinical or early clinical trials due to cardiovascular side effects. However, early screening implies the ability to test large numbers of compounds. Therefore, tests have to be performed rapidly, combining high-throughput and low costs, and allow the use of small amounts of compounds. In this review, the HTS systems currently available to investigate the potential effects of compounds on the activity of the cardiac HERG ion channel will be described and compared.

Animals↗

From in vivo to in vitro/in silico ADME: progress and challenges.

High-throughput screening technologies in biological sciences of large libraries of compounds obtained via combinatorial or parallel chemistry approaches, as well as the application of design rules for drug-likeness, have resulted in more hits to be evaluated with respect to their ADME or drug metabolism and pharmacokinetic properties. The traditional in vivo methods using preclinical species, such as rat, dog or monkey, are no longer sufficient to cope with this demand. This editorial discusses the changes towards medium- to high-throughput in vitro and in silico ADME screening. In addition, much more attention is now put on early safety and risk assessment of promising lead series and potential clinical candidates.

Animals↗

Sample pooling to enhance throughput of brain penetration study.

The advent of combinatorial synthesis and high throughput screening in pharmaceutical research has inevitably given rise to a large number of interesting prelead compounds that requires rapid analytical throughput for kinetic characterization. The traditional approach of one-compound-at-a-time bioanalysis has not been able to meet the demand for high productivity of pharmacokinetic screening. This report demonstrates the application of sample pooling in expediting the pharmacokinetic screening, including assessment of brain penetration, of six NK1 receptor antagonists in rats: CAM 6108 (C1), CAM 6122 (C2), CAM 6178 (C3), CAM 5825 (C4), CAM 6182 (C5), and CAM 6121 (C6). The approach was adopted to avoid complications associated with cocktail dosing where multiple compounds are administered to one animal. The present investigation features individualized dosing (one compound per animal), followed by sample pooling of brain and plasma and bioanalysis via a conventional LC-fluorescence method. Rats were dosed intravenously with each of the six NK1 receptor antagonists and blood and brain samples were harvested at suitable post-dose time intervals. Plasma or brain homogenate samples from the same time points were pooled into two groups (C1-C3 and C4-C6) for assay. Drug compounds in plasma or brain were extracted by protein precipitation and quantitated using a validated gradient HPLC/fluorescence method, which was made feasible for both groups of compounds with a modification in gradient scheme. Plasma assay precision and accuracy for C1-C6 were < or =4.7% and within +/-9.8%, respectively. Brain homogenate assay accuracy for C1-C6 was within +/-7.0%. Brain penetration of these compounds was evaluated as the AUC of brain and plasma and their respective brain/plasma AUC ratio. The sample pooling approach helped to quickly identify C1 as the NK1 receptor antagonist with the greatest extent of brain penetration, followed by C2, C6, C4, C5, and C3 in that order. By employing sample pooling approach, pharmacokinetic parameters and brain penetration of all six compounds were obtained in a fraction of the time required by conventional single compound dosing and analysis.

Animals↗

Multitarget affinity/specificity screening of natural products: finding and characterizing high-affinity ligands from complex mixtures by using high-performance mass spectrometry.

In this work we describe a high-throughput screening approach based on electrospray ionization-Fourier transform ion cyclotron resonance mass spectrometry (ESI-FTICR) that rapidly interrogates the noncovalent interaction between RNA-based drug targets and components derived from a bacterial natural product library. The screening process detects molecules present in the natural product library that bind to a synthetic RNA target that mimics the prokaryotic 16S rRNA A-site, while simultaneously measuring specificity for the synthetic A-site target using a control RNA target that lacks the critical structural element of the A-site construct. This screening approach known as multitarget affinity/specificity screening (MASS) demonstrated the expected binding of paromomycin from a fractionated natural product library derived from Streptomyces rimosus sp. paromomycinus. A new molecule was observed to bind with specificity to the 16S A-site RNA construct. MS/MS characterization of this species yielded partial structural information suggesting it is an aminoglycoside consisting of a paromomycin core with one or more modified rings. This work demonstrates the tremendous utility of MASS for screening natural product fractions against macromolecular targets.

Base Sequence↗

A mammalian genetic system to screen for small molecules capable of disrupting protein-protein interactions.

A mammalian two-hybrid system was developed for high-throughput screening of compounds that disrupt specific protein-protein interactions. The existing mammalian systems are unsatisfactory for drug screening due to nonregulated expression of interacting proteins. To construct a tightly regulated system, the tetracycline repressor was fused with the inhibitory KRAB domain as a suppressor. The binding of the suppressor to the tet operator entirely blocked expression of two interacting proteins. When both the inducer doxycycline and drugs were added to the culture, the reporter gene was either activated by interaction of the paired proteins with ineffective drugs or remained silent due to disruption of the protein interactions by the effective drugs. We demonstrate that interactions of the type I receptor for TGFbeta with FKBP12 and the epidermal growth factor receptor (EGFR) with p85 are effectively disrupted by FK506 and EGFR kinase inhibitor AG1478, respectively. The power of this system for drug screening was further demonstrated by rapid identification of inhibitors from a druglike library for the receptor kinases.

Animals↗

Biomolecular screening with encoded porous-silicon photonic crystals.

Strategies to encode or label small particles or beads for use in high-throughput screening and bioassay applications focus on either spatially differentiated, on-chip arrays or random distributions of encoded beads. Attempts to encode large numbers of polymeric, metallic or glass beads in random arrays or in fluid suspension have used a variety of entities to provide coded elements (bits)--fluorescent molecules, molecules with specific vibrational signatures, quantum dots, or discrete metallic layers. Here we report a method for optically encoding micrometre-sized nanostructured particles of porous silicon. We generate multilayered porous films in crystalline silicon using a periodic electrochemical etch. This results in photonic crystals with well-resolved and narrow optical reflectivity features, whose wavelengths are determined by the etching parameters. Millions of possible codes can be prepared this way. Micrometre-sized particles are then produced by ultrasonic fracture, mechanical grinding or by lithographic means. A simple antibody-based bioassay using fluorescently tagged proteins demonstrates the encoding strategy in biologically relevant media.

Animals↗

Dystrophin point mutation screening using a multiplexed protein truncation test.

We report here the first use of a multiplexed protein truncation test for the high throughput screening of dystrophin point mutations. We have developed a substantially more robust and efficient procedure incorporating large savings in cost which uses muscle biopsy or lymphocyte total RNA as the template. The entire dystrophin open reading frame is screened in only five overlapping fragments using a long RT-PCR strategy to amplify dystrophin cDNA in excess of 3.7 kb. These five fragments are uniquely transcribed and translated in vitro in a single multiplexed reaction containing magnesium ions to reduce nonspecific internal initiation of translation. We have used this system to analyze mutations in 11 Duchenne muscular dystrophy patients (10 unrelated) with previously uncharacterized mutations. A single truncating mutation was identified in all patients, which was confirmed at the genomic level. Multiplex PTT provides the most efficient method for point mutation screening in this large gene and has potential applications to several disease genes with a significant proportion of truncating mutations.

Amino Acid Sequence↗

Real experiences of uHTS: a prototypic 1536-well fluorescence anisotropy-based uHTS screen and application of well-level quality control procedures.

This paper describes, for the first time, a true ultra-high throughput screen (uHTS) based upon fluorescence anisotropy and performed entirely in 1536-well assay plates. The assay is based upon binding and displacement of a BODIPY-FL-labeled antibiotic to a specific binding site on 70S ribosomes from Escherichia coli (Kd approximately 15 nM). The screen was performed at uHTS rates (i.e., >100,000 assay wells/24 h) using entirely commercially available equipment. In order to examine the reproducibility of detection of test compound effects, assays were performed in duplicate. Both overall assay statistics and reproducibility for individual compound results were excellent, at least equivalent to conventional HTS assays. Interference artifacts occurred mainly as a result of autofluorescence from test compounds. Well-level quality control procedures were developed to detect, eliminate, or even correct for such effects. Moreover, development of a brighter, longer wavelength probe (based upon Cy3B) markedly reduced such interferences. Overall, the data demonstrate that fluorescence anisotropy-based uHTS is now a practical reality.

Anti-Bacterial Agents↗

Combination of receptor-binding assays and designed mutant receptors for discerning agonists and antagonists.

Competitive receptor-binding assays are convenient for analyzing interactions between receptors and their ligands and for screening pharmaceutical drugs and potential endocrine-disrupting chemicals. Although these assays can be used for high-throughput screening, they cannot discern antagonists and agonists. Based on three-dimensional structures of complexes between ligand-binding domain of human estrogen receptor-alpha and its ligands, we designed mutant receptors with modified mode of ligand-binding. In the current studies we examined the binding of endogenous ligands, artificial ligands, and potent endocrine-disrupting chemicals to wild-type and Asp351 mutants of the human estrogen receptor-alpha ligand-binding domain. The new combination assay showed the decrease of relative biding affinity (RBA) values for antagonists. For example, RBA for tamoxifen was changed from 4.8 (using the Asp351 receptor) to less than 1.5 (using the Glu351 receptor). On the other hand, the agonists showed increase of RBA values. For example, RBA for bisphenol A was changed from 0.011 (using the Asp351 receptor) to less than 0.030 (using the Glu351 receptor). The variation of RBA was dependant on the type of mutant receptors. The change of RBA from wild-type to mutant-type can be an index for discerning agonists and antagonists. Comparison of RBA values obtained by assays using wild-type and mutant receptors is a simple way of discerning agonists and antagonists, and this approach could be extended to other types of receptors, if information of the receptors was enough to construct a designed mutant receptor.

Binding, Competitive↗

Development of a homogeneous screening assay for automated detection of antiviral agents active against severe acute respiratory syndrome-associated coronavirus.

The severity and global spread of the 2003 outbreak of the severe acute respiratory syndrome-associated coronavirus (SARS-CoV) highlighted the risks to human health posed by emerging viral diseases and emphasized the need for specific therapeutic agents instead of relying on existing broadly active antiviral compounds. The development of rapid screening assays is essential for antiviral drug discovery. Thus, a screening system for anti-SARS-CoV agents was developed, which evaluated compound potency, specificity and cytotoxicity at the initial screening phase. Cell lines were engineered to constitutively express an enhanced green fluorescent protein (EGFP) and used to detect (1) antiviral potency in SARS-CoV infection tests; (2) antiviral specificity in tests using the porcine coronavirus transmissible gastroenteritis virus (TGEV); and (3) cytotoxicity in the same assays without virus challenge. The assay system involves minimal manipulation after assay set-up, facilitates automated read-out and minimizes risks associated with hazardous viruses. The suitability of this assay system in drug discovery was demonstrated by screening of 3388 small molecule compounds. The results show that these assays can be applied to high-throughput screening for identification of inhibitors selectively active against SARS-CoV.

Antiviral Agents↗

Development of a system to evaluate compound identity, purity, and concentration in a single experiment and its application in quality assessment of combinatorial libraries and screening hits.

The development and use of a new assay system for the simultaneous determination of identity, purity, and concentration of sample components from combinatorial libraries produced by parallel synthesis are described. The system makes use of high-performance liquid chromatography with UV/vis photodiode array (PDA), evaporative light scattering (ELSD), chemiluminescent nitrogen (CLND), and time-of-flight mass spectrometer (TOFMS) detectors (HPLC-PDA-ELSD-CLND-TOFMS). Although these detectors have previously been utilized separately for the analysis of combinatorial chemistry libraries, the use of TOFMS along with CLND provides a synergistic combination enabling target and side-product structures to be identified and their concentrations and purities determined in a single experiment from a solution containing microgram levels of material. The CLND was found to give a linear response based on the number of moles of nitrogen present. Therefore, if the number of nitrogens per molecule is known, the concentration of each nitrogen-containing sample component may be determined utilizing an unrelated co-injected standard. A molecular formula for an impurity may often be calculated from the exact mass determined by the TOFMS and knowledge of the chemistry involved. Thus, if the sample components contain nitrogen, the concentration of every identified HPLC peak may be determined even in the absence of primary standards. This combination of detectors enabled the characterization of both target compounds and byproducts in combinatorial libraries, allowing the optimization of library synthetic procedures. This system was also used to survey the quality of libraries, enabling the selection of the best libraries for screening. This method also facilitated the characterization of samples from combinatorial libraries found as hits in high-throughput screening to establish the potency of the leads based on their actual concentration. In addition, concentrations and potencies of impurities were determined after identification of their structures, utilizing exact mass data, determination of charge states, and knowledge of the synthetic chemistry.

Journal Article↗

Automated filter paper assay for determination of cellulase activity.

Recent developments in molecular breeding and directed evolution have promised great developments in industrial enzymes as demonstrated by exponential improvements in beta-lactamase and green fluorescent protein (GFP). Detection of and screening for improved enzymes are relatively easy if the target enzyme is expressible in a suitable high-throughput screening host and a clearly defined and usable screen or selection is available, as with GFP and beta-lactamase. Fungal cellulases, however, are difficult to measure and have limited expressibility in heterologous hosts. Furthermore, traditional cellulase assays are tedious and time-consuming. Multiple enzyme components, an insoluble substrate, and generally slow reaction rates have plagued cellulase researchers interested in creating cellulase mixtures with increased activities and/or enhanced biochemical properties. Although the International Union of Pure and Applied Chemists standard measure of cellulase activity, the filter paper assay (FPA), can be reproduced in most laboratories with some effort, this method has long been recognized for its complexity and susceptibility to operator error. Our current automated FPA method is based on a Cyberlabs C400 robotics deck equipped with customized incubation, reagent storage, and plate-reading capabilities that allow rapid evaluation of cellulases acting on cellulose and has a maximum throughput of 84 enzyme samples per day when performing the automated FPA.

Automation↗

Virtual screening: an effective tool for lead structure discovery?

Different methods of virtual screening as a tool for lead structure discovery are described. They range from structure based docking procedures to ligand based methods such as the chemical features based pharmacophore hypothesis approach. A review on several successful applications of virtual screening is given. Different approaches have been described to derive pharmacophore models, which were subsequently used for 3D database searching. The studies so far published cover a wide range of pharmacological applications. The results hereby obtained clearly indicate that focused assessment of corporate databases by virtual screening using well validated pharmacophore models yield to a significant improvement in lead structure determination compared to high throughput screening.

Animals↗

Identification and characterization of Sir2 inhibitors through phenotypic assays in yeast.

Yeast Sir2 is a defining member of a large family of protein deacetylases found in organisms ranging from bacteria to humans. SIR2 was discovered as a gene required for mating in S. cerevisiae 25 years ago, but it was only recently that Sir2's activity as an NAD-dependent protein deacetylase was established. However, years of extensive research did generate a large body of knowledge about the cellular roles of Sir2 in yeast long before its biochemical function was discovered. In addition to Sir2, yeast have four additional NAD-dependent histone deacetylases Hst1-4 (for homologue of Sir2), with distinct cellular roles. Detailed knowledge of the phenotypes of SIR2 and HST loss of function mutants has allowed design of a series of cell based screens that yielded the first inhibitors of NAD-dependent protein deacetylases. These phenotypic assays, amenable to high throughput screening, and coupled with transcript array analysis for evaluation of compound specificity, allowed the identification and detailed characterization of a series of Sir2 inhibitors, entirely bypassing traditional biochemical approaches.

Amino Acid Sequence↗