Browsing by Subject "High-throughput screening"
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Item Automated microfluidic platforms to facilitate nerve degeneration studies with C. elegans(2013-12) Ghorashian, Navid; Ben-Yakar, Adela; Pierce-Shimomura, Jonathan T; Zhang, Xiaojing; Sokolov, Konstantin V; Dunn, Andrew KWith its well-characterized genome, simple anatomy, and vast array of uses in molecular biology, the roundworm, Caenorhabditis elegans (C. elegans) is a well-established model organism in neurobiology. Concurrently, neurodegenerative diseases are some the most devastating and least understood ailments in modern medicine, making high-throughput approaches to understand their fundamental mechanisms imperative to developing new therapies. The worm's physical length-scales and simple genetics make it an ideal in vivo tool for high-throughput screening platforms. Concurrently, microfluidic technology has been used to make devices that manipulate these animals in a multitude of fashions to study various biological phenomena. With these considerations in mind, we have developed microfluidic platforms to facilitate optical interrogation of neurodegenerative and neuroregenerative phenomena in C. elegans for large-scale screens. First we developed a multiwell format device with 16 on-chip reservoirs to house and quickly deliver distinct worm populations to any liquid-format imaging platform. The system achieved unprecedented delivery speeds, avoided any population cross-contamination, and maintained animal viability. We then expanded this platform into a 64-well device that acted as a modular plug and play system for simple manipulation by conventional high-throughput liquid handling systems. The chip could be manipulated in the same fashion as a multiwell plate and interfaced with a novel pneumatic gasket system to achieve delivery speeds that were two-fold faster than those attained on the 16-well device. In addition, we worked to develop potential optical interrogation platform that could be fed populations of worms by the aforementioned delivery systems. This microfluidic chip consisted of an array of parallel traps to house individual worms over long durations for time-lapse studies of nerve regeneration after cuts to single axons mediated by a femtosecond pulse laser. Specifically, the platform was designed for regeneration studies in the C. elegans PQR neuron.Item Development of optical sensing protocols for the rapid determination of enantiomeric excess in high-throughput screening(2010-05) Leung, Diana; Anslyn, Eric V., 1960-; Sessler, Jonathan L.; Stanton, John F.; Kerwin, Sean M.Asymmetric synthesis has become an important tool to prepare enantiomerically pure compounds because it avoids the wasteful discarding of the undesired enantiomer. Combinatorial libraries allow for much faster screening for new and better asymmetric catalysts/auxiliaries, but they generate a large number of samples whose enantiomeric excess (ee) cannot be determined rapidly. This bottleneck currently limits the applicability of such approaches. We propose here the use of faster optical techniques for the determination of ee using common instrumentation, such as UV-vis spectrophotometers, and circular dichroism (CD) spectrophotometers. Our methods are easily transitioned to the microwell format commonly used in parallel/combinatorial chemistry endeavors, just by using common microplate readers: this allows for an even more rapid analysis of samples and a seamless integration in a high-throughput workflow. We have shown that enantioselective indicator displacement assays can be developed to determine ee in a high-throughput fashion utilizing either a UV-vis spectrophotometer or a 96-well plate reader. Two chiral receptors and a commercial pH indicator were used to enantioselectively discriminate α-amino acids by monitoring the degree of indicator displacement. The two receptors were able to enantioselectively discriminate 13 of the 17 analyzed α-amino acids and accurately determine ee values of independent test samples with the use of ee calibration curves. Moreover, a sample of valine was synthesized through an asymmetric reaction, whose ee was then determined with our assay and compared to chiral HPLC and 1H NMR chiral shift reagent analysis, with excellent correlation. An artificial neural network was also successfully employed in the analyses, as an alternative to ee calibration curves. Both techniques consistently produced results accurate enough for preliminary determination of ee in a rapid manner, allowing for high throughput screening (HTS) of asymmetric reactions. The use of circular dichroism spectroscopy with chiral BINAP was also explored to enantioselectively discriminate α-chiral ketones. The ketones were derivatized with pyridyl hydrazines to produce hydrazones, which were then bound to enantiomerically pure [Cu(I)(BINAP)]+, forming diastereomeric complexes with differential steric interactions leading to different degrees of twist in the BINAP moiety and characteristic signatures in the CD spectrum, as a function of sample ee.Item Next generation approaches toward engineering therapeutic proteases(2012-05) Pogson, Mark Wilson; Iverson, Brent L.; Georgiou, GeorgeEngineering protease substrate specificity and selectivity has the potential to yield entirely new possibilities in the analytical, biotechnological, and therapeutic domains. For example, therapeutic applications can be envisioned in which engineered proteases could replace antibodies by irreversibly inactivating a large excess of disease-associated target proteins in a catalytic fashion. Technological advances in molecular biology have made laboratory-based evolution techniques for protein engineering readily accessible. However, the ability to interrogate the activities and substrate preference of large numbers of protease variants is predicated on the availability of quantitative high-throughput assays that maintain the essential link between genotype and phenotype. In this work we have investigated a variety of novel single cell fluorescence assays and selections for engineering protease substrate specificity and selectivity, and demonstrated the utility of some of these systems for the engineering of novel enzymes. The second chapter of this dissertation reports the isolation of a highly active ([chemical formula]) variant of the Escherichia coli endopeptidase OmpT that selectively hydrolyzes peptides after 3-nitrotyrosine while effectively discriminating against similar peptides containing unmodified tyrosine, sulfotyrosine, phosphotyrosine and phosphoserine. The isolation of protease variants that can discriminate between substrates based on the posttranslational modification of Tyr was made possible by implementing a multi-color flow cytometric assay using multiple simultaneous counter-selection substrates for the screening of large mutant libraries. While primary sequence recognition may suffice for proteomic applications, many therapeutic applications of engineered proteases will require the cleavage of folded protein targets. Unfortunately, we have found that engineered proteases that can cleave peptides very efficiently are often unable to digest the same sequences inserted into the loop regions of a folded protein. The logical conclusion, then, is that an entire target protein or at least a protein domain, rather than peptide segments, must be incorporated into protease engineering screening assays. As a critical first step toward the development of next generation, single cell screening systems for therapeutic protease engineering we have developed novel assays that exploit cell surface capture of exogenous protein substrates. One assay (Chapter 3) relies on an autoinhibited protein fusion that capitalizes on the p53 antagonist MDM2 as a detector of protease activity in addition to its utility as a counter-selection substrate. Using this system we successfully isolated OmpT variants that selectively cleave a designed site within our autoinhibited substrate. A second high-throughput screen (Chapter 4) monitors native protein cleavage. Target proteins are captured at the cell surface using a polycationic tail, incorporating counter-selection, and the proteolytic state of the substrate can be monitored using epitope tags fused to the N-and C-termini and fluorescently labeled anti-epitope tag antibodies.Item Novel high-throughput screening methods for the engineering of hydrolases(2011-05) Gebhard, Mark Christopher; Georgiou, George; Alper, Hal; Ellington, Andrew D.; Iverson, Brent L.; Maynard, Jennifer A.Enzyme engineering relies on changes in the amino acid sequence of an enzyme to give rise to improvements in catalytic activity, substrate specificity, thermostability, and enantioselectivity. However, beneficial amino acid substitutions in proteins are difficult to rationally predict. Large numbers of enzyme variants containing random amino acid substitutions are screened in a high throughput manner to isolate improved enzymes. Identifying improved enzymes from the resulting library of randomized variants is a current challenge in protein engineering. This work focuses on the development of high-throughput screens for a class of enzymes called hydrolases, and in particular, proteases and esterases. In the first part of this work, we have developed an assay for detecting protease activity in the cytoplasm of Escherichia coli by exploiting the SsrA protein degradation pathway and flow cytometry. In this method, a protease-cleavable linker is inserted between a fusion protein consisting of GFP and the SsrA degradation tag. The SsrA-tagged fusion protein is degraded in the cell unless a co-expressed protease cleaves the linker conferring higher cellular fluorescence. The assay can detect specific cleavage of substrates by TEV protease and human caspase-8. To apply the screen for protease engineering, we sought to evolve a TEV protease variant that has altered P1 specificity. However, in screening enzyme libraries, the clones we recovered were found to be false positives in that they did not express protease variants with the requisite specificities. These experiments provided valuable information on physiological and chemical parameters that can be employed to optimize the screen for directed evolution of novel protease activities. In the second part of this work, single bacterial cells, expressing an esterase in the periplasm, were compartmentalized in aqueous droplets of a water-in-oil emulsion also containing a fluorogenic ester substrate. The primary water-in-oil emulsion was then re-emulsified to form a water-in-oil-in-water double emulsion which was capable of being analyzed and sorted by flow cytometry. This method was used to enrich cells expressing an esterase with activity towards fluorescein dibutyrate from an excess of cells expressing an esterase with no activity. A 50-fold enrichment was achieved in one round of sorting, demonstrating the potential of this method for use as a high-throughput screen for esterase activity. This method is suitable for engineering esterases with novel catalytic specificities or higher stabilitItem Studies on the mechanism and inhibition of enzymes in the pentein superfamily(2012-05) Linsky, Thomas W.; Fast, Walter L.Dimethylarginine dimethylaminohydrolase (DDAH) indirectly regulates nitric oxide production by hydrolyzing methylated arginines, which are endogenous nitric oxide synthase inhibitors. This enzyme is a member of the mechanistically diverse pentein superfamily, which contains hydrolase, dihydrolase, and amidinotransferase enzymes. These enzymes are proposed to use the same first catalytic step, followed by partitioning into their respective activities. Here, variants of DDAH that can catalyze the dihydrolase and amidinotransfer reactions are presented, as well as a variant of succinylarginine dihydrolase which catalyzes a single hydrolysis reaction. The results experimentally demonstrate that the proposed common catalytic intermediate can be used for several different reactions. The results suggest that enzymes in the pentein superfamily may have evolved divergently from a catalytically promiscuous ancestor. The control DDAH asserts over nitric oxide production makes it an attractive drug target for disease states marked by pathological overproduction of nitric oxide. Only a limited number of inhibitors different from substrate are reported, due in part to lack of robust assays for high-throughput screening of compound libraries. Therefore, high-throughput assays were developed, optimized, and validated to screen for inhibitors of Pseudomonas aeruginosa DDAH and human DDAH-1. These assays were used to screen three commercial libraries totaling 6,466 compounds. One drug in phase III clinical trials, ebselen, was identified and characterized as a bioavailable, rapid covalent inactivator of DDAH both in vitro and in cultured cells. Four "fragment-sized" inhibitors were also identified and characterized in the screening, including 4-halopyridines and benzimidazole-like compounds. The 4-halopyridines, not previously known to modify proteins, act as quiescent affinity labels to selectively inactivate DDAH, and the benzimidazole-like compounds are competitive, rapidly reversible inhibitors of DDAH. These diverse molecules serve as starting points for the development of molecular probes and therapeutic drugs to reduce pathological overproduction of nitric oxide.Item The uses of supramolecular chemistry in synthetic methodology development(2009-05) Shabbir, Shagufta Hasnain; Anslyn, Eric V., 1960-Enantioselective indicator displacement assays (eIDAs), was transitioned to a high-throughput screening protocols, for the rapid determination of concentration and enantioselectivity (ee) of chiral diols and α-hydroxycarboxylic acid. To improve the design of our previously established receptor based on o-(N,N-dialkylaminomethyl)arylboronate scaffolds for eIDAs. The rigidity of the receptor, which pertinent from the formation of an intramolecular N-B dative bond was investigated. o-(Pyrrolidinylmethyl)phenylboronic acid its complexes with bifunctional substrates such as catechol, [alpha]-hydroxyisobutyric acid, and hydrobenzoin was studied in detail by x-ray crystallography and ¹¹B NMR. Our structural study predicts that the formation of an N-B dative bond, and/or solvolysis to afford a tetrahedral boronate anion, depends on the solvent and the complexing substrate present. To simplify the operation of eIDAs, we introduced an analytical method, which utilize a dual-chamber quartz cuvette, which reduces the number of spectroscopic measurements from two to one and introduced artificial neural networks (ANNs) which simplifies data analysis. In a second example a high-throughtput screening protocol for hydrobenzoin was developed. The method involves the sequential utilization of what we define herein as screening, training, and analysis plates. Several enantioselective boronic-acid based receptors were screened using 96-well plates, both for their ability to discriminate the enantiomers of hydrobenzoin and to find their optimal pairing with indicators resulting in the largest optical responses. The best receptor/indicator combination was then used to train an ANN to determine concentration and ee. To prove the practicality of the developed protocol, analysis plates were created containing true unknown samples of hydrobenzoin generated by established Sharpless asymmetric dihydroxylation reactions, and the best ligand was correctly identified. The system was extended to pattern recognition for the rapid determination of identity, concentration, and ee of chiral vicinal diols. A diverse enantioselective sensor array was generated with three chiral boronic acid receptors and pH indicators. The optical response produced by the sensor array, was analyzed by two pattern recognition algorithms: principal component analysis (PCA) and ANNs. The PCA plot demonstrated good chemoselective and enantioselective separation of the analytes, and ANNs was used to accurately determine the concentration and ee of five unknown samples.